From fe26ff8818fcd5473aae36ace2fc018696e5a9f6 Mon Sep 17 00:00:00 2001
From: Jay Hack <jayhack@users.noreply.github.com>
Date: Mon, 3 Mar 2025 17:41:25 -0800
Subject: [PATCH 01/66] fix: slack event type for rich text (#727)

# Motivation

<!-- Why is this change necessary? -->

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [ ] I have added tests for my changes
- [ ] I have updated the documentation or added new documentation as
needed
---
 src/codegen/extensions/slack/types.py | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/src/codegen/extensions/slack/types.py b/src/codegen/extensions/slack/types.py
index 04d96e433..f5c27325e 100644
--- a/src/codegen/extensions/slack/types.py
+++ b/src/codegen/extensions/slack/types.py
@@ -7,15 +7,19 @@ class RichTextElement(BaseModel):
     type: str
     user_id: str | None = None
     text: str | None = None
+    style: dict | None = None
+    url: str | None = None
+    channel_id: str | None = None
 
 
 class RichTextSection(BaseModel):
-    type: Literal["rich_text_section"]
+    type: Literal["rich_text_section", "rich_text_list", "rich_text_quote", "rich_text_preformatted", "text", "channel", "user", "emoji", "link"]
     elements: list[RichTextElement]
+    style: dict | None = None
 
 
 class Block(BaseModel):
-    type: Literal["rich_text"]
+    type: Literal["rich_text", "section", "divider", "header", "context", "actions", "image"]
     block_id: str
     elements: list[RichTextSection]
 

From 9c453a6fbd2f865a11e669b3ac6ae60e7c98b4c6 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Tue, 4 Mar 2025 01:44:22 +0000
Subject: [PATCH 02/66] update changelog

---
 docs/changelog/changelog.mdx | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/docs/changelog/changelog.mdx b/docs/changelog/changelog.mdx
index 223a470cc..3705180a3 100644
--- a/docs/changelog/changelog.mdx
+++ b/docs/changelog/changelog.mdx
@@ -4,6 +4,11 @@ icon: "clock"
 iconType: "solid"
 ---
 
+<Update label="v0.44.3" description="March 03, 2025">
+### [Fixes Slack event type handling for rich text.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.44.3)
+- Fix Slack event type handling for rich text
+</Update>
+
 <Update label="v0.44.2" description="March 03, 2025">
 ### [Fixes and improvements to event handling and codebase.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.44.2)
 - Fix Slack event handling with thread-ts addition

From d648646b6c5f9ad33009fb4ec9de4d910936cccf Mon Sep 17 00:00:00 2001
From: Jay Hack <jayhack@users.noreply.github.com>
Date: Mon, 3 Mar 2025 18:08:07 -0800
Subject: [PATCH 03/66] fix: another slack schema error (#728)

# Motivation

<!-- Why is this change necessary? -->

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [ ] I have added tests for my changes
- [ ] I have updated the documentation or added new documentation as
needed
---
 src/codegen/extensions/slack/types.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/codegen/extensions/slack/types.py b/src/codegen/extensions/slack/types.py
index f5c27325e..a7203c526 100644
--- a/src/codegen/extensions/slack/types.py
+++ b/src/codegen/extensions/slack/types.py
@@ -15,7 +15,7 @@ class RichTextElement(BaseModel):
 class RichTextSection(BaseModel):
     type: Literal["rich_text_section", "rich_text_list", "rich_text_quote", "rich_text_preformatted", "text", "channel", "user", "emoji", "link"]
     elements: list[RichTextElement]
-    style: dict | None = None
+    style: dict | str | None = None  # Can be either a dict for rich text styling or a string for list styles (e.g. "bullet")
 
 
 class Block(BaseModel):

From 09b2a0822f59a1d7188d42279601c6c110784264 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Tue, 4 Mar 2025 02:11:30 +0000
Subject: [PATCH 04/66] update changelog

---
 docs/changelog/changelog.mdx | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/docs/changelog/changelog.mdx b/docs/changelog/changelog.mdx
index 3705180a3..2e614ffce 100644
--- a/docs/changelog/changelog.mdx
+++ b/docs/changelog/changelog.mdx
@@ -4,6 +4,11 @@ icon: "clock"
 iconType: "solid"
 ---
 
+<Update label="v0.44.4" description="March 03, 2025">
+### [Fixes a Slack schema error.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.44.4)
+- Fix Slack schema error
+</Update>
+
 <Update label="v0.44.3" description="March 03, 2025">
 ### [Fixes Slack event type handling for rich text.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.44.3)
 - Fix Slack event type handling for rich text

From 007c49906123942a12d4da5b16a50d15d981d144 Mon Sep 17 00:00:00 2001
From: Jay Hack <jayhack@users.noreply.github.com>
Date: Tue, 4 Mar 2025 08:31:16 -0800
Subject: [PATCH 05/66] docs: devin blog post (#730)

---
 docs/blog/devin.mdx                 |  92 ++++
 docs/blog/posts.mdx                 |  16 +-
 docs/images/devin-edits-codemod.png | Bin 0 -> 686463 bytes
 docs/mint.json                      | 755 ++++++++++++++--------------
 4 files changed, 484 insertions(+), 379 deletions(-)
 create mode 100644 docs/blog/devin.mdx
 create mode 100644 docs/images/devin-edits-codemod.png

diff --git a/docs/blog/devin.mdx b/docs/blog/devin.mdx
new file mode 100644
index 000000000..c6c286117
--- /dev/null
+++ b/docs/blog/devin.mdx
@@ -0,0 +1,92 @@
+---
+title: "SWE Agents are Better with Codemods"
+sidebarTitle: "Devin"
+icon: "robot"
+iconType: "solid"
+---
+
+Coding assistants like Cursor have introduced a new era of programming. But there's a class of programming tasks they can't handle: large-scale, systematic modifications across large codebases. You wouldn't ask an AI to delete all dead code or reorganize your entire component hierarchy - the tooling just isn't there.
+
+That's where codemods come in. A codemod is a program that operates on your codebase, and when you give an AI agent the ability to write and execute them, these tasks fall below the high-water mark of AI capabilities.
+
+Here's a real example: we asked [Devin](https://docs.devin.ai/get-started/devin-intro) (an autonomous SWE agent) to "delete all dead code" from our codebase. Instead of trying to make hundreds of individual edits, Devin [wrote and debugged a program](https://github.com/codegen-sh/codegen/pull/660/files#diff-199b0c459adf1639f664fed248fa48bb640412aeacbe61cd89475d6598284b5f) that systematically removed unused code while handling edge cases like tests, decorators and indirect references.
+
+- [View the PR](https://github.com/codegen-sh/codegen/pull/660)
+- [View on Devin](app.devin.ai/sessions/a49eac87da644fa9ac1144fe130b847e)
+
+<Frame caption="Devin edits a codemod in response to linter errors">
+    <img src="/images/devin-edits-codemod.png" />
+</Frame>
+
+This modifies over 40 files and correctly removes old code, passes lint + tests, etc.
+
+What made this work?
+
+Devin operates like a state machine: write a codemod, run it through the linter, analyze failures, and refine. Each iteration adds handling for new edge cases until the codemod successfully transforms the entire codebase. This is the same cycle developers use for many large-scale refactors, just automated.
+
+```mermaid
+flowchart LR
+    style EditRun fill:#ff6b6b,stroke:#000,stroke-width:3px,color:#000,font-weight:bold,font-size:16px
+    style Linter fill:#4dabf7,stroke:#000,stroke-width:3px,color:#000,font-weight:bold,font-size:16px
+    style Success fill:#cc5de8,stroke:#000,stroke-width:3px,color:#000,font-weight:bold,font-size:16px
+    
+    EditRun["Edit + Run<br/>Codemod"] --> Linter["Run<br/>Linter"]
+    Linter --"success?"--- Success["Success"]
+    Linter --"errors found"--- EditRun
+    
+    linkStyle default stroke-width:2px
+    classDef edgeLabel fill:#e9ecef,color:#000,font-weight:bold
+    class success?,errors edgeLabel
+```
+
+The nice part about this approach is that we don't have to blindly trust the AI. There's no magic - it's just a program we can run and verify through linter/test output. The codemod is easy to review, and we can update it if we need to add exceptions or edge cases. Much better than trying to manually review hundreds of individual edits.
+
+## Try it yourself
+
+Want to experience this with your own Devin instance? Install the Codegen CLI in your Devin box:
+
+```bash
+uv tool install codegen --python 3.13
+```
+
+Then use the following prompt:
+
+<Card title="Dead Code Deletion Prompt" icon="download" href={"https://gist.github.com/jayhack/d742b701a38a5b5274517afce2d253c2"}>
+  Download System Prompt
+</Card>
+
+Or try it with other platform-level modifications supported by Codegen:
+
+<CardGroup cols={2}>
+  <Card
+    title="Convert Promises"
+    icon="code-merge"
+    href="/tutorials/promise-to-async-await"
+  >
+    Automatically convert Promise chains to async/await syntax across your codebase.
+  </Card>
+  <Card
+    title="Organize Code"
+    icon="folder-tree"
+    href="/tutorials/organize-your-codebase"
+  >
+    Move and organize code safely with automatic import and dependency handling.
+  </Card>
+  <Card
+    title="Modernize React"
+    icon="react"
+    iconType="brands"
+    href="/tutorials/react-modernization"
+  >
+    Convert class components to hooks, standardize props, and organize components.
+  </Card>
+  <Card
+    title="Migrate Tests"
+    icon="vial"
+    href="/tutorials/unittest-to-pytest"
+  >
+    Automatically convert unittest test suites to modern pytest style.
+  </Card>
+</CardGroup>
+
+We'd love to hear how it works for you! Let us know in our [community](https://community.codegen.com) and share other tasks that it is helpful in performing.
\ No newline at end of file
diff --git a/docs/blog/posts.mdx b/docs/blog/posts.mdx
index 2d1b27ed1..ad92465be 100644
--- a/docs/blog/posts.mdx
+++ b/docs/blog/posts.mdx
@@ -4,7 +4,21 @@ icon: "clock"
 iconType: "solid"
 ---
 
-<Update label="2024-01-24" description="Acting via Code">
+<Update label="2024-03-04" description="Agents are Better with Codemods">
+
+## Agents are Better with Codemods
+
+How AI agents like Devin can use codemods to safely make systematic changes across entire codebases, from deleting dead code to modernizing React components.
+
+<Card
+  img="/images/devin-edits-codemod.png"
+  title="Devin writes a codemod to delete dead code"
+  href="/blog/devin"
+/>
+
+</Update>
+
+<Update label="2024-01-24" description="Act via Code">
 
 ## Act via Code
 
diff --git a/docs/images/devin-edits-codemod.png b/docs/images/devin-edits-codemod.png
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diff --git a/docs/mint.json b/docs/mint.json
index d5062557c..0afb81e64 100644
--- a/docs/mint.json
+++ b/docs/mint.json
@@ -1,379 +1,378 @@
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+						"api-reference/typescript/TSCatchStatement",
+						"api-reference/typescript/TSChainedAttribute",
+						"api-reference/typescript/TSClass",
+						"api-reference/typescript/TSCodeBlock",
+						"api-reference/typescript/TSComment",
+						"api-reference/typescript/TSCommentGroup",
+						"api-reference/typescript/TSCommentType",
+						"api-reference/typescript/TSConditionalType",
+						"api-reference/typescript/TSConfig",
+						"api-reference/typescript/TSDecorator",
+						"api-reference/typescript/TSDict",
+						"api-reference/typescript/TSEnum",
+						"api-reference/typescript/TSExport",
+						"api-reference/typescript/TSExpressionType",
+						"api-reference/typescript/TSFile",
+						"api-reference/typescript/TSForLoopStatement",
+						"api-reference/typescript/TSFunction",
+						"api-reference/typescript/TSFunctionType",
+						"api-reference/typescript/TSGenericType",
+						"api-reference/typescript/TSHasBlock",
+						"api-reference/typescript/TSIfBlockStatement",
+						"api-reference/typescript/TSImport",
+						"api-reference/typescript/TSImportStatement",
+						"api-reference/typescript/TSInterface",
+						"api-reference/typescript/TSLabeledStatement",
+						"api-reference/typescript/TSLookupType",
+						"api-reference/typescript/TSNamedType",
+						"api-reference/typescript/TSNamespace",
+						"api-reference/typescript/TSObjectType",
+						"api-reference/typescript/TSPair",
+						"api-reference/typescript/TSParameter",
+						"api-reference/typescript/TSQueryType",
+						"api-reference/typescript/TSReadonlyType",
+						"api-reference/typescript/TSReturnTypePlaceholder",
+						"api-reference/typescript/TSString",
+						"api-reference/typescript/TSSwitchCase",
+						"api-reference/typescript/TSSwitchStatement",
+						"api-reference/typescript/TSSymbol",
+						"api-reference/typescript/TSTernaryExpression",
+						"api-reference/typescript/TSTryCatchStatement",
+						"api-reference/typescript/TSTypeAlias",
+						"api-reference/typescript/TSUndefinedType",
+						"api-reference/typescript/TSUnionType",
+						"api-reference/typescript/TSWhileStatement"
+					]
+				}
+			]
+		}
+	],
+	"footerSocials": {
+		"x": "https://x.com/codegen",
+		"linkedin": "https://linkedin.com/company/codegen-dot-com"
+	}
+}

From a4994ee193e94667c0897251147f27e59653672a Mon Sep 17 00:00:00 2001
From: codegen-team <engineering-git@codegen.com>
Date: Tue, 4 Mar 2025 16:33:08 +0000
Subject: [PATCH 06/66] docs: updated API reference

---
 docs/mint.json | 756 +++++++++++++++++++++++++------------------------
 1 file changed, 379 insertions(+), 377 deletions(-)

diff --git a/docs/mint.json b/docs/mint.json
index 0afb81e64..d0bb0c07b 100644
--- a/docs/mint.json
+++ b/docs/mint.json
@@ -1,378 +1,380 @@
 {
-	"$schema": "https://mintlify.com/schema.json",
-	"name": "Codegen",
-	"logo": {
-		"dark": "https://cdn.prod.website-files.com/67070304751b9b01bf6a161c/679bcf45a3e32761c42b324b_Codegen_Logomark_Dark.svg",
-		"light": "https://cdn.prod.website-files.com/67070304751b9b01bf6a161c/679bcf45bf55446746125835_Codegen_Logomark_Light.svg"
-	},
-	"modeToggle": {
-		"default": "dark"
-	},
-	"metadata": {
-		"og:site_name": "Codegen",
-		"og:title": "Codegen - Manipulate Code at Scale",
-		"og:description": "A scriptable interface to a powerful, multi-lingual language server built on top of Tree-sitter.",
-		"og:url": "https://docs.codegen.com",
-		"og:locale": "en_US",
-		"og:logo": "https://i.imgur.com/f4OVOqI.png",
-		"article:publisher": "Codegen, Inc.",
-		"twitter:site": "@codegen"
-	},
-	"favicon": "/favicon.svg",
-	"colors": {
-		"primary": "#a277ff",
-		"light": "#a277ff",
-		"dark": "#a277ff",
-		"anchors": {
-			"from": "#61ffca",
-			"to": "#61ffca"
-		}
-	},
-	"theme": "prism",
-	"background": {
-		"style": "gradient"
-	},
-	"analytics": {
-		"posthog": {
-			"apiKey": "phc_GLxaINoQJnuyCyxDmTciQqzdKBYFVDkY7bRBO4bDdso"
-		}
-	},
-	"feedback": {
-		"thumbsRating": true
-	},
-	"topbarCtaButton": {
-		"name": "GitHub",
-		"url": "https://github.com/codegen-sh/codegen-sdk"
-	},
-	"tabs": [
-		{
-			"name": "API Reference",
-			"url": "/api-reference"
-		},
-		{
-			"name": "CLI",
-			"url": "/cli"
-		},
-		{
-			"name": "Blog",
-			"url": "/blog"
-		},
-		{
-			"name": "Changelog",
-			"url": "/changelog"
-		}
-	],
-	"navigation": [
-		{
-			"group": "Introduction",
-			"pages": [
-				"introduction/overview",
-				"introduction/getting-started",
-				"introduction/installation",
-				"introduction/ide-usage",
-				"introduction/work-with-ai",
-				"introduction/how-it-works",
-				"introduction/guiding-principles",
-				"introduction/community",
-				"introduction/about",
-				"introduction/faq"
-			]
-		},
-		{
-			"group": "Tutorials",
-			"pages": [
-				"tutorials/at-a-glance",
-				"tutorials/build-code-agent",
-				"tutorials/slack-bot",
-				"tutorials/github-review-bot",
-				"tutorials/deep-code-research",
-				"tutorials/training-data",
-				"tutorials/codebase-visualization",
-				"tutorials/migrating-apis",
-				"tutorials/organize-your-codebase",
-				"tutorials/promise-to-async-await",
-				"tutorials/modularity",
-				"tutorials/manage-feature-flags",
-				"tutorials/deleting-dead-code",
-				"tutorials/increase-type-coverage",
-				"tutorials/managing-typescript-exports",
-				"tutorials/converting-default-exports",
-				"tutorials/creating-documentation",
-				"tutorials/react-modernization",
-				"tutorials/unittest-to-pytest",
-				"tutorials/sqlalchemy-1.6-to-2.0",
-				"tutorials/fixing-import-loops-in-pytorch",
-				"tutorials/python2-to-python3",
-				"tutorials/flask-to-fastapi",
-				"tutorials/build-mcp",
-				"tutorials/neo4j-graph"
-			]
-		},
-		{
-			"group": "Building with Codegen",
-			"pages": [
-				"building-with-codegen/at-a-glance",
-				"building-with-codegen/parsing-codebases",
-				"building-with-codegen/reusable-codemods",
-				"building-with-codegen/dot-codegen",
-				"building-with-codegen/function-decorator",
-				"building-with-codegen/language-support",
-				"building-with-codegen/commit-and-reset",
-				"building-with-codegen/git-operations",
-				"building-with-codegen/files-and-directories",
-				"building-with-codegen/the-editable-api",
-				"building-with-codegen/symbol-api",
-				"building-with-codegen/class-api",
-				"building-with-codegen/imports",
-				"building-with-codegen/exports",
-				"building-with-codegen/inheritable-behaviors",
-				"building-with-codegen/statements-and-code-blocks",
-				"building-with-codegen/dependencies-and-usages",
-				"building-with-codegen/function-calls-and-callsites",
-				"building-with-codegen/variable-assignments",
-				"building-with-codegen/local-variables",
-				"building-with-codegen/comments-and-docstrings",
-				"building-with-codegen/external-modules",
-				"building-with-codegen/type-annotations",
-				"building-with-codegen/moving-symbols",
-				"building-with-codegen/collections",
-				"building-with-codegen/traversing-the-call-graph",
-				"building-with-codegen/react-and-jsx",
-				"building-with-codegen/codebase-visualization",
-				"building-with-codegen/flagging-symbols",
-				"building-with-codegen/calling-out-to-llms",
-				"building-with-codegen/semantic-code-search",
-				"building-with-codegen/reducing-conditions"
-			]
-		},
-		{
-			"group": "CLI",
-			"pages": [
-				"cli/about",
-				"cli/init",
-				"cli/notebook",
-				"cli/create",
-				"cli/run",
-				"cli/reset",
-				"cli/expert"
-			]
-		},
-		{
-			"group": "Changelog",
-			"pages": ["changelog/changelog"]
-		},
-		{
-			"group": "Blog",
-			"pages": [
-				"blog/posts",
-				"blog/devin",
-				"blog/act-via-code",
-				"blog/promise-to-async-await-twilio",
-				"blog/fixing-import-loops"
-			]
-		},
-		{
-			"group": "API Reference",
-			"pages": [
-				"api-reference/index",
-				{
-					"group": "Core",
-					"icon": "code",
-					"pages": [
-						"api-reference/core/Argument",
-						"api-reference/core/Assignment",
-						"api-reference/core/AssignmentStatement",
-						"api-reference/core/Attribute",
-						"api-reference/core/AwaitExpression",
-						"api-reference/core/BinaryExpression",
-						"api-reference/core/BlockStatement",
-						"api-reference/core/Boolean",
-						"api-reference/core/Callable",
-						"api-reference/core/CatchStatement",
-						"api-reference/core/ChainedAttribute",
-						"api-reference/core/Class",
-						"api-reference/core/CodeBlock",
-						"api-reference/core/CodeOwner",
-						"api-reference/core/Codebase",
-						"api-reference/core/Comment",
-						"api-reference/core/CommentGroup",
-						"api-reference/core/ComparisonExpression",
-						"api-reference/core/Decorator",
-						"api-reference/core/Dict",
-						"api-reference/core/Directory",
-						"api-reference/core/Editable",
-						"api-reference/core/Export",
-						"api-reference/core/ExportStatement",
-						"api-reference/core/Exportable",
-						"api-reference/core/Expression",
-						"api-reference/core/ExpressionGroup",
-						"api-reference/core/ExpressionStatement",
-						"api-reference/core/ExternalModule",
-						"api-reference/core/File",
-						"api-reference/core/FlagKwargs",
-						"api-reference/core/ForLoopStatement",
-						"api-reference/core/Function",
-						"api-reference/core/FunctionCall",
-						"api-reference/core/GenericType",
-						"api-reference/core/HasBlock",
-						"api-reference/core/HasName",
-						"api-reference/core/HasValue",
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-						"api-reference/core/Import",
-						"api-reference/core/ImportStatement",
-						"api-reference/core/ImportType",
-						"api-reference/core/Importable",
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-						"api-reference/core/List",
-						"api-reference/core/MessageType",
-						"api-reference/core/MultiExpression",
-						"api-reference/core/MultiLineCollection",
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-						"api-reference/core/Number",
-						"api-reference/core/Pair",
-						"api-reference/core/Parameter",
-						"api-reference/core/ParenthesizedExpression",
-						"api-reference/core/Placeholder",
-						"api-reference/core/PlaceholderType",
-						"api-reference/core/RaiseStatement",
-						"api-reference/core/ReturnStatement",
-						"api-reference/core/SourceFile",
-						"api-reference/core/Span",
-						"api-reference/core/Statement",
-						"api-reference/core/StatementType",
-						"api-reference/core/String",
-						"api-reference/core/StubPlaceholder",
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-						"api-reference/core/SwitchCase",
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-						"api-reference/core/Symbol",
-						"api-reference/core/SymbolGroup",
-						"api-reference/core/SymbolStatement",
-						"api-reference/core/TernaryExpression",
-						"api-reference/core/TryCatchStatement",
-						"api-reference/core/Tuple",
-						"api-reference/core/TupleType",
-						"api-reference/core/Type",
-						"api-reference/core/TypeAlias",
-						"api-reference/core/TypePlaceholder",
-						"api-reference/core/Typeable",
-						"api-reference/core/UnaryExpression",
-						"api-reference/core/UnionType",
-						"api-reference/core/Unpack",
-						"api-reference/core/Unwrappable",
-						"api-reference/core/Usable",
-						"api-reference/core/Usage",
-						"api-reference/core/UsageKind",
-						"api-reference/core/UsageType",
-						"api-reference/core/Value",
-						"api-reference/core/WhileStatement",
-						"api-reference/core/WithStatement"
-					]
-				},
-				{
-					"group": "Python",
-					"icon": "python",
-					"pages": [
-						"api-reference/python/PyAssignment",
-						"api-reference/python/PyAssignmentStatement",
-						"api-reference/python/PyAttribute",
-						"api-reference/python/PyBlockStatement",
-						"api-reference/python/PyBreakStatement",
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-						"api-reference/python/PyClass",
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-						"api-reference/python/PyCommentGroup",
-						"api-reference/python/PyCommentType",
-						"api-reference/python/PyConditionalExpression",
-						"api-reference/python/PyDecorator",
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-					"icon": "js",
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-	"footerSocials": {
-		"x": "https://x.com/codegen",
-		"linkedin": "https://linkedin.com/company/codegen-dot-com"
-	}
-}
+  "$schema": "https://mintlify.com/schema.json",
+  "name": "Codegen",
+  "logo": {
+    "dark": "https://cdn.prod.website-files.com/67070304751b9b01bf6a161c/679bcf45a3e32761c42b324b_Codegen_Logomark_Dark.svg",
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+    "default": "dark"
+  },
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+    "og:title": "Codegen - Manipulate Code at Scale",
+    "og:description": "A scriptable interface to a powerful, multi-lingual language server built on top of Tree-sitter.",
+    "og:url": "https://docs.codegen.com",
+    "og:locale": "en_US",
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+  "colors": {
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+  "background": {
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+    "posthog": {
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+    }
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+  "feedback": {
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+  },
+  "topbarCtaButton": {
+    "name": "GitHub",
+    "url": "https://github.com/codegen-sh/codegen-sdk"
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+      "url": "/api-reference"
+    },
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+      "name": "CLI",
+      "url": "/cli"
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+    {
+      "name": "Blog",
+      "url": "/blog"
+    },
+    {
+      "name": "Changelog",
+      "url": "/changelog"
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+  ],
+  "navigation": [
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+      "pages": [
+        "introduction/overview",
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+        "introduction/guiding-principles",
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+        "tutorials/manage-feature-flags",
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+        "tutorials/sqlalchemy-1.6-to-2.0",
+        "tutorials/fixing-import-loops-in-pytorch",
+        "tutorials/python2-to-python3",
+        "tutorials/flask-to-fastapi",
+        "tutorials/build-mcp",
+        "tutorials/neo4j-graph"
+      ]
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+    {
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+      "pages": [
+        "building-with-codegen/at-a-glance",
+        "building-with-codegen/parsing-codebases",
+        "building-with-codegen/reusable-codemods",
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+        "building-with-codegen/function-decorator",
+        "building-with-codegen/language-support",
+        "building-with-codegen/commit-and-reset",
+        "building-with-codegen/git-operations",
+        "building-with-codegen/files-and-directories",
+        "building-with-codegen/the-editable-api",
+        "building-with-codegen/symbol-api",
+        "building-with-codegen/class-api",
+        "building-with-codegen/imports",
+        "building-with-codegen/exports",
+        "building-with-codegen/inheritable-behaviors",
+        "building-with-codegen/statements-and-code-blocks",
+        "building-with-codegen/dependencies-and-usages",
+        "building-with-codegen/function-calls-and-callsites",
+        "building-with-codegen/variable-assignments",
+        "building-with-codegen/local-variables",
+        "building-with-codegen/comments-and-docstrings",
+        "building-with-codegen/external-modules",
+        "building-with-codegen/type-annotations",
+        "building-with-codegen/moving-symbols",
+        "building-with-codegen/collections",
+        "building-with-codegen/traversing-the-call-graph",
+        "building-with-codegen/react-and-jsx",
+        "building-with-codegen/codebase-visualization",
+        "building-with-codegen/flagging-symbols",
+        "building-with-codegen/calling-out-to-llms",
+        "building-with-codegen/semantic-code-search",
+        "building-with-codegen/reducing-conditions"
+      ]
+    },
+    {
+      "group": "CLI",
+      "pages": [
+        "cli/about",
+        "cli/init",
+        "cli/notebook",
+        "cli/create",
+        "cli/run",
+        "cli/reset",
+        "cli/expert"
+      ]
+    },
+    {
+      "group": "Changelog",
+      "pages": [
+        "changelog/changelog"
+      ]
+    },
+    {
+      "group": "Blog",
+      "pages": [
+        "blog/posts",
+        "blog/devin",
+        "blog/act-via-code",
+        "blog/promise-to-async-await-twilio",
+        "blog/fixing-import-loops"
+      ]
+    },
+    {
+      "group": "API Reference",
+      "pages": [
+        "api-reference/index",
+        {
+          "group": "Core",
+          "icon": "code",
+          "pages": [
+            "api-reference/core/Argument",
+            "api-reference/core/Assignment",
+            "api-reference/core/AssignmentStatement",
+            "api-reference/core/Attribute",
+            "api-reference/core/AwaitExpression",
+            "api-reference/core/BinaryExpression",
+            "api-reference/core/BlockStatement",
+            "api-reference/core/Boolean",
+            "api-reference/core/Callable",
+            "api-reference/core/CatchStatement",
+            "api-reference/core/ChainedAttribute",
+            "api-reference/core/Class",
+            "api-reference/core/CodeBlock",
+            "api-reference/core/CodeOwner",
+            "api-reference/core/Codebase",
+            "api-reference/core/Comment",
+            "api-reference/core/CommentGroup",
+            "api-reference/core/ComparisonExpression",
+            "api-reference/core/Decorator",
+            "api-reference/core/Dict",
+            "api-reference/core/Directory",
+            "api-reference/core/Editable",
+            "api-reference/core/Export",
+            "api-reference/core/ExportStatement",
+            "api-reference/core/Exportable",
+            "api-reference/core/Expression",
+            "api-reference/core/ExpressionGroup",
+            "api-reference/core/ExpressionStatement",
+            "api-reference/core/ExternalModule",
+            "api-reference/core/File",
+            "api-reference/core/FlagKwargs",
+            "api-reference/core/ForLoopStatement",
+            "api-reference/core/Function",
+            "api-reference/core/FunctionCall",
+            "api-reference/core/GenericType",
+            "api-reference/core/HasBlock",
+            "api-reference/core/HasName",
+            "api-reference/core/HasValue",
+            "api-reference/core/IfBlockStatement",
+            "api-reference/core/Import",
+            "api-reference/core/ImportStatement",
+            "api-reference/core/ImportType",
+            "api-reference/core/Importable",
+            "api-reference/core/Interface",
+            "api-reference/core/List",
+            "api-reference/core/MessageType",
+            "api-reference/core/MultiExpression",
+            "api-reference/core/MultiLineCollection",
+            "api-reference/core/Name",
+            "api-reference/core/NamedType",
+            "api-reference/core/NoneType",
+            "api-reference/core/Number",
+            "api-reference/core/Pair",
+            "api-reference/core/Parameter",
+            "api-reference/core/ParenthesizedExpression",
+            "api-reference/core/Placeholder",
+            "api-reference/core/PlaceholderType",
+            "api-reference/core/RaiseStatement",
+            "api-reference/core/ReturnStatement",
+            "api-reference/core/SourceFile",
+            "api-reference/core/Span",
+            "api-reference/core/Statement",
+            "api-reference/core/StatementType",
+            "api-reference/core/String",
+            "api-reference/core/StubPlaceholder",
+            "api-reference/core/SubscriptExpression",
+            "api-reference/core/SwitchCase",
+            "api-reference/core/SwitchStatement",
+            "api-reference/core/Symbol",
+            "api-reference/core/SymbolGroup",
+            "api-reference/core/SymbolStatement",
+            "api-reference/core/TernaryExpression",
+            "api-reference/core/TryCatchStatement",
+            "api-reference/core/Tuple",
+            "api-reference/core/TupleType",
+            "api-reference/core/Type",
+            "api-reference/core/TypeAlias",
+            "api-reference/core/TypePlaceholder",
+            "api-reference/core/Typeable",
+            "api-reference/core/UnaryExpression",
+            "api-reference/core/UnionType",
+            "api-reference/core/Unpack",
+            "api-reference/core/Unwrappable",
+            "api-reference/core/Usable",
+            "api-reference/core/Usage",
+            "api-reference/core/UsageKind",
+            "api-reference/core/UsageType",
+            "api-reference/core/Value",
+            "api-reference/core/WhileStatement",
+            "api-reference/core/WithStatement"
+          ]
+        },
+        {
+          "group": "Python",
+          "icon": "python",
+          "pages": [
+            "api-reference/python/PyAssignment",
+            "api-reference/python/PyAssignmentStatement",
+            "api-reference/python/PyAttribute",
+            "api-reference/python/PyBlockStatement",
+            "api-reference/python/PyBreakStatement",
+            "api-reference/python/PyCatchStatement",
+            "api-reference/python/PyChainedAttribute",
+            "api-reference/python/PyClass",
+            "api-reference/python/PyCodeBlock",
+            "api-reference/python/PyComment",
+            "api-reference/python/PyCommentGroup",
+            "api-reference/python/PyCommentType",
+            "api-reference/python/PyConditionalExpression",
+            "api-reference/python/PyDecorator",
+            "api-reference/python/PyFile",
+            "api-reference/python/PyForLoopStatement",
+            "api-reference/python/PyFunction",
+            "api-reference/python/PyGenericType",
+            "api-reference/python/PyHasBlock",
+            "api-reference/python/PyIfBlockStatement",
+            "api-reference/python/PyImport",
+            "api-reference/python/PyImportStatement",
+            "api-reference/python/PyMatchCase",
+            "api-reference/python/PyMatchStatement",
+            "api-reference/python/PyNamedType",
+            "api-reference/python/PyParameter",
+            "api-reference/python/PyPassStatement",
+            "api-reference/python/PyReturnTypePlaceholder",
+            "api-reference/python/PyString",
+            "api-reference/python/PySymbol",
+            "api-reference/python/PyTryCatchStatement",
+            "api-reference/python/PyUnionType",
+            "api-reference/python/PyWhileStatement"
+          ]
+        },
+        {
+          "group": "Typescript",
+          "icon": "js",
+          "pages": [
+            "api-reference/typescript/JSXElement",
+            "api-reference/typescript/JSXExpression",
+            "api-reference/typescript/JSXProp",
+            "api-reference/typescript/TSArrayType",
+            "api-reference/typescript/TSAssignment",
+            "api-reference/typescript/TSAssignmentStatement",
+            "api-reference/typescript/TSAttribute",
+            "api-reference/typescript/TSBlockStatement",
+            "api-reference/typescript/TSCatchStatement",
+            "api-reference/typescript/TSChainedAttribute",
+            "api-reference/typescript/TSClass",
+            "api-reference/typescript/TSCodeBlock",
+            "api-reference/typescript/TSComment",
+            "api-reference/typescript/TSCommentGroup",
+            "api-reference/typescript/TSCommentType",
+            "api-reference/typescript/TSConditionalType",
+            "api-reference/typescript/TSConfig",
+            "api-reference/typescript/TSDecorator",
+            "api-reference/typescript/TSDict",
+            "api-reference/typescript/TSEnum",
+            "api-reference/typescript/TSExport",
+            "api-reference/typescript/TSExpressionType",
+            "api-reference/typescript/TSFile",
+            "api-reference/typescript/TSForLoopStatement",
+            "api-reference/typescript/TSFunction",
+            "api-reference/typescript/TSFunctionType",
+            "api-reference/typescript/TSGenericType",
+            "api-reference/typescript/TSHasBlock",
+            "api-reference/typescript/TSIfBlockStatement",
+            "api-reference/typescript/TSImport",
+            "api-reference/typescript/TSImportStatement",
+            "api-reference/typescript/TSInterface",
+            "api-reference/typescript/TSLabeledStatement",
+            "api-reference/typescript/TSLookupType",
+            "api-reference/typescript/TSNamedType",
+            "api-reference/typescript/TSNamespace",
+            "api-reference/typescript/TSObjectType",
+            "api-reference/typescript/TSPair",
+            "api-reference/typescript/TSParameter",
+            "api-reference/typescript/TSQueryType",
+            "api-reference/typescript/TSReadonlyType",
+            "api-reference/typescript/TSReturnTypePlaceholder",
+            "api-reference/typescript/TSString",
+            "api-reference/typescript/TSSwitchCase",
+            "api-reference/typescript/TSSwitchStatement",
+            "api-reference/typescript/TSSymbol",
+            "api-reference/typescript/TSTernaryExpression",
+            "api-reference/typescript/TSTryCatchStatement",
+            "api-reference/typescript/TSTypeAlias",
+            "api-reference/typescript/TSUndefinedType",
+            "api-reference/typescript/TSUnionType",
+            "api-reference/typescript/TSWhileStatement"
+          ]
+        }
+      ]
+    }
+  ],
+  "footerSocials": {
+    "x": "https://x.com/codegen",
+    "linkedin": "https://linkedin.com/company/codegen-dot-com"
+  }
+}
\ No newline at end of file

From adf4b3f3e178795062b16697b981b322e3106166 Mon Sep 17 00:00:00 2001
From: Jay Hack <jayhack@users.noreply.github.com>
Date: Tue, 4 Mar 2025 08:46:07 -0800
Subject: [PATCH 07/66] docs: fixes broken links (#731)

---
 docs/blog/devin.mdx                       |  8 +++---
 docs/tutorials/at-a-glance.mdx            |  2 +-
 docs/tutorials/github-review-bot.mdx      | 35 +----------------------
 docs/tutorials/promise-to-async-await.mdx |  2 +-
 4 files changed, 7 insertions(+), 40 deletions(-)

diff --git a/docs/blog/devin.mdx b/docs/blog/devin.mdx
index c6c286117..25eb50beb 100644
--- a/docs/blog/devin.mdx
+++ b/docs/blog/devin.mdx
@@ -5,14 +5,14 @@ icon: "robot"
 iconType: "solid"
 ---
 
-Coding assistants like Cursor have introduced a new era of programming. But there's a class of programming tasks they can't handle: large-scale, systematic modifications across large codebases. You wouldn't ask an AI to delete all dead code or reorganize your entire component hierarchy - the tooling just isn't there.
+Coding assistants like Cursor have brought us into a new era of programming. But there's a class of programming tasks that remain outside their reach: large-scale, systematic modifications across large codebases. You wouldn't ask an AI to delete all your dead code or reorganize your entire component hierarchy - the tooling just isn't there.
 
-That's where codemods come in. A codemod is a program that operates on your codebase, and when you give an AI agent the ability to write and execute them, these tasks fall below the high-water mark of AI capabilities.
+That's where codemods come in. A codemod is a program that operates on a codebase, and when you give an AI agent the ability to write and execute them, these platform-level tasks fall below the high-water mark of AI capabilities.
 
 Here's a real example: we asked [Devin](https://docs.devin.ai/get-started/devin-intro) (an autonomous SWE agent) to "delete all dead code" from our codebase. Instead of trying to make hundreds of individual edits, Devin [wrote and debugged a program](https://github.com/codegen-sh/codegen/pull/660/files#diff-199b0c459adf1639f664fed248fa48bb640412aeacbe61cd89475d6598284b5f) that systematically removed unused code while handling edge cases like tests, decorators and indirect references.
 
 - [View the PR](https://github.com/codegen-sh/codegen/pull/660)
-- [View on Devin](app.devin.ai/sessions/a49eac87da644fa9ac1144fe130b847e)
+- [View on Devin](https://app.devin.ai/sessions/a49eac87da644fa9ac1144fe130b847e)
 
 <Frame caption="Devin edits a codemod in response to linter errors">
     <img src="/images/devin-edits-codemod.png" />
@@ -89,4 +89,4 @@ Or try it with other platform-level modifications supported by Codegen:
   </Card>
 </CardGroup>
 
-We'd love to hear how it works for you! Let us know in our [community](https://community.codegen.com) and share other tasks that it is helpful in performing.
\ No newline at end of file
+We'd love to hear how it works for you! Let us know in our [community](https://community.codegen.com) and share your experience developing codemods with Devin or other code assistants.
\ No newline at end of file
diff --git a/docs/tutorials/at-a-glance.mdx b/docs/tutorials/at-a-glance.mdx
index 1bdd1ce11..87c8f467f 100644
--- a/docs/tutorials/at-a-glance.mdx
+++ b/docs/tutorials/at-a-glance.mdx
@@ -53,7 +53,7 @@ Explore our tutorials to learn how to use Codegen for various code transformatio
   <Card 
     title="SQLAlchemy 1.4 to 2.0"
     icon="layer-group"
-    href="/tutorials/sqlalchemy-1.4-to-2.0"
+    href="/tutorials/sqlalchemy-1.6-to-2.0"
   >
     Update SQLAlchemy code to use the new 2.0-style query interface and patterns.
   </Card>
diff --git a/docs/tutorials/github-review-bot.mdx b/docs/tutorials/github-review-bot.mdx
index ab8b0ad8f..9b9a669fd 100644
--- a/docs/tutorials/github-review-bot.mdx
+++ b/docs/tutorials/github-review-bot.mdx
@@ -186,37 +186,4 @@ While this example demonstrates a basic PR review bot, you can extend it to:
 - Add automatic fix suggestions
 - ... etc.
 
-<Tip>Check out our [Code Agent tutorial](/tutorials/build-code-agent) to learn more about building sophisticated AI agents with Codegen</Tip>
-
-## Learn More
-
-<CardGroup cols={2}>
-  <Card
-    title="Code Agent Guide"
-    icon="robot"
-    href="/building-with-codegen/code-agent"
-  >
-    Learn how to build intelligent code agents with Codegen.
-  </Card>
-  <Card
-    title="GitHub Integration"
-    icon="github"
-    href="/building-with-codegen/github-integration"
-  >
-    Explore Codegen's GitHub integration features.
-  </Card>
-  <Card
-    title="Modal Deployment"
-    icon="cloud"
-    href="https://modal.com/docs/guide"
-  >
-    Learn about deploying apps with Modal.
-  </Card>
-  <Card
-    title="Code Review Best Practices"
-    icon="code-pull-request"
-    href="https://google.github.io/eng-practices/review/"
-  >
-    Understand code review patterns and best practices.
-  </Card>
-</CardGroup> 
\ No newline at end of file
+<Tip>Check out our [Code Agent tutorial](/tutorials/build-code-agent) to learn more about building sophisticated AI agents with Codegen</Tip>
\ No newline at end of file
diff --git a/docs/tutorials/promise-to-async-await.mdx b/docs/tutorials/promise-to-async-await.mdx
index 9e30cf3c4..2811ee2ae 100644
--- a/docs/tutorials/promise-to-async-await.mdx
+++ b/docs/tutorials/promise-to-async-await.mdx
@@ -96,7 +96,7 @@ new_code = promise_statement.edit(
 - Ambiguous/conditional return blocks
 
 <Info>
-A list of all the covered cases can be found in the [example notebook](codegen-examples/examples/promises_to_async_await/promise_to_async_await.ipynb).
+A list of all the covered cases can be found in the [example notebook](https://github.com/codegen-sh/codegen-sdk/tree/codegen-examples/examples/promises_to_async_await/promise_to_async_await.ipynb).
 </Info>
 
 

From 5c3ccf81638d15c28745bedd99de9f93971e994f Mon Sep 17 00:00:00 2001
From: codegen-team <engineering-git@codegen.com>
Date: Tue, 4 Mar 2025 16:47:32 +0000
Subject: [PATCH 08/66] docs: updated API reference

---
 src/codegen/sdk/system-prompt.txt | 37 ++-----------------------------
 1 file changed, 2 insertions(+), 35 deletions(-)

diff --git a/src/codegen/sdk/system-prompt.txt b/src/codegen/sdk/system-prompt.txt
index e2fee43ec..e5b616c1b 100644
--- a/src/codegen/sdk/system-prompt.txt
+++ b/src/codegen/sdk/system-prompt.txt
@@ -6358,7 +6358,7 @@ Explore our tutorials to learn how to use Codegen for various code transformatio
   <Card 
     title="SQLAlchemy 1.4 to 2.0"
     icon="layer-group"
-    href="/tutorials/sqlalchemy-1.4-to-2.0"
+    href="/tutorials/sqlalchemy-1.6-to-2.0"
   >
     Update SQLAlchemy code to use the new 2.0-style query interface and patterns.
   </Card>
@@ -7050,39 +7050,6 @@ While this example demonstrates a basic PR review bot, you can extend it to:
 
 <Tip>Check out our [Code Agent tutorial](/tutorials/build-code-agent) to learn more about building sophisticated AI agents with Codegen</Tip>
 
-## Learn More
-
-<CardGroup cols={2}>
-  <Card
-    title="Code Agent Guide"
-    icon="robot"
-    href="/building-with-codegen/code-agent"
-  >
-    Learn how to build intelligent code agents with Codegen.
-  </Card>
-  <Card
-    title="GitHub Integration"
-    icon="github"
-    href="/building-with-codegen/github-integration"
-  >
-    Explore Codegen's GitHub integration features.
-  </Card>
-  <Card
-    title="Modal Deployment"
-    icon="cloud"
-    href="https://modal.com/docs/guide"
-  >
-    Learn about deploying apps with Modal.
-  </Card>
-  <Card
-    title="Code Review Best Practices"
-    icon="code-pull-request"
-    href="https://google.github.io/eng-practices/review/"
-  >
-    Understand code review patterns and best practices.
-  </Card>
-</CardGroup> 
-
 ---
 title: "Deep Code Research with AI"
 sidebarTitle: "Code Research Agent"
@@ -8470,7 +8437,7 @@ new_code = promise_statement.edit(
 - Ambiguous/conditional return blocks
 
 <Info>
-A list of all the covered cases can be found in the [example notebook](codegen-examples/examples/promises_to_async_await/promise_to_async_await.ipynb).
+A list of all the covered cases can be found in the [example notebook](https://github.com/codegen-sh/codegen-sdk/tree/codegen-examples/examples/promises_to_async_await/promise_to_async_await.ipynb).
 </Info>
 
 

From 839f11d3869fdb9f17b10a7bd8533d5fc388e489 Mon Sep 17 00:00:00 2001
From: jemeza-codegen <165736868+jemeza-codegen@users.noreply.github.com>
Date: Tue, 4 Mar 2025 09:13:16 -0800
Subject: [PATCH 09/66] chore: speeding up benchmark with concurrent requests
 (#720)

# Motivation

Leverages asyncio to optimize API limit usage.

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [ ] I have added tests for my changes
- [ ] I have updated the documentation or added new documentation as
needed
---
 .../examples/swebench_agent_run/run_eval.py   | 156 ++++++++++--------
 1 file changed, 87 insertions(+), 69 deletions(-)

diff --git a/codegen-examples/examples/swebench_agent_run/run_eval.py b/codegen-examples/examples/swebench_agent_run/run_eval.py
index b39cede6f..ff349266c 100644
--- a/codegen-examples/examples/swebench_agent_run/run_eval.py
+++ b/codegen-examples/examples/swebench_agent_run/run_eval.py
@@ -17,93 +17,106 @@
 run_agent_modal = modal.Function.from_name(app_name="swebench-agent-run", name="run_agent_modal")
 
 
-async def process_batch_modal(examples: list[SweBenchExample], batch_size=10):
-    """Process a batch of examples concurrently.
+async def process_batch_modal(examples: list[SweBenchExample], num_workers=10, max_retries=3):
+    """Process a batch of examples concurrently using a queue system.
 
     Args:
         examples: List of SweBenchExample objects to process
-        batch_size: Number of examples to process concurrently.
-                   Default is 50 which provides good parallelization
-                   while staying well within Modal's limits.
+        num_workers: Number of examples to process concurrently
+        max_retries: Maximum number of retries for failed requests
     """
-    results = []
-
-    # Process examples in batches
-    for i in range(0, len(examples), batch_size):
-        batch = examples[i : i + batch_size]
+    results = {}
+    queue = asyncio.Queue()
 
-        # Create tasks for this batch
-        batch_tasks = [run_agent_modal.remote.aio(example) for example in batch]
-
-        # Wait for all tasks in this batch to complete
-        print(f"Processing batch {i // batch_size + 1}/{len(examples) // batch_size + 1} (examples {i + 1}-{min(i + batch_size, len(examples))})")
+    # Initialize the queue with (example, attempt) tuples
+    for example in examples:
+        await queue.put((example, 0))  # 0 represents first attempt
 
+    async def process_example(example, attempt):
         try:
-            batch_results = await asyncio.gather(*batch_tasks, return_exceptions=True)
-
-            # Store results
-            for example, result in zip(batch, batch_results):
-                error_info = None
-
-                if isinstance(result, Exception):
-                    error_type = type(result).__name__
-                    error_info = {
-                        "error_type": error_type,
-                        "error_message": str(result),
-                        "traceback": traceback.format_exception(type(result), result, result.__traceback__),
-                    }
-
-                    if isinstance(result, modal.exception.Error):
-                        error_info["modal_error_code"] = getattr(result, "code", None)
-                        error_info["modal_error_details"] = getattr(result, "details", None)
-
-                    print(f"Error processing {example.instance_id}:")
-                    print(f"Type: {error_type}")
-                    print(f"Message: {str(result)}")
-                    print("Traceback:")
-                    print("".join(error_info["traceback"]))
-
-                    results.append({"instance_id": example.instance_id, "status": "error", "error_info": error_info})
-                else:
-                    if result is None:
-                        print(f"Warning: Null result for {example.instance_id}")
-                        results.append({"instance_id": example.instance_id, "status": "error", "error_info": {"error_type": "NullResult", "error_message": "Process returned None"}})
-                    else:
-                        results.append(result)
+            result = await run_agent_modal.remote.aio(example)
+
+            if result is None:
+                print(f"Warning: Null result for {example.instance_id}")
+                return {"instance_id": example.instance_id, "status": "error", "error_info": {"error_type": "NullResult", "error_message": "Process returned None"}}
+            return result
 
         except Exception as e:
-            print("Batch processing error:")
-            print(f"Type: {type(e).__name__}")
+            error_type = type(e).__name__
+            error_info = {
+                "error_type": error_type,
+                "error_message": str(e),
+                "traceback": traceback.format_exception(type(e), e, e.__traceback__),
+            }
+
+            if isinstance(e, modal.exception.Error):
+                error_info["modal_error_code"] = getattr(e, "code", None)
+                error_info["modal_error_details"] = getattr(e, "details", None)
+
+            print(f"Error processing {example.instance_id} (attempt {attempt + 1}):")
+            print(f"Type: {error_type}")
             print(f"Message: {str(e)}")
-            traceback.print_exc()
-
-            # Mark all examples in the batch as failed
-            for example in batch:
-                results.append(
-                    {
-                        "instance_id": example.instance_id,
-                        "status": "error",
-                        "error_info": {"error_type": type(e).__name__, "error_message": str(e), "traceback": traceback.format_exc(), "batch_failure": True},
-                    }
-                )
+            print("Traceback:")
+            print("".join(error_info["traceback"]))
 
-    return results
+            if attempt < max_retries:
+                await queue.put((example, attempt + 1))
+                return None
+
+            return {"instance_id": example.instance_id, "status": "error", "error_info": error_info}
+
+    async def worker():
+        while True:
+            try:
+                example, attempt = await queue.get()
+
+                if example.instance_id in results:
+                    queue.task_done()
+                    continue
+
+                result = await process_example(example, attempt)
+
+                if result is not None:
+                    results[example.instance_id] = result
+
+                queue.task_done()
+
+            except Exception as e:
+                print(f"Worker error: {str(e)}")
+                traceback.print_exc()
+                queue.task_done()
+
+    # Start workers
+    workers = [asyncio.create_task(worker()) for _ in range(num_workers)]
+
+    # Wait for queue to be fully processed
+    await queue.join()
+
+    # Cancel workers
+    for w in workers:
+        w.cancel()
+
+    # Wait for all workers to be cancelled
+    await asyncio.gather(*workers, return_exceptions=True)
+
+    # Return results in the same order as input examples
+    return [results[example.instance_id] for example in examples]
 
 
-def process_batch_local(examples: list[SweBenchExample], batch_size=10, codebases: dict[str, Codebase] = {}):
+def process_batch_local(examples: list[SweBenchExample], num_workers=5, codebases: dict[str, Codebase] = {}):
     """Process a batch of examples synchronously.
 
     Args:
         examples: List of SweBenchExample objects to process
-        batch_size: Number of examples to process in each batch.
+        num_workers: Number of examples to process in each batch.
                    Default is 10 to avoid overwhelming the system.
     """
     results = []
 
     # Process examples in batches
-    for i in range(0, len(examples), batch_size):
-        batch = examples[i : i + batch_size]
-        print(f"Processing batch {i // batch_size + 1}/{len(examples) // batch_size + 1} (examples {i + 1}-{min(i + batch_size, len(examples))})")
+    for i in range(0, len(examples), num_workers):
+        batch = examples[i : i + num_workers]
+        print(f"Processing batch {i // num_workers + 1}/{len(examples) // num_workers + 1} (examples {i + 1}-{min(i + num_workers, len(examples))})")
 
         # Process each example in the batch
         for example in batch:
@@ -134,7 +147,9 @@ def process_batch_local(examples: list[SweBenchExample], batch_size=10, codebase
     return results
 
 
-async def run_eval(use_existing_preds: str | None, dataset: str, length: int, instance_id: str | None = None, local: bool = False, codebases: dict[str, Codebase] = {}, repo: str | None = None):
+async def run_eval(
+    use_existing_preds: str | None, dataset: str, length: int, instance_id: str | None = None, local: bool = False, codebases: dict[str, Codebase] = {}, repo: str | None = None, num_workers: int = 5
+):
     run_id = use_existing_preds or str(uuid.uuid4())
     print(f"Run ID: {run_id}")
     predictions_dir = PREDS_DNAME / f"results_{run_id}"
@@ -162,7 +177,7 @@ async def run_eval(use_existing_preds: str | None, dataset: str, length: int, in
             if local:
                 results = process_batch_local(examples, codebases=codebases)
             else:
-                results = await process_batch_modal(examples)
+                results = await process_batch_modal(examples, num_workers=num_workers)
 
             # Save individual results
             for result in results:
@@ -218,9 +233,12 @@ async def run_eval(use_existing_preds: str | None, dataset: str, length: int, in
 @click.option("--instance-id", help="The instance ID of the example to process.", type=str, default=None)
 @click.option("--local", help="Run the evaluation locally.", is_flag=True, default=False)
 @click.option("--repo", help="The repo to use.", type=str, default=None)
-def run_eval_command(use_existing_preds, dataset, length, instance_id, local, repo):
+@click.option(
+    "--num-workers", help="The number of workers to use. This is the number of examples that will be processed concurrently. A large number may lead to rate limiting issues.", type=int, default=5
+)
+def run_eval_command(use_existing_preds, dataset, length, instance_id, local, repo, num_workers):
     print(f"Repo: {repo}")
-    asyncio.run(run_eval(use_existing_preds=use_existing_preds, dataset=dataset, length=length, instance_id=instance_id, codebases=None, local=local, repo=repo))
+    asyncio.run(run_eval(use_existing_preds=use_existing_preds, dataset=dataset, length=length, instance_id=instance_id, codebases=None, local=local, repo=repo, num_workers=num_workers))
 
 
 if __name__ == "__main__":

From ee58fb68d8ee29845b8828894e3758229751a87a Mon Sep 17 00:00:00 2001
From: Christine Wang <christine@codegen.com>
Date: Tue, 4 Mar 2025 11:49:49 -0800
Subject: [PATCH 10/66] chore(ci): use 3.13 codecov-cli (#735)

---
 .github/actions/setup-environment/action.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/actions/setup-environment/action.yml b/.github/actions/setup-environment/action.yml
index b4984bdf9..299e831e9 100644
--- a/.github/actions/setup-environment/action.yml
+++ b/.github/actions/setup-environment/action.yml
@@ -26,5 +26,5 @@ runs:
     - name: Install codecov
       shell: bash
       run: |
-        uv tool install codecov-cli@10.0.1 --python 3.10
+        uv tool install codecov-cli@10.0.1
         uv tool update-shell

From 5493f3448afb4e9c2d340d9f9a70d26e39b43632 Mon Sep 17 00:00:00 2001
From: Edward Li <jiaxi.edwardli@gmail.com>
Date: Tue, 4 Mar 2025 12:22:51 -0800
Subject: [PATCH 11/66] Speed up directory tree generation (#736)

# Motivation

<!-- Why is this change necessary? -->

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [ ] I have added tests for my changes
- [ ] I have updated the documentation or added new documentation as
needed
---
 src/codegen/git/repo_operator/repo_operator.py | 8 ++++++--
 src/codegen/sdk/codebase/codebase_context.py   | 7 +++++--
 2 files changed, 11 insertions(+), 4 deletions(-)

diff --git a/src/codegen/git/repo_operator/repo_operator.py b/src/codegen/git/repo_operator/repo_operator.py
index 42d9c7e47..d2a323e60 100644
--- a/src/codegen/git/repo_operator/repo_operator.py
+++ b/src/codegen/git/repo_operator/repo_operator.py
@@ -616,6 +616,7 @@ def iter_files(
         subdirs: list[str] | None = None,
         extensions: list[str] | None = None,
         ignore_list: list[str] | None = None,
+        skip_content: bool = False,
     ) -> Generator[tuple[str, str]]:
         """Iterates over all files in the codebase, yielding the filepath and its content.
 
@@ -642,8 +643,11 @@ def iter_files(
 
             if extensions is None or any(filepath.endswith(e) for e in extensions):
                 try:
-                    content = self.get_file(filepath)
-                    yield rel_filepath, content
+                    if not skip_content:
+                        content = self.get_file(filepath)
+                        yield rel_filepath, content
+                    else:
+                        yield rel_filepath, ""
                 except Exception as e:
                     logger.warning(f"Error reading file {filepath}: {e}")
 
diff --git a/src/codegen/sdk/codebase/codebase_context.py b/src/codegen/sdk/codebase/codebase_context.py
index 9a015ba10..7f1fdc29e 100644
--- a/src/codegen/sdk/codebase/codebase_context.py
+++ b/src/codegen/sdk/codebase/codebase_context.py
@@ -365,7 +365,11 @@ def build_directory_tree(self) -> None:
         # Reset and rebuild the directory tree
         self.directories = dict()
 
-        for file_path, _ in self.projects[0].repo_operator.iter_files(subdirs=self.projects[0].subdirectories, ignore_list=GLOBAL_FILE_IGNORE_LIST):
+        for file_path, _ in self.projects[0].repo_operator.iter_files(
+            subdirs=self.projects[0].subdirectories,
+            ignore_list=GLOBAL_FILE_IGNORE_LIST,
+            skip_content=True,
+        ):
             file_path = Path(file_path)
             directory = self.get_directory(file_path.parent, create_on_missing=True)
             directory._add_file(file_path.name)
@@ -510,7 +514,6 @@ def _process_diff_files(self, files_to_sync: Mapping[SyncType, list[Path]], incr
 
         # Step 6: Build directory tree
         logger.info("> Building directory tree")
-        files = [f for f in sort_editables(self.get_nodes(NodeType.FILE), alphabetical=True, dedupe=False)]
         self.build_directory_tree()
 
         # Step 7: Build configs

From 0058abefa3ef0fa1dcfa54ff73fde1bbd8300340 Mon Sep 17 00:00:00 2001
From: Jay Hack <jayhack@users.noreply.github.com>
Date: Tue, 4 Mar 2025 12:26:20 -0800
Subject: [PATCH 12/66] fix: removes fancy tools from default agent
 implementation (#738)

Removes `RevealSymbol` and `MoveSymbol` from default tools
---
 src/codegen/extensions/langchain/agent.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/codegen/extensions/langchain/agent.py b/src/codegen/extensions/langchain/agent.py
index d834b7b6a..aabc57847 100644
--- a/src/codegen/extensions/langchain/agent.py
+++ b/src/codegen/extensions/langchain/agent.py
@@ -67,8 +67,8 @@ def create_codebase_agent(
         CreateFileTool(codebase),
         DeleteFileTool(codebase),
         RenameFileTool(codebase),
-        MoveSymbolTool(codebase),
-        RevealSymbolTool(codebase),
+        # MoveSymbolTool(codebase),
+        # RevealSymbolTool(codebase),
         # SemanticEditTool(codebase),
         ReplacementEditTool(codebase),
         RelaceEditTool(codebase),

From c5b3ba443cf0bc51ff4aae703cdfafe319406257 Mon Sep 17 00:00:00 2001
From: Edo Pujol <ed@codegen.com>
Date: Tue, 4 Mar 2025 15:35:01 -0500
Subject: [PATCH 13/66] feat: runner tooling (#733)

# Motivation

<!-- Why is this change necessary? -->

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [ ] I have added tests for my changes
- [ ] I have updated the documentation or added new documentation as
needed

---------

Co-authored-by: kopekC <28070492+kopekC@users.noreply.github.com>
---
 codegen-examples/examples/swebench_agent_run/entry_point.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/codegen-examples/examples/swebench_agent_run/entry_point.py b/codegen-examples/examples/swebench_agent_run/entry_point.py
index 411b09d3b..79fd19575 100644
--- a/codegen-examples/examples/swebench_agent_run/entry_point.py
+++ b/codegen-examples/examples/swebench_agent_run/entry_point.py
@@ -13,7 +13,7 @@
 app = modal.App(name="swebench-agent-run", image=image, secrets=[modal.Secret.from_dotenv()])
 
 
-@app.function(timeout=10 * 60)
+@app.function(timeout=43200)
 async def run_agent_modal(entry: SweBenchExample):
     """Modal function to process a single example from the SWE-bench dataset."""
     return run_agent_on_entry(entry)

From c06d1c635c6d611feec9e6ecfc504cfe39333596 Mon Sep 17 00:00:00 2001
From: Edward Li <jiaxi.edwardli@gmail.com>
Date: Tue, 4 Mar 2025 13:05:11 -0800
Subject: [PATCH 14/66] Fix tests??? Somehow? (#740)

# Motivation

<!-- Why is this change necessary? -->

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [ ] I have added tests for my changes
- [ ] I have updated the documentation or added new documentation as
needed
---
 src/codegen/git/repo_operator/repo_operator.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/src/codegen/git/repo_operator/repo_operator.py b/src/codegen/git/repo_operator/repo_operator.py
index d2a323e60..9f1f58007 100644
--- a/src/codegen/git/repo_operator/repo_operator.py
+++ b/src/codegen/git/repo_operator/repo_operator.py
@@ -647,6 +647,8 @@ def iter_files(
                         content = self.get_file(filepath)
                         yield rel_filepath, content
                     else:
+                        # WTF??? A no-op file read here fixes file parsing somehow?
+                        open(filepath).close()
                         yield rel_filepath, ""
                 except Exception as e:
                     logger.warning(f"Error reading file {filepath}: {e}")

From 36625f0158c2101962f385edaa3a5b269ed9ce8d Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Tue, 4 Mar 2025 21:09:40 +0000
Subject: [PATCH 15/66] update changelog

---
 docs/changelog/changelog.mdx | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/docs/changelog/changelog.mdx b/docs/changelog/changelog.mdx
index 2e614ffce..639ad1b2e 100644
--- a/docs/changelog/changelog.mdx
+++ b/docs/changelog/changelog.mdx
@@ -4,6 +4,14 @@ icon: "clock"
 iconType: "solid"
 ---
 
+<Update label="v0.45.0" description="March 04, 2025">
+### [Improve performance and update documentation.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.45.0)
+- Add runner tooling feature
+- Speed up directory tree generation
+- Remove unnecessary tools from agent implementation
+- Update API reference and fix documentation links
+</Update>
+
 <Update label="v0.44.4" description="March 03, 2025">
 ### [Fixes a Slack schema error.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.44.4)
 - Fix Slack schema error

From ae8dd56d6128de62e1ecdcbcbcb368486541d259 Mon Sep 17 00:00:00 2001
From: Edward Li <jiaxi.edwardli@gmail.com>
Date: Tue, 4 Mar 2025 13:53:33 -0800
Subject: [PATCH 16/66] Gitignore pyrightconfig.json (#743)

# Motivation

<!-- Why is this change necessary? -->

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [ ] I have added tests for my changes
- [ ] I have updated the documentation or added new documentation as
needed
---
 .gitignore | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.gitignore b/.gitignore
index 54c7b88c0..2c38ccae0 100644
--- a/.gitignore
+++ b/.gitignore
@@ -30,6 +30,7 @@ supabase/config.toml
 **/scripts/*.md
 **/scripts/Personal/*
 **/infrastructure/aws_infra/.terraform/*
+pyrightconfig.json
 Edwards Scratchpad.ipynb
 
 # Allowing .env files to exist in repository, but not allowing updates

From ed493063c7a419f357fecb4f3b2af99a91c027c9 Mon Sep 17 00:00:00 2001
From: "renovate[bot]" <29139614+renovate[bot]@users.noreply.github.com>
Date: Tue, 4 Mar 2025 21:56:05 +0000
Subject: [PATCH 17/66] fix(deps): update dependency openai to v1.65.3 (#744)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

This PR contains the following updates:

| Package | Change | Age | Adoption | Passing | Confidence |
|---|---|---|---|---|---|
| [openai](https://redirect.github.com/openai/openai-python) |
`==1.65.2` -> `==1.65.3` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/openai/1.65.3?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![adoption](https://developer.mend.io/api/mc/badges/adoption/pypi/openai/1.65.3?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![passing](https://developer.mend.io/api/mc/badges/compatibility/pypi/openai/1.65.2/1.65.3?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/pypi/openai/1.65.2/1.65.3?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|

---

### Release Notes

<details>
<summary>openai/openai-python (openai)</summary>

###
[`v1.65.3`](https://redirect.github.com/openai/openai-python/blob/HEAD/CHANGELOG.md#1653-2025-03-04)

[Compare
Source](https://redirect.github.com/openai/openai-python/compare/v1.65.2...v1.65.3)

Full Changelog:
[v1.65.2...v1.65.3](https://redirect.github.com/openai/openai-python/compare/v1.65.2...v1.65.3)

##### Chores

- **internal:** remove unused http client options forwarding
([#&#8203;2158](https://redirect.github.com/openai/openai-python/issues/2158))
([76ec464](https://redirect.github.com/openai/openai-python/commit/76ec464cfe3db3fa59a766259d6d6ee5bb889f86))
- **internal:** run example files in CI
([#&#8203;2160](https://redirect.github.com/openai/openai-python/issues/2160))
([9979345](https://redirect.github.com/openai/openai-python/commit/9979345038594440eec2f500c0c7cc5417cc7c08))

</details>

---

### Configuration

📅 **Schedule**: Branch creation - At any time (no schedule defined),
Automerge - "* 0-3 * * 1" (UTC).

🚦 **Automerge**: Enabled.

♻ **Rebasing**: Whenever PR is behind base branch, or you tick the
rebase/retry checkbox.

🔕 **Ignore**: Close this PR and you won't be reminded about this update
again.

---

- [ ] <!-- rebase-check -->If you want to rebase/retry this PR, check
this box

---

This PR was generated by [Mend Renovate](https://mend.io/renovate/).
View the [repository job
log](https://developer.mend.io/github/codegen-sh/codegen).

<!--renovate-debug:eyJjcmVhdGVkSW5WZXIiOiIzOS4xODUuNCIsInVwZGF0ZWRJblZlciI6IjM5LjE4NS40IiwidGFyZ2V0QnJhbmNoIjoiZGV2ZWxvcCIsImxhYmVscyI6W119-->

Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 uv.lock        | 8 ++++----
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index e2a7470d1..93d695eb8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,7 +6,7 @@ readme = "README.md"
 # renovate: datasource=python-version depName=python
 requires-python = ">=3.12, <3.14"
 dependencies = [
-  "openai==1.65.2",
+  "openai==1.65.3",
   "tiktoken<1.0.0,>=0.5.1",
   "tabulate>=0.9.0,<1.0.0",
   "codeowners<1.0.0,>=0.6.0",
diff --git a/uv.lock b/uv.lock
index 2c51348b3..5340f0dad 100644
--- a/uv.lock
+++ b/uv.lock
@@ -701,7 +701,7 @@ requires-dist = [
     { name = "neo4j" },
     { name = "networkx", specifier = ">=3.4.1" },
     { name = "numpy", specifier = ">=2.2.2" },
-    { name = "openai", specifier = "==1.65.2" },
+    { name = "openai", specifier = "==1.65.3" },
     { name = "packaging", specifier = ">=24.2" },
     { name = "pip", specifier = ">=24.3.1" },
     { name = "plotly", specifier = ">=5.24.0,<7.0.0" },
@@ -2716,7 +2716,7 @@ wheels = [
 
 [[package]]
 name = "openai"
-version = "1.65.2"
+version = "1.65.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "anyio" },
@@ -2728,9 +2728,9 @@ dependencies = [
     { name = "tqdm" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f6/03/0bbf201a7e44920d892db0445874c8111be4255cb9495379df18d6d36ea1/openai-1.65.2.tar.gz", hash = "sha256:729623efc3fd91c956f35dd387fa5c718edd528c4bed9f00b40ef290200fb2ce", size = 359185 }
+sdist = { url = "https://files.pythonhosted.org/packages/32/4f/b34b6fad12e1f6b3f42922214c161d5ef74a50fa97d9ae7d680db0958ff4/openai-1.65.3.tar.gz", hash = "sha256:9b7cd8f79140d03d77f4ed8aeec6009be5dcd79bbc02f03b0e8cd83356004f71", size = 358821 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/2c/3b/722ed868cb56f70264190ed479b38b3e46d14daa267d559a3fe3bd9061cf/openai-1.65.2-py3-none-any.whl", hash = "sha256:27d9fe8de876e31394c2553c4e6226378b6ed85e480f586ccfe25b7193fb1750", size = 473206 },
+    { url = "https://files.pythonhosted.org/packages/86/d5/b8378be0f4cf192992aa3080eb9ddcdca3109b399be61984424aaa79f847/openai-1.65.3-py3-none-any.whl", hash = "sha256:a155fa5d60eccda516384d3d60d923e083909cc126f383fe4a350f79185c232a", size = 472758 },
 ]
 
 [[package]]

From 4d4b079bfc47c189b4516b68cb764494ee312e3f Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Tue, 4 Mar 2025 21:58:15 +0000
Subject: [PATCH 18/66] update changelog

---
 docs/changelog/changelog.mdx | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/docs/changelog/changelog.mdx b/docs/changelog/changelog.mdx
index 639ad1b2e..1cd40baab 100644
--- a/docs/changelog/changelog.mdx
+++ b/docs/changelog/changelog.mdx
@@ -4,6 +4,11 @@ icon: "clock"
 iconType: "solid"
 ---
 
+<Update label="v0.45.1" description="March 04, 2025">
+### [Improved bug fixes with updated dependency.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.45.1)
+- Update dependency to improve bug fixes
+</Update>
+
 <Update label="v0.45.0" description="March 04, 2025">
 ### [Improve performance and update documentation.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.45.0)
 - Add runner tooling feature

From e23dac4d792a1567aeab09634f557b5f07ab7b2f Mon Sep 17 00:00:00 2001
From: jemeza-codegen <165736868+jemeza-codegen@users.noreply.github.com>
Date: Tue, 4 Mar 2025 14:01:45 -0800
Subject: [PATCH 19/66] Dynamic scaling of asyncio request (#721)

# Motivation

Scales number of concurrent request dynamically based on whether or not
rate limits are hit.

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [ ] I have added tests for my changes
- [ ] I have updated the documentation or added new documentation as
needed
---
 .../examples/swebench_agent_run/run_eval.py   | 165 +++++++++++++++---
 1 file changed, 142 insertions(+), 23 deletions(-)

diff --git a/codegen-examples/examples/swebench_agent_run/run_eval.py b/codegen-examples/examples/swebench_agent_run/run_eval.py
index ff349266c..65d4b1518 100644
--- a/codegen-examples/examples/swebench_agent_run/run_eval.py
+++ b/codegen-examples/examples/swebench_agent_run/run_eval.py
@@ -5,7 +5,7 @@
 import uuid
 import modal
 import click
-from datetime import datetime
+import time
 from codegen.extensions.swebench.harness import run_agent_on_entry
 from codegen.extensions.swebench.utils import SWEBenchDataset, SweBenchExample, get_swe_bench_examples
 from codegen.extensions.swebench.report import generate_report
@@ -17,28 +17,112 @@
 run_agent_modal = modal.Function.from_name(app_name="swebench-agent-run", name="run_agent_modal")
 
 
-async def process_batch_modal(examples: list[SweBenchExample], num_workers=10, max_retries=3):
-    """Process a batch of examples concurrently using a queue system.
+async def process_batch_modal(examples: list[SweBenchExample], num_workers=5, min_workers=1, max_retries=3):
+    """Process a batch of examples concurrently using a queue system with incremental worker scaling.
 
     Args:
         examples: List of SweBenchExample objects to process
-        num_workers: Number of examples to process concurrently
+        num_workers: Initial number of examples to process concurrently
+        min_workers: Minimum number of concurrent workers to maintain
         max_retries: Maximum number of retries for failed requests
     """
     results = {}
     queue = asyncio.Queue()
 
+    # Shared state for worker management
+    state = {
+        "active_workers": num_workers,
+        "success_streak": 0,
+        "last_scaling_time": time.time(),
+        "scaling_cooldown": 0,  # seconds between scaling operations
+        "worker_tasks": [],
+        "running": True,
+    }
+
+    # Use a lock to protect shared state during adjustments
+    state_lock = asyncio.Lock()
+
     # Initialize the queue with (example, attempt) tuples
     for example in examples:
         await queue.put((example, 0))  # 0 represents first attempt
 
-    async def process_example(example, attempt):
+    async def scale_down_worker(task_to_cancel=None):
+        """Remove a single worker when rate limiting is detected"""
+        async with state_lock:
+            # Only scale if cooldown period has passed and we're above min_workers
+            current_time = time.time()
+            if current_time - state["last_scaling_time"] < state["scaling_cooldown"] or state["active_workers"] <= min_workers:
+                return False
+
+            # Reset success streak when scaling down
+            state["success_streak"] = 0
+            state["last_scaling_time"] = current_time
+
+            # If a specific task was provided, cancel it
+            if task_to_cancel and task_to_cancel in state["worker_tasks"]:
+                print(f"Rate limiting detected! Removing 1 worker, going from {state['active_workers']} to {state['active_workers'] - 1}")
+                state["worker_tasks"].remove(task_to_cancel)
+                task_to_cancel.cancel()
+                state["active_workers"] -= 1
+                return True
+
+            # Otherwise, cancel the most recently added worker
+            elif state["worker_tasks"]:
+                print(f"Rate limiting detected! Removing 1 worker, going from {state['active_workers']} to {state['active_workers'] - 1}")
+                task = state["worker_tasks"].pop()
+                task.cancel()
+                state["active_workers"] -= 1
+                return True
+
+            return False
+
+    async def scale_up_worker():
+        """Add a single worker when operations have been consistently successful"""
+        async with state_lock:
+            # Only scale if cooldown period has passed and we're below num_workers
+            current_time = time.time()
+            if current_time - state["last_scaling_time"] < state["scaling_cooldown"] or state["active_workers"] >= num_workers:
+                return False
+
+            # Add a worker after a streak of successful operations
+            if state["success_streak"] >= 5:
+                print(f"Operations succeeding! Adding 1 worker, going from {state['active_workers']} to {state['active_workers'] + 1}")
+
+                # Create new worker
+                if state["running"]:
+                    new_task = asyncio.create_task(worker())
+                    state["worker_tasks"].append(new_task)
+                    state["active_workers"] += 1
+                    state["success_streak"] = 0
+                    state["last_scaling_time"] = current_time
+                    return True
+
+            return False
+
+    async def is_rate_limit_error(error):
+        """Determine if an error is due to rate limiting"""
+        # Check for common rate limit error patterns
+        if isinstance(error, modal.exception.Error):
+            error_msg = str(error).lower()
+            rate_limit_indicators = ["rate limit", "too many requests", "429", "throttle", "quota exceeded", "capacity", "limit exceeded"]
+            return any(indicator in error_msg for indicator in rate_limit_indicators)
+        return False
+
+    async def process_example(example, attempt, current_task):
         try:
             result = await run_agent_modal.remote.aio(example)
 
             if result is None:
                 print(f"Warning: Null result for {example.instance_id}")
-                return {"instance_id": example.instance_id, "status": "error", "error_info": {"error_type": "NullResult", "error_message": "Process returned None"}}
+                return {"status": "error", "instance_id": example.instance_id, "error_info": {"error_type": "NullResult", "error_message": "Process returned None"}}
+
+            # Increment success streak and potentially scale up
+            async with state_lock:
+                state["success_streak"] += 1
+
+            if state["success_streak"] % 5 == 0:  # Check after every 5 successes
+                await scale_up_worker()
+
             return result
 
         except Exception as e:
@@ -56,51 +140,86 @@ async def process_example(example, attempt):
             print(f"Error processing {example.instance_id} (attempt {attempt + 1}):")
             print(f"Type: {error_type}")
             print(f"Message: {str(e)}")
-            print("Traceback:")
-            print("".join(error_info["traceback"]))
+
+            # Check if this is a rate limit error
+            if await is_rate_limit_error(e):
+                print(f"Rate limit detected on task for {example.instance_id}")
+
+                # Scale down by removing this specific worker
+                scaled_down = await scale_down_worker(current_task)
+
+                # If we're removing this worker, we need to requeue the task for another worker
+                if scaled_down:
+                    # Requeue this example with the same attempt count (not incrementing)
+                    await queue.put((example, attempt))
+                    return None
+
+                # Otherwise add a small delay before retrying
+                await asyncio.sleep(2 * (attempt + 1))  # Exponential backoff
 
             if attempt < max_retries:
                 await queue.put((example, attempt + 1))
                 return None
 
-            return {"instance_id": example.instance_id, "status": "error", "error_info": error_info}
+            return {"status": "error", "instance_id": example.instance_id, "error_info": error_info}
 
     async def worker():
-        while True:
+        # Store this task reference to allow targeted cancellation
+        current_task = asyncio.current_task()
+
+        while state["running"]:
             try:
-                example, attempt = await queue.get()
+                # Use a timeout to allow worker to check if it should exit
+                try:
+                    example, attempt = await asyncio.wait_for(queue.get(), timeout=1.0)
+                except asyncio.TimeoutError:
+                    continue
 
                 if example.instance_id in results:
                     queue.task_done()
                     continue
+                print(f"Processing example {example.instance_id}")
+                process_result = await process_example(example, attempt, current_task)
 
-                result = await process_example(example, attempt)
-
-                if result is not None:
-                    results[example.instance_id] = result
+                # If we're still processing this task (not requeued due to rate limiting)
+                if process_result is not None:
+                    results[example.instance_id] = {"instance_id": example.instance_id, **process_result}
+                    print(f"Processed example {example.instance_id}")
+                    queue.task_done()
 
-                queue.task_done()
+                # If None is returned, the task was requeued due to rate limiting
+                # and this worker is being shut down, so exit the loop
+                else:
+                    print(f"Task for {example.instance_id} has been requeued")
+                    queue.task_done()
+                    if current_task not in state["worker_tasks"]:
+                        break
 
+            except asyncio.CancelledError:
+                # Handle graceful cancellation
+                print("Worker task cancelled")
+                break
             except Exception as e:
                 print(f"Worker error: {str(e)}")
                 traceback.print_exc()
                 queue.task_done()
 
-    # Start workers
-    workers = [asyncio.create_task(worker()) for _ in range(num_workers)]
+    # Start initial workers
+    state["worker_tasks"] = [asyncio.create_task(worker()) for _ in range(num_workers)]
 
     # Wait for queue to be fully processed
     await queue.join()
 
-    # Cancel workers
-    for w in workers:
+    # Mark as not running and cancel remaining workers
+    state["running"] = False
+    for w in state["worker_tasks"]:
         w.cancel()
 
     # Wait for all workers to be cancelled
-    await asyncio.gather(*workers, return_exceptions=True)
+    await asyncio.gather(*state["worker_tasks"], return_exceptions=True)
 
     # Return results in the same order as input examples
-    return [results[example.instance_id] for example in examples]
+    return [results.get(example.instance_id, {"instance_id": example.instance_id, "status": "missing"}) for example in examples]
 
 
 def process_batch_local(examples: list[SweBenchExample], num_workers=5, codebases: dict[str, Codebase] = {}):
@@ -171,7 +290,7 @@ async def run_eval(
             predictions_dir.mkdir(exist_ok=True, parents=True)
 
             # Create a timestamp for this run
-            timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
+            timestamp = time.strftime("%Y-%m-%d %H:%M %Z", time.localtime(time.time()))
 
             # Process all examples in parallel batches
             if local:

From fc318679344b95f62d008b75551fcb8ae3f5c314 Mon Sep 17 00:00:00 2001
From: jemeza-codegen <165736868+jemeza-codegen@users.noreply.github.com>
Date: Tue, 4 Mar 2025 14:04:04 -0800
Subject: [PATCH 20/66] chore: allows evaluator to run on existing predictions
 (#734)

# Motivation

Allows evaluation to be run on an existing predictions jsonl file.

# Content

- modified logic that loads predictions to check for a consolidated
jsonl file before creating one.

# Testing

Tested by running locally

# Please check the following before marking your PR as ready for review

- [x] I have added tests for my changes
- [X] I have updated the documentation or added new documentation as
needed
---
 .../examples/swebench_agent_run/run_eval.py   |  6 ++--
 src/codegen/extensions/swebench/report.py     | 34 +++++++++----------
 2 files changed, 20 insertions(+), 20 deletions(-)

diff --git a/codegen-examples/examples/swebench_agent_run/run_eval.py b/codegen-examples/examples/swebench_agent_run/run_eval.py
index 65d4b1518..92752d976 100644
--- a/codegen-examples/examples/swebench_agent_run/run_eval.py
+++ b/codegen-examples/examples/swebench_agent_run/run_eval.py
@@ -278,14 +278,14 @@ async def run_eval(
         "verified": SWEBenchDataset.VERIFIED,
     }
     dataset_enum = dataset_dict[dataset]
-    print(repo)
+
     examples = get_swe_bench_examples(dataset=dataset_enum, length=length, instance_id=instance_id, repo=repo)
-    print(f"Examples:\n{'\n'.join([f'{e.instance_id} - {e.repo} - {e.base_commit}' for e in examples])}")
 
     try:
         if use_existing_preds is None:
+            print(f"Repo: {repo}")
+            print(f"Examples:\n{'\n'.join([f'{e.instance_id} - {e.repo} - {e.base_commit}' for e in examples])}")
             print(f"Processing {len(examples)} examples...")
-
             # Create output directory if it doesn't exist
             predictions_dir.mkdir(exist_ok=True, parents=True)
 
diff --git a/src/codegen/extensions/swebench/report.py b/src/codegen/extensions/swebench/report.py
index a2b624bb5..a373e87e1 100755
--- a/src/codegen/extensions/swebench/report.py
+++ b/src/codegen/extensions/swebench/report.py
@@ -113,6 +113,8 @@ def generate_report(predictions_dir: Path, logs_dir: Path, dataset: SWEBenchData
         print(f"Directory does not exist: {predictions_dir}")
         return 1
 
+    predictions_jsonl = predictions_dir / "all_preds.jsonl"
+    existing_preds = predictions_jsonl.exists()
     prediction_files = list(predictions_dir.glob("*.json"))
     print(f"Found {len(prediction_files)} prediction files")
 
@@ -126,29 +128,27 @@ def generate_report(predictions_dir: Path, logs_dir: Path, dataset: SWEBenchData
         except json.JSONDecodeError:
             print(f"Error reading JSON from {file_path}")
             continue
+    if not existing_preds:
+        if not predictions:
+            print("No valid predictions found")
+            return 1
 
-    print(f"Successfully loaded {len(predictions)} predictions")
+        print(f"Successfully loaded {len(predictions)} predictions")
 
-    if predictions:
-        # Create predictions JSONL file
         predictions_jsonl = preds_to_jsonl(predictions, predictions_dir)
-        print(f"\nCreated predictions JSONL: {predictions_jsonl}")
 
-        # Setup log directory
-        log_dir = logs_dir / "results"
-        log_dir.mkdir(exist_ok=True, parents=True)
-        print(f"Using log directory: {log_dir}")
+    # Setup log directory
+    log_dir = logs_dir / "results"
+    log_dir.mkdir(exist_ok=True, parents=True)
+    print(f"Using log directory: {log_dir}")
 
-        # Run evaluations
-        run_evals(predictions_jsonl, logs_dir, dataset, run_id)
+    # Run evaluations
+    run_evals(predictions_jsonl, logs_dir, dataset, run_id)
 
-        # Get and display report
-        report = get_report(predictions_jsonl, logs_dir)
+    # Get and display report
+    report = get_report(predictions_jsonl, logs_dir)
 
-        # Update prediction JSONs with results
-        predictions = update_pred_json(predictions, report, predictions_dir)
-    else:
-        print("No valid predictions found")
-        return 1
+    # Update prediction JSONs with results
+    predictions = update_pred_json(predictions, report, predictions_dir)
 
     return 0

From cf4522146a5a6566a139635439e39322ae16dfeb Mon Sep 17 00:00:00 2001
From: Edo Pujol <ed@codegen.com>
Date: Tue, 4 Mar 2025 17:10:45 -0500
Subject: [PATCH 21/66] feat: Better search tool (#739)

# Motivation

<!-- Why is this change necessary? -->

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [ ] I have added tests for my changes
- [ ] I have updated the documentation or added new documentation as
needed

---------

Co-authored-by: kopekC <28070492+kopekC@users.noreply.github.com>
---
 src/codegen/extensions/index/file_index.py  | 163 ++++++++++++++++-
 src/codegen/extensions/langchain/tools.py   | 158 ++++++++++++++---
 src/codegen/extensions/tools/search.py      | 185 +++++++++-----------
 tests/unit/codegen/extensions/test_tools.py | 103 -----------
 4 files changed, 373 insertions(+), 236 deletions(-)

diff --git a/src/codegen/extensions/index/file_index.py b/src/codegen/extensions/index/file_index.py
index 6672221c4..a76e62d5e 100644
--- a/src/codegen/extensions/index/file_index.py
+++ b/src/codegen/extensions/index/file_index.py
@@ -2,7 +2,9 @@
 
 import pickle
 from pathlib import Path
+from typing import Optional
 
+import modal
 import numpy as np
 import tiktoken
 from openai import OpenAI
@@ -26,6 +28,7 @@ class FileIndex(CodeIndex):
     EMBEDDING_MODEL = "text-embedding-3-small"
     MAX_TOKENS = 8000
     BATCH_SIZE = 100
+    USE_MODAL_DICT = True  # Flag to control whether to use Modal Dict
 
     def __init__(self, codebase: Codebase):
         """Initialize the file index.
@@ -37,10 +40,87 @@ def __init__(self, codebase: Codebase):
         self.client = OpenAI()
         self.encoding = tiktoken.get_encoding("cl100k_base")
 
+    def set_use_modal_dict(self, use_modal: bool) -> None:
+        """Set whether to use Modal Dict for storage.
+
+        Args:
+            use_modal: Whether to use Modal Dict for storage
+        """
+        self.USE_MODAL_DICT = use_modal
+        logger.info(f"Modal Dict storage {'enabled' if use_modal else 'disabled'}")
+
     @property
     def save_file_name(self) -> str:
         return "file_index_{commit}.pkl"
 
+    @property
+    def modal_dict_id(self) -> str:
+        """Get the Modal Dict ID based on the same naming convention as the pickle file."""
+        if not self.commit_hash:
+            return "file_index_latest"
+        return f"file_index_{self.commit_hash}"
+
+    def delete_modal_dict(self) -> bool:
+        """Delete the Modal Dict storage for this index.
+
+        Returns:
+            bool: True if successfully deleted, False otherwise
+        """
+        if not self.USE_MODAL_DICT:
+            logger.warning("Modal Dict storage is disabled")
+            return False
+
+        try:
+            dict_id = self.modal_dict_id
+            logger.info(f"Deleting Modal Dict: {dict_id}")
+
+            # Check if the dict exists before trying to delete
+            try:
+                # Use modal.Dict.delete to properly delete the dict
+                modal.Dict.delete(dict_id)
+                logger.info(f"Successfully deleted Modal Dict: {dict_id}")
+                return True
+            except Exception as e:
+                logger.info(f"Modal Dict {dict_id} does not exist or cannot be deleted: {e}")
+                return False
+        except Exception as e:
+            logger.exception(f"Failed to delete Modal Dict: {e}")
+            return False
+
+    def modal_dict_exists(self, commit_hash: Optional[str] = None) -> bool:
+        """Check if a Modal Dict exists for a specific commit.
+
+        Args:
+            commit_hash: The commit hash to check, or None to use the current commit
+
+        Returns:
+            bool: True if the Modal Dict exists, False otherwise
+        """
+        if not self.USE_MODAL_DICT:
+            return False
+
+        try:
+            # Use provided commit hash or current one
+            old_commit = self.commit_hash
+            if commit_hash is not None:
+                self.commit_hash = commit_hash
+
+            dict_id = self.modal_dict_id
+
+            # Restore original commit hash
+            if commit_hash is not None:
+                self.commit_hash = old_commit
+
+            try:
+                # Try to access the dict - this will raise an exception if it doesn't exist
+                modal_dict = modal.Dict.from_name(dict_id, create_if_missing=False)
+                # Check if our data is in the dict
+                return "index_data" in modal_dict
+            except Exception:
+                return False
+        except Exception:
+            return False
+
     def _split_by_tokens(self, text: str) -> list[str]:
         """Split text into chunks that fit within token limit."""
         tokens = self.encoding.encode(text)
@@ -135,17 +215,69 @@ def _get_changed_items(self) -> set[File]:
         return changed_files
 
     def _save_index(self, path: Path) -> None:
-        """Save index data to disk."""
+        """Save index data to disk and optionally to Modal Dict."""
+        # Save to local pickle file
         with open(path, "wb") as f:
             pickle.dump({"E": self.E, "items": self.items, "commit_hash": self.commit_hash}, f)
 
+        # Save to Modal Dict if enabled
+        if self.USE_MODAL_DICT:
+            try:
+                dict_id = self.modal_dict_id
+                logger.info(f"Saving index to Modal Dict: {dict_id}")
+
+                # Convert numpy arrays to lists for JSON serialization
+                modal_data = {"E": self.E.tolist() if self.E is not None else None, "items": self.items.tolist() if self.items is not None else None, "commit_hash": self.commit_hash}
+
+                # Create or update Modal Dict
+                # Note: from_name is lazy, so we need to explicitly set the data
+                modal_dict = modal.Dict.from_name(dict_id, create_if_missing=True)
+                modal_dict["index_data"] = modal_data
+
+                logger.info(f"Successfully saved index to Modal Dict: {dict_id}")
+            except Exception as e:
+                logger.exception(f"Failed to save index to Modal Dict: {e}")
+
     def _load_index(self, path: Path) -> None:
-        """Load index data from disk."""
-        with open(path, "rb") as f:
-            data = pickle.load(f)
-            self.E = data["E"]
-            self.items = data["items"]
-            self.commit_hash = data["commit_hash"]
+        """Load index data from disk or Modal Dict."""
+        # Try loading from Modal Dict first if enabled
+        if self.USE_MODAL_DICT:
+            try:
+                dict_id = self.modal_dict_id
+                logger.info(f"Attempting to load index from Modal Dict: {dict_id}")
+
+                # from_name is lazy, so we need to check if the dict exists first
+                try:
+                    modal_dict = modal.Dict.from_name(dict_id, create_if_missing=False)
+                    # Check if the dict contains our data
+                    if "index_data" in modal_dict:
+                        data = modal_dict["index_data"]
+
+                        # Convert lists back to numpy arrays
+                        self.E = np.array(data["E"]) if data["E"] is not None else None
+                        self.items = np.array(data["items"]) if data["items"] is not None else None
+                        self.commit_hash = data["commit_hash"]
+
+                        logger.info(f"Successfully loaded index from Modal Dict: {dict_id}")
+                        return
+                    else:
+                        logger.info(f"No index data found in Modal Dict: {dict_id}")
+                except Exception as e:
+                    logger.warning(f"Modal Dict {dict_id} not found or error accessing it: {e}")
+            except Exception as e:
+                logger.warning(f"Failed to load index from Modal Dict, falling back to local file: {e}")
+
+        # Fall back to loading from local file
+        try:
+            with open(path, "rb") as f:
+                data = pickle.load(f)
+                self.E = data["E"]
+                self.items = data["items"]
+                self.commit_hash = data["commit_hash"]
+                logger.info(f"Loaded index from local file: {path}")
+        except Exception as e:
+            logger.exception(f"Failed to load index from local file: {e}")
+            raise
 
     def similarity_search(self, query: str, k: int = 5) -> list[tuple[File, float]]:
         """Find the k most similar files to a query.
@@ -216,3 +348,20 @@ def update(self) -> None:
 
         # Update commit hash
         self.commit_hash = self._get_current_commit()
+
+        # Save updated index to Modal Dict if enabled
+        if self.USE_MODAL_DICT and (num_updated > 0 or num_added > 0):
+            try:
+                dict_id = self.modal_dict_id
+                logger.info(f"Updating index in Modal Dict: {dict_id}")
+
+                # Convert numpy arrays to lists for JSON serialization
+                modal_data = {"E": self.E.tolist() if self.E is not None else None, "items": self.items.tolist() if self.items is not None else None, "commit_hash": self.commit_hash}
+
+                # Create or update Modal Dict
+                modal_dict = modal.Dict.from_name(dict_id, create_if_missing=True)
+                modal_dict["index_data"] = modal_data
+
+                logger.info(f"Successfully updated index in Modal Dict: {dict_id}")
+            except Exception as e:
+                logger.exception(f"Failed to update index in Modal Dict: {e}")
diff --git a/src/codegen/extensions/langchain/tools.py b/src/codegen/extensions/langchain/tools.py
index f4fc68471..acfbdaf59 100644
--- a/src/codegen/extensions/langchain/tools.py
+++ b/src/codegen/extensions/langchain/tools.py
@@ -110,25 +110,111 @@ def _run(self, dirpath: str = "./", depth: int = 1) -> str:
 
 
 class SearchInput(BaseModel):
-    """Input for searching the codebase."""
-
     query: str = Field(
         ...,
-        description="The search query to find in the codebase. When ripgrep is available, this will be passed as a ripgrep pattern. "
-        "For regex searches, set use_regex=True. Ripgrep is the preferred method.",
+        description="""The text or pattern to search for in the codebase.
+
+        For simple text search (use_regex=False):
+        - Uses ripgrep's fixed-strings mode (--fixed-strings)
+        - Case-insensitive matching (--ignore-case)
+        - All characters are treated literally, including special regex characters
+        - Exact string matching (no regex interpretation)
+
+        For regex search (use_regex=True):
+        - Full regex pattern support
+        - Case-sensitive by default
+        - Special characters have regex meaning and need proper escaping
+        - Uses ripgrep's default regex mode
+
+        If no exact matches are found, automatically falls back to semantic search
+        to find relevant code even without exact text matches.""",
+    )
+
+    target_directories: Optional[list[str]] = Field(
+        default=None,
+        description="""Optional list of directories to limit the search scope.
+
+        - Paths should be relative to the workspace root
+        - Multiple directories are searched in parallel
+        - If None, searches the entire codebase
+
+        Example: ["src/frontend", "tests/unit"]""",
+    )
+
+    file_extensions: Optional[list[str]] = Field(
+        default=None,
+        description="""Optional list of file extensions to filter the search.
+
+        - Include the dot in extensions (e.g. ['.py', '.ts'])
+        - Multiple extensions are combined with OR logic
+        - If None, searches all file types
+        - Binary files are automatically excluded
+
+        Example: [".py", ".tsx", ".md"]""",
+    )
+
+    page: int = Field(
+        default=1,
+        description="""Page number for paginated results (1-based indexing).
+
+        - Use with files_per_page to navigate large result sets
+        - If page exceeds available pages, returns last available page
+        - Note: When falling back to semantic search, pagination is not supported
+
+        Example: page=2 with files_per_page=10 shows files 11-20""",
+    )
+
+    files_per_page: int = Field(
+        default=10,
+        description="""Number of files to show per page.
+
+        - Each file can contain multiple matching lines
+        - Reasonable values are between 5 and 50
+        - Larger values may impact performance
+        - When falling back to semantic search, this becomes the number of semantic results
+
+        Example: files_per_page=20 shows up to 20 files with matches""",
+    )
+
+    use_regex: bool = Field(
+        default=False,
+        description="""Whether to treat the query as a regex pattern.
+
+        - False (default): Simple text search, case-insensitive
+        - True: Full regex syntax, case-sensitive
+        - Invalid regex patterns will return an error
+        - Note: Semantic fallback is used regardless of this setting when no matches found
+
+        Example: Set to True to use patterns like "test_.*_func.*" """,
     )
-    target_directories: Optional[list[str]] = Field(default=None, description="Optional list of directories to search in")
-    file_extensions: Optional[list[str]] = Field(default=None, description="Optional list of file extensions to search (e.g. ['.py', '.ts'])")
-    page: int = Field(default=1, description="Page number to return (1-based, default: 1)")
-    files_per_page: int = Field(default=10, description="Number of files to return per page (default: 10)")
-    use_regex: bool = Field(default=False, description="Whether to treat query as a regex pattern (default: False)")
 
 
 class SearchTool(BaseTool):
     """Tool for searching the codebase."""
 
     name: ClassVar[str] = "search"
-    description: ClassVar[str] = "Search the codebase using text search or regex pattern matching"
+    description: ClassVar[str] = r"""Search the codebase using text search or regex pattern matching.
+
+    This tool provides powerful text-based search capabilities across your codebase,
+    with support for both simple text matching and regular expressions. It uses ripgrep
+    when available for high-performance searches.
+
+    If no exact matches are found, automatically falls back to semantic search to find
+    relevant code even without exact text matches.
+
+    Features:
+    - Plain text or regex pattern matching
+    - Directory and file type filtering
+    - Paginated results for large codebases
+    - Case-insensitive by default for simple text searches
+    - Semantic fallback for finding related code
+
+    Example queries:
+    1. Simple text: "function calculateTotal" (matches exactly, case-insensitive)
+    2. Regex: "def.*calculate.*\(.*\)" (with use_regex=True)
+    3. File-specific: "TODO" with file_extensions=[".py", ".ts"]
+    4. Directory-specific: "api" with target_directories=["src/backend"]
+    """
     args_schema: ClassVar[type[BaseModel]] = SearchInput
     codebase: Codebase = Field(exclude=True)
 
@@ -151,7 +237,27 @@ class EditFileTool(BaseTool):
     """Tool for editing files."""
 
     name: ClassVar[str] = "edit_file"
-    description: ClassVar[str] = "Edit a file by replacing its entire content. This tool should only be used for replacing entire file contents."
+    description: ClassVar[str] = r"""
+Edit a file by replacing its entire content. This tool should only be used for replacing entire file contents.
+Input for searching the codebase.
+
+    This tool provides powerful text-based search capabilities across your codebase,
+    with support for both simple text matching and regular expressions. It uses ripgrep
+    when available for high-performance searches, falling back to Python's regex engine
+    when necessary.
+
+    Features:
+    - Plain text or regex pattern matching
+    - Directory and file type filtering
+    - Paginated results for large codebases
+    - Case-insensitive by default for simple text searches
+
+    Example queries:
+    1. Simple text: "function calculateTotal" (matches exactly, case-insensitive)
+    2. Regex: "def.*calculate.*\(.*\)" (with use_regex=True)
+    3. File-specific: "TODO" with file_extensions=[".py", ".ts"]
+    4. Directory-specific: "api" with target_directories=["src/backend"]
+    """
     args_schema: ClassVar[type[BaseModel]] = EditFileInput
     codebase: Codebase = Field(exclude=True)
 
@@ -741,7 +847,7 @@ def get_workspace_tools(codebase: Codebase) -> list["BaseTool"]:
         RunBashCommandTool(),  # Note: This tool doesn't need the codebase
         SearchTool(codebase),
         # SemanticEditTool(codebase),
-        SemanticSearchTool(codebase),
+        # SemanticSearchTool(codebase),
         ViewFileTool(codebase),
         RelaceEditTool(codebase),
         ReflectionTool(codebase),
@@ -761,14 +867,26 @@ def get_workspace_tools(codebase: Codebase) -> list["BaseTool"]:
 
 
 class ReplacementEditInput(BaseModel):
-    """Input for regex-based replacement editing."""
-
-    filepath: str = Field(..., description="Path to the file to edit")
-    pattern: str = Field(..., description="Regex pattern to match")
-    replacement: str = Field(..., description="Replacement text (can include regex groups)")
-    start: int = Field(default=1, description="Starting line number (1-indexed, inclusive). Default is 1.")
-    end: int = Field(default=-1, description="Ending line number (1-indexed, inclusive). Default is -1 (end of file).")
-    count: Optional[int] = Field(default=None, description="Maximum number of replacements. Default is None (replace all).")
+    filepath: str = Field(..., description="Path to the file to edit relative to the workspace root. The file must exist and be a text file.")
+    pattern: str = Field(
+        ...,
+        description="Regular expression pattern to match text that should be replaced. Supports all Python regex syntax including capture groups (\1, \2, etc). The pattern is compiled with re.MULTILINE flag by default.",
+    )
+    replacement: str = Field(
+        ...,
+        description="Text to replace matched patterns with. Can reference regex capture groups using \1, \2, etc. If using regex groups in pattern, make sure to preserve them in replacement if needed.",
+    )
+    start: int = Field(
+        default=1, description="Starting line number (1-indexed, inclusive) to begin replacements from. Use this with 'end' to limit changes to a specific region. Default is 1 (start of file)."
+    )
+    end: int = Field(
+        default=-1,
+        description="Ending line number (1-indexed, inclusive) to stop replacements at. Use -1 to indicate end of file. Use this with 'start' to limit changes to a specific region. Default is -1 (end of file).",
+    )
+    count: Optional[int] = Field(
+        default=None,
+        description="Maximum number of replacements to make. Use None to replace all occurrences (default), or specify a number to limit replacements. Useful when you only want to replace the first N occurrences.",
+    )
 
 
 class ReplacementEditTool(BaseTool):
diff --git a/src/codegen/extensions/tools/search.py b/src/codegen/extensions/tools/search.py
index 4bcdfb74e..8083e7db8 100644
--- a/src/codegen/extensions/tools/search.py
+++ b/src/codegen/extensions/tools/search.py
@@ -3,6 +3,8 @@
 This performs either a regex pattern match or simple text search across all files in the codebase.
 Each matching line will be returned with its line number.
 Results are paginated with a default of 10 files per page.
+
+If no exact matches are found, falls back to semantic search to find relevant code.
 """
 
 import os
@@ -15,6 +17,7 @@
 from codegen.sdk.core.codebase import Codebase
 
 from .observation import Observation
+from .semantic_search import SearchResult, semantic_search
 
 
 class SearchMatch(Observation):
@@ -125,7 +128,7 @@ def _search_with_ripgrep(
     This is faster than the Python implementation, especially for large codebases.
     """
     # Build ripgrep command
-    cmd = ["rg", "--line-number"]
+    cmd = ["rg", "--line-number", "--with-filename"]
 
     # Add case insensitivity if not using regex
     if not use_regex:
@@ -200,8 +203,6 @@ def _search_with_ripgrep(
                 match_text = query
                 if use_regex:
                     # For regex, we need to find what actually matched
-                    # This is a simplification - ideally we'd use ripgrep's --json option
-                    # to get the exact match positions
                     pattern = re.compile(query)
                     match_obj = pattern.search(content)
                     if match_obj:
@@ -226,11 +227,20 @@ def _search_with_ripgrep(
         # Convert to SearchFileResult objects
         file_results = []
         for filepath, matches in all_results.items():
+            # Sort matches by line number and deduplicate
+            unique_matches = []
+            seen = set()
+            for match in sorted(matches, key=lambda x: x.line_number):
+                key = (match.line_number, match.match)
+                if key not in seen:
+                    seen.add(key)
+                    unique_matches.append(match)
+
             file_results.append(
                 SearchFileResult(
                     status="success",
                     filepath=filepath,
-                    matches=sorted(matches, key=lambda x: x.line_number),
+                    matches=unique_matches,
                 )
             )
 
@@ -261,120 +271,40 @@ def _search_with_ripgrep(
         raise
 
 
-def _search_with_python(
-    codebase: Codebase,
-    query: str,
-    target_directories: Optional[list[str]] = None,
-    file_extensions: Optional[list[str]] = None,
-    page: int = 1,
-    files_per_page: int = 10,
-    use_regex: bool = False,
-) -> SearchObservation:
-    """Search the codebase using Python's regex engine.
-
-    This is a fallback for when ripgrep is not available.
-    """
-    # Validate pagination parameters
-    if page < 1:
-        page = 1
-    if files_per_page < 1:
-        files_per_page = 10
-
-    # Prepare the search pattern
-    if use_regex:
-        try:
-            pattern = re.compile(query)
-        except re.error as e:
-            return SearchObservation(
-                status="error",
-                error=f"Invalid regex pattern: {e!s}",
-                query=query,
-                page=page,
-                total_pages=0,
-                total_files=0,
-                files_per_page=files_per_page,
-                results=[],
-            )
-    else:
-        # For non-regex searches, escape special characters and make case-insensitive
-        pattern = re.compile(re.escape(query), re.IGNORECASE)
-
-    # Handle file extensions
-    extensions = file_extensions if file_extensions is not None else "*"
-
-    all_results = []
-    for file in codebase.files(extensions=extensions):
-        # Skip if file doesn't match target directories
-        if target_directories and not any(file.filepath.startswith(d) for d in target_directories):
-            continue
-
-        # Skip binary files
-        try:
-            content = file.content
-        except ValueError:  # File is binary
-            continue
-
-        file_matches = []
-        # Split content into lines and store with line numbers (1-based)
-        lines = enumerate(content.splitlines(), 1)
-
-        # Search each line for the pattern
-        for line_number, line in lines:
-            match = pattern.search(line)
-            if match:
-                file_matches.append(
+def _convert_semantic_to_search_results(semantic_results: list[SearchResult], query: str) -> list[SearchFileResult]:
+    """Convert semantic search results to regular search results format."""
+    file_results = []
+    for result in semantic_results:
+        file_results.append(
+            SearchFileResult(
+                status="success",
+                filepath=result.filepath,
+                matches=[
                     SearchMatch(
                         status="success",
-                        line_number=line_number,
-                        line=line.strip(),
-                        match=match.group(0),
+                        line_number=1,  # We don't have line numbers for semantic matches
+                        line=result.preview,
+                        match=query,
                     )
-                )
-
-        if file_matches:
-            all_results.append(
-                SearchFileResult(
-                    status="success",
-                    filepath=file.filepath,
-                    matches=sorted(file_matches, key=lambda x: x.line_number),
-                )
+                ],
             )
-
-    # Sort all results by filepath
-    all_results.sort(key=lambda x: x.filepath)
-
-    # Calculate pagination
-    total_files = len(all_results)
-    total_pages = (total_files + files_per_page - 1) // files_per_page
-    start_idx = (page - 1) * files_per_page
-    end_idx = start_idx + files_per_page
-
-    # Get the current page of results
-    paginated_results = all_results[start_idx:end_idx]
-
-    return SearchObservation(
-        status="success",
-        query=query,
-        page=page,
-        total_pages=total_pages,
-        total_files=total_files,
-        files_per_page=files_per_page,
-        results=paginated_results,
-    )
+        )
+    return file_results
 
 
 def search(
     codebase: Codebase,
     query: str,
     target_directories: Optional[list[str]] = None,
-    file_extensions: Optional[list[str]] = None,
+    file_extensions: Optional[list[str] | str] = None,
     page: int = 1,
     files_per_page: int = 10,
     use_regex: bool = False,
 ) -> SearchObservation:
     """Search the codebase using text search or regex pattern matching.
 
-    Uses ripgrep for performance when available, with fallback to Python's regex engine.
+    Uses ripgrep for performance when available. If no exact matches are found,
+    falls back to semantic search to find relevant code.
     If use_regex is True, performs a regex pattern match on each line.
     Otherwise, performs a case-insensitive text search.
     Returns matching lines with their line numbers, grouped by file.
@@ -393,9 +323,52 @@ def search(
     Returns:
         SearchObservation containing search results with matches and their sources
     """
-    # Try to use ripgrep first
     try:
-        return _search_with_ripgrep(codebase, query, target_directories, file_extensions, page, files_per_page, use_regex)
+        # Try ripgrep first
+        result = _search_with_ripgrep(codebase, query, target_directories, file_extensions, page, files_per_page, use_regex)
+
+        # If no results found, try semantic search
+        if not result.results:
+            semantic_results = semantic_search(codebase, query, k=files_per_page)
+            if semantic_results.status == "success" and semantic_results.results:
+                # Convert semantic results to regular search results format
+                file_results = _convert_semantic_to_search_results(semantic_results.results, query)
+
+                return SearchObservation(
+                    status="success",
+                    query=query,
+                    page=1,  # Semantic search doesn't support pagination yet
+                    total_pages=1,
+                    total_files=len(file_results),
+                    files_per_page=files_per_page,
+                    results=file_results,
+                )
+
+        return result
+
     except (FileNotFoundError, subprocess.SubprocessError):
-        # Fall back to Python implementation if ripgrep fails or isn't available
-        return _search_with_python(codebase, query, target_directories, file_extensions, page, files_per_page, use_regex)
+        # If ripgrep fails, try semantic search directly
+        semantic_results = semantic_search(codebase, query, k=files_per_page)
+        if semantic_results.status == "success":
+            file_results = _convert_semantic_to_search_results(semantic_results.results, query)
+
+            return SearchObservation(
+                status="success",
+                query=query,
+                page=1,
+                total_pages=1,
+                total_files=len(file_results),
+                files_per_page=files_per_page,
+                results=file_results,
+            )
+        else:
+            return SearchObservation(
+                status="error",
+                error=f"Both text search and semantic search failed: {semantic_results.error}",
+                query=query,
+                page=page,
+                total_pages=0,
+                total_files=0,
+                files_per_page=files_per_page,
+                results=[],
+            )
diff --git a/tests/unit/codegen/extensions/test_tools.py b/tests/unit/codegen/extensions/test_tools.py
index ec394312e..23c1ebe00 100644
--- a/tests/unit/codegen/extensions/test_tools.py
+++ b/tests/unit/codegen/extensions/test_tools.py
@@ -260,48 +260,6 @@ def test_search_regex(codebase):
     assert any("def greet" in match for match in matches)
 
 
-def test_search_target_directories(codebase):
-    """Test searching with target directory filtering."""
-    # First search without filter to ensure we have results
-    result_all = search(codebase, "hello")
-    assert result_all.status == "success"
-    assert len(result_all.results) > 0
-
-    # Now search with correct target directory
-    result_filtered = search(codebase, "hello", target_directories=["src"])
-    assert result_filtered.status == "success"
-    assert len(result_filtered.results) > 0
-
-    # Search with non-existent directory
-    result_none = search(codebase, "hello", target_directories=["nonexistent"])
-    assert result_none.status == "success"
-    assert len(result_none.results) == 0
-
-
-def test_search_file_extensions(codebase, tmpdir):
-    """Test searching with file extension filtering."""
-    # Add a non-Python file
-    js_content = "function hello() { console.log('Hello from JS!'); }"
-    js_file = tmpdir / "src" / "script.js"
-    js_file.write_text(js_content, encoding="utf-8")
-
-    # Search all files
-    result_all = search(codebase, "hello")
-    assert result_all.status == "success"
-    assert len(result_all.results) > 0
-
-    # Search only Python files
-    result_py = search(codebase, "hello", file_extensions=[".py"])
-    assert result_py.status == "success"
-    assert all(file_result.filepath.endswith(".py") for file_result in result_py.results)
-
-    # Search only JS files
-    result_js = search(codebase, "hello", file_extensions=[".js"])
-    assert result_js.status == "success"
-    if len(result_js.results) > 0:  # Only if JS file was properly added to codebase
-        assert all(file_result.filepath.endswith(".js") for file_result in result_js.results)
-
-
 def test_search_pagination(codebase, tmpdir):
     """Test search pagination."""
     # Create multiple files to test pagination
@@ -332,21 +290,6 @@ def test_search_pagination(codebase, tmpdir):
             assert not page1_files.intersection(page2_files)
 
 
-def test_search_invalid_regex(codebase):
-    """Test search with invalid regex pattern."""
-    result = search(codebase, "(unclosed", use_regex=True)
-    assert result.status == "error"
-    # Check for either Python's error message or ripgrep's error message
-    assert any(
-        error_msg in result.error
-        for error_msg in [
-            "Invalid regex pattern",  # Python error message
-            "regex parse error",  # ripgrep error message
-            "unclosed group",  # Common error description
-        ]
-    )
-
-
 def test_search_fallback(codebase, monkeypatch):
     """Test fallback to Python implementation when ripgrep fails."""
 
@@ -409,52 +352,6 @@ def mock_subprocess_run(*args, **kwargs):
     assert ripgrep_called, "Ripgrep was not used for the search"
 
 
-def test_search_implementation_consistency(codebase, monkeypatch):
-    """Test that ripgrep and Python implementations produce consistent results."""
-    from codegen.extensions.tools.search import _search_with_python, _search_with_ripgrep
-
-    # Skip test if ripgrep is not available
-    try:
-        subprocess.run(["rg", "--version"], capture_output=True, check=False)
-    except FileNotFoundError:
-        pytest.skip("Ripgrep not available, skipping consistency test")
-
-    # Simple search that should work in both implementations
-    query = "hello"
-
-    # Get results from both implementations
-    ripgrep_result = _search_with_ripgrep(codebase, query)
-    python_result = _search_with_python(codebase, query)
-
-    # Compare basic metadata
-    assert ripgrep_result.status == python_result.status
-    assert ripgrep_result.query == python_result.query
-
-    # Compare file paths found (order might differ)
-    ripgrep_files = {r.filepath for r in ripgrep_result.results}
-    python_files = {r.filepath for r in python_result.results}
-
-    # There might be slight differences in which files are found due to how ripgrep handles
-    # certain files, so we'll check for substantial overlap rather than exact equality
-    common_files = ripgrep_files.intersection(python_files)
-    assert len(common_files) > 0, "No common files found between ripgrep and Python implementations"
-
-    # For common files, compare the line numbers found
-    for filepath in common_files:
-        # Find the corresponding file results
-        ripgrep_file_result = next(r for r in ripgrep_result.results if r.filepath == filepath)
-        python_file_result = next(r for r in python_result.results if r.filepath == filepath)
-
-        # Compare line numbers - there might be slight differences in how matches are found
-        ripgrep_lines = {m.line_number for m in ripgrep_file_result.matches}
-        python_lines = {m.line_number for m in python_file_result.matches}
-
-        # Check for substantial overlap in line numbers
-        common_lines = ripgrep_lines.intersection(python_lines)
-        if ripgrep_lines and python_lines:  # Only check if both found matches
-            assert len(common_lines) > 0, f"No common line matches found in {filepath}"
-
-
 def test_edit_file(codebase):
     """Test editing a file."""
     result = edit_file(codebase, "src/main.py", "print('edited')")

From b61ba9d167f1075b3e7b4ece5cd19e5231889f80 Mon Sep 17 00:00:00 2001
From: tomcodgen <tkucar@codegen.com>
Date: Tue, 4 Mar 2025 23:35:18 +0100
Subject: [PATCH 22/66] [CG-10935] fix: issues with unpacking (#724)

# Motivation

<!-- Why is this change necessary? -->

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [ ] I have added tests for my changes
- [ ] I have updated the documentation or added new documentation as
needed

---------

Co-authored-by: tomcodgen <191515280+tomcodgen@users.noreply.github.com>
---
 src/codegen/sdk/python/assignment.py          |  6 ++++
 .../sdk/python/expressions/test_unpacking.py  | 30 +++++++++++++++++++
 2 files changed, 36 insertions(+)

diff --git a/src/codegen/sdk/python/assignment.py b/src/codegen/sdk/python/assignment.py
index a85f57a82..2614b6d43 100644
--- a/src/codegen/sdk/python/assignment.py
+++ b/src/codegen/sdk/python/assignment.py
@@ -12,6 +12,7 @@
 from codegen.sdk.python.symbol import PySymbol
 from codegen.sdk.python.symbol_groups.comment_group import PyCommentGroup
 from codegen.shared.decorators.docs import noapidoc, py_apidoc
+from codegen.shared.logging.get_logger import get_logger
 
 if TYPE_CHECKING:
     from tree_sitter import Node as TSNode
@@ -20,6 +21,8 @@
     from codegen.sdk.core.node_id_factory import NodeId
     from codegen.sdk.python.statements.assignment_statement import PyAssignmentStatement
 
+logger = get_logger(__name__)
+
 
 @py_apidoc
 class PyAssignment(Assignment["PyAssignmentStatement"], PySymbol):
@@ -152,6 +155,9 @@ def remove(self, delete_formatting: bool = True, priority: int = 0, dedupe: bool
                     else:
                         self.parent._values_scheduled_for_removal = []
                 else:
+                    if name.source == "_":
+                        logger.warning("Attempting to remove '_' in unpacking, command will be ignored. If you wish to remove the statement, remove the other remaining variable(s)!")
+                        return
                     transaction_count = self._active_transactions_on_assignment_names(TransactionPriority.Edit)
                     throwaway = [asgnmt.name == "_" for asgnmt in self.parent.assignments].count(True)
                     # Only edit if we didn't already omit all the other assignments, otherwise just remove the whole thing
diff --git a/tests/unit/codegen/sdk/python/expressions/test_unpacking.py b/tests/unit/codegen/sdk/python/expressions/test_unpacking.py
index cdf853e37..274329bea 100644
--- a/tests/unit/codegen/sdk/python/expressions/test_unpacking.py
+++ b/tests/unit/codegen/sdk/python/expressions/test_unpacking.py
@@ -1,5 +1,11 @@
+from typing import TYPE_CHECKING
+from unittest.mock import patch
+
 from codegen.sdk.codebase.factory.get_session import get_codebase_session
 
+if TYPE_CHECKING:
+    from codegen.sdk.core.file import SourceFile
+
 
 def test_remove_unpacking_assignment(tmpdir) -> None:
     # language=python
@@ -155,3 +161,27 @@ def test_remove_unpacking_assignment_num(tmpdir) -> None:
 
         assert len(file2.symbols) == 0
         assert file2.source == """"""
+
+
+@patch("codegen.sdk.python.assignment.logger")
+def test_unpacking_function_with_underscore_removal(mock_logger, tmpdir: str) -> None:
+    # language=python
+    content1 = """
+    args, _ = parser.parse_known_args() ##args gets deleted
+    with open(args.template_path) as f:
+        print('test')
+    """
+    with get_codebase_session(
+        tmpdir=tmpdir,
+        files={
+            "file1.py": content1,
+        },
+    ) as codebase:
+        file1: SourceFile = codebase.get_file("file1.py")
+
+        for symbol in codebase.symbols:
+            if not symbol.usages:
+                symbol.remove()
+        codebase.commit()
+        assert len(file1.symbols) != 0
+        assert mock_logger.warning.call_count == 1

From a8c10026c74b3fceba48772a2a4434583b964226 Mon Sep 17 00:00:00 2001
From: codegen-team <engineering-git@codegen.com>
Date: Tue, 4 Mar 2025 22:36:44 +0000
Subject: [PATCH 23/66] docs: updated API reference

---
 docs/api-reference/python/PyAssignment.mdx | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/docs/api-reference/python/PyAssignment.mdx b/docs/api-reference/python/PyAssignment.mdx
index ad6fe66c4..074215c40 100644
--- a/docs/api-reference/python/PyAssignment.mdx
+++ b/docs/api-reference/python/PyAssignment.mdx
@@ -11,7 +11,7 @@ import {HorizontalDivider} from '/snippets/HorizontalDivider.mdx';
 import {GithubLinkNote} from '/snippets/GithubLinkNote.mdx';
 import {Attribute} from '/snippets/Attribute.mdx';
 
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/python/assignment.py#L25-L162" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/python/assignment.py#L28-L168" />
 
 ### Inherits from
 [PySymbol](/api-reference/python/PySymbol), [Assignment](/api-reference/core/Assignment), [Symbol](/api-reference/core/Symbol), [HasValue](/api-reference/core/HasValue), [Typeable](/api-reference/core/Typeable), [Usable](/api-reference/core/Usable), [Importable](/api-reference/core/Importable), [Editable](/api-reference/core/Editable), [Expression](/api-reference/core/Expression), [HasName](/api-reference/core/HasName)
@@ -291,7 +291,7 @@ Flags a Python symbol by adding a flag comment and returning a CodeFlag.
 
 ### <span className="text-primary">from_named_expression</span>
 Creates a MultiExpression from a Python named expression.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/python/assignment.py#L44-L68" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/python/assignment.py#L47-L71" />
 
 <ParameterWrapper>
 <Parameter
@@ -558,7 +558,7 @@ Simplifies an assignment expression by reducing it based on a boolean condition
 
 ### <span className="text-primary">remove</span>
 Deletes this assignment and its related extended nodes (e.g. decorators, comments).
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/python/assignment.py#L129-L162" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/python/assignment.py#L132-L168" />
 
 <ParameterWrapper>
 <Parameter

From 2fc0604f67ac6af9a45f1c5a65cb2099fdbd2cd2 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Tue, 4 Mar 2025 22:40:40 +0000
Subject: [PATCH 24/66] update changelog

---
 docs/changelog/changelog.mdx | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/docs/changelog/changelog.mdx b/docs/changelog/changelog.mdx
index 1cd40baab..f3ef3be22 100644
--- a/docs/changelog/changelog.mdx
+++ b/docs/changelog/changelog.mdx
@@ -4,6 +4,14 @@ icon: "clock"
 iconType: "solid"
 ---
 
+<Update label="v0.46.0" description="March 04, 2025">
+### [Introduces a better search tool and dynamic scaling.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.46.0)
+- Fix issues with unpacking functionality
+- Implement dynamic scaling for asyncio requests
+- Introduce a better search tool
+- Enable evaluator to run on existing predictions
+</Update>
+
 <Update label="v0.45.1" description="March 04, 2025">
 ### [Improved bug fixes with updated dependency.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.45.1)
 - Update dependency to improve bug fixes

From f64f45577cca20df39cfc9ef18c885059610d329 Mon Sep 17 00:00:00 2001
From: tomcodgen <tkucar@codegen.com>
Date: Wed, 5 Mar 2025 19:29:53 +0100
Subject: [PATCH 25/66] [CG-10916] fix: WildcardImport error when trying to
 parse astropy (#754)

# Motivation

<!-- Why is this change necessary? -->

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [ ] I have added tests for my changes
- [ ] I have updated the documentation or added new documentation as
needed

---------

Co-authored-by: tomcodgen <191515280+tomcodgen@users.noreply.github.com>
---
 src/codegen/sdk/core/import_resolution.py | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/src/codegen/sdk/core/import_resolution.py b/src/codegen/sdk/core/import_resolution.py
index a824d8a72..c6d11af9d 100644
--- a/src/codegen/sdk/core/import_resolution.py
+++ b/src/codegen/sdk/core/import_resolution.py
@@ -706,6 +706,11 @@ def _resolved_types(self) -> Generator[ResolutionStack[Self], None, None]:
     def _compute_dependencies(self, usage_type: UsageKind, dest: HasName | None = None) -> None:
         pass
 
+    @property
+    @override
+    def filepath(self) -> str:
+        return self.imp.filepath
+
 
 class ExternalImportResolver:
     def resolve(self, imp: Import) -> str | None:

From 09b797a4b33634ac2f75e1f16411cf0b912b7cdb Mon Sep 17 00:00:00 2001
From: Vishal Shenoy <vishal.nshenoy@icloud.com>
Date: Wed, 5 Mar 2025 11:08:22 -0800
Subject: [PATCH 26/66] Github Checks (import) (#750)

---
 .../examples/github_checks/README.md          | 106 ++++++++++++
 .../examples/github_checks/app.py             | 154 ++++++++++++++++++
 2 files changed, 260 insertions(+)
 create mode 100644 codegen-examples/examples/github_checks/README.md
 create mode 100644 codegen-examples/examples/github_checks/app.py

diff --git a/codegen-examples/examples/github_checks/README.md b/codegen-examples/examples/github_checks/README.md
new file mode 100644
index 000000000..cb0a87f94
--- /dev/null
+++ b/codegen-examples/examples/github_checks/README.md
@@ -0,0 +1,106 @@
+# Github Checks
+
+This application is a GitHub integration that analyzes import cycles in Python codebases. It automatically runs when a pull request is labeled and checks for potentially problematic import patterns in the modified codebase.
+
+## Features
+
+- Analyzes import relationships in Python codebases
+- Detects circular import dependencies
+- Identifies problematic cycles with mixed static and dynamic imports
+- Automatically comments on pull requests with detailed analysis
+
+## How It Works
+
+1. The app creates a directed graph representing import relationships in the codebase
+
+   ```python
+   for imp in codebase.imports:
+       if imp.from_file and imp.to_file:
+           G.add_edge(
+               imp.to_file.filepath,
+               imp.from_file.filepath,
+               color="red" if getattr(imp, "is_dynamic", False) else "black",
+               label="dynamic" if getattr(imp, "is_dynamic", False) else "static",
+               is_dynamic=getattr(imp, "is_dynamic", False),
+           )
+   ```
+
+1. It identifies strongly connected components (cycles) in the import graph
+
+   ```python
+   cycles = [scc for scc in nx.strongly_connected_components(G) if len(scc) > 1]
+   ```
+
+1. It specifically flags cycles that contain both static and dynamic imports
+
+   ```python
+   dynamic_count = sum(1 for e in edges.values() if e["color"] == "red")
+       static_count = sum(1 for e in edges.values() if e["color"] == "black")
+
+       if dynamic_count > 0 and static_count > 0:
+           mixed_imports[(from_file, to_file)] = {
+               "dynamic": dynamic_count,
+               "static": static_count,
+               "edges": edges,
+           }
+   ```
+
+1. Results are posted as a comment on the pull request
+
+   ```python
+    if problematic_loops:
+       message.append("\n### ⚠️ Problematic Import Cycles")
+       message.append("(Cycles with mixed static and dynamic imports)")
+       for i, cycle in enumerate(problematic_loops, 1):
+           message.append(f"\n#### Problematic Cycle #{i}")
+           message.append("Mixed imports:")
+           for (from_file, to_file), imports in cycle["mixed_imports"].items():
+               message.append(f"\nFrom: `{from_file}`")
+               message.append(f"To: `{to_file}`")
+               message.append(f"- Static imports: {imports['static']}")
+               message.append(f"- Dynamic imports: {imports['dynamic']}")
+
+   create_pr_comment(codebase, event.pull_request, number, "\n".join(message))
+   ```
+
+## Setup
+
+1. Ensure you have the following dependencies:
+
+   - Python 3.13
+   - Modal
+   - Codegen
+   - NetworkX
+   - python-dotenv
+
+1. Set up your environment variables in a `.env` file
+
+   - `GITHUB_TOKEN`: Your GitHub token, configured with `repo` and `workflow` scopes
+
+1. Deploy the app using Modal:
+
+   ```bash
+   modal deploy app.py
+   ```
+
+## Technical Details
+
+The application uses Codegen to parse the codebase and a combination of NetworkX and Codegen to analyze the import relationships. The app is structured as a Modal App with a FastAPI server.
+The analysis runs when a pull request is labeled (`pull_request:labeled` event).
+
+## Output Format
+
+The analysis results are posted as a markdown-formatted comment on the pull request, including:
+
+- Summary statistics
+- Detailed cycle information
+- Warning indicators for problematic import patterns
+
+## Learn More
+
+- [Codegen Documentation](https://docs.codegen.com)
+- [Detecting Import Loops](https://docs.codegen.com/blog/fixing-import-loops)
+
+## Contributing
+
+Feel free to submit issues and enhancement requests!
diff --git a/codegen-examples/examples/github_checks/app.py b/codegen-examples/examples/github_checks/app.py
new file mode 100644
index 000000000..fe5097154
--- /dev/null
+++ b/codegen-examples/examples/github_checks/app.py
@@ -0,0 +1,154 @@
+import logging
+
+import modal
+from codegen import CodegenApp, Codebase
+from codegen.extensions.github.types.events.pull_request import PullRequestLabeledEvent
+from codegen.extensions.tools.github.create_pr_comment import create_pr_comment
+from dotenv import load_dotenv
+import networkx as nx
+
+load_dotenv()
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger(__name__)
+
+cg = CodegenApp(name="codegen-github-checks")
+
+
+def create_graph_from_codebase(repo_path):
+    """Create a directed graph representing import relationships in a codebase."""
+    codebase = Codebase.from_repo(repo_path)
+    G = nx.MultiDiGraph()
+
+    for imp in codebase.imports:
+        if imp.from_file and imp.to_file:
+            G.add_edge(
+                imp.to_file.filepath,
+                imp.from_file.filepath,
+                color="red" if getattr(imp, "is_dynamic", False) else "black",
+                label="dynamic" if getattr(imp, "is_dynamic", False) else "static",
+                is_dynamic=getattr(imp, "is_dynamic", False),
+            )
+    return G
+
+
+def convert_all_calls_to_kwargs(codebase):
+    for file in codebase.files:
+        for function_call in file.function_calls:
+            function_call.convert_args_to_kwargs()
+
+    print("All function calls have been converted to kwargs")
+
+
+def find_import_cycles(G):
+    """Identify strongly connected components (cycles) in the import graph."""
+    cycles = [scc for scc in nx.strongly_connected_components(G) if len(scc) > 1]
+    print(f"🔄 Found {len(cycles)} import cycles.")
+
+    for i, cycle in enumerate(cycles, 1):
+        print(f"\nCycle #{i}: Size {len(cycle)} files")
+        print(f"Total number of imports in cycle: {G.subgraph(cycle).number_of_edges()}")
+
+        print("\nFiles in this cycle:")
+        for file in cycle:
+            print(f"  - {file}")
+
+    return cycles
+
+
+def find_problematic_import_loops(G, cycles):
+    """Identify cycles with both static and dynamic imports between files."""
+    problematic_cycles = []
+
+    for i, scc in enumerate(cycles):
+        if i == 2:
+            continue
+
+        mixed_imports = {}
+        for from_file in scc:
+            for to_file in scc:
+                if G.has_edge(from_file, to_file):
+                    edges = G.get_edge_data(from_file, to_file)
+                    dynamic_count = sum(1 for e in edges.values() if e["color"] == "red")
+                    static_count = sum(1 for e in edges.values() if e["color"] == "black")
+
+                    if dynamic_count > 0 and static_count > 0:
+                        mixed_imports[(from_file, to_file)] = {
+                            "dynamic": dynamic_count,
+                            "static": static_count,
+                            "edges": edges,
+                        }
+
+        if mixed_imports:
+            problematic_cycles.append({"files": scc, "mixed_imports": mixed_imports, "index": i})
+
+    print(f"Found {len(problematic_cycles)} cycles with potentially problematic imports.")
+
+    for i, cycle in enumerate(problematic_cycles):
+        print(f"\n⚠️ Problematic Cycle #{i + 1} (Index {cycle['index']}): Size {len(cycle['files'])} files")
+        print("\nFiles in cycle:")
+        for file in cycle["files"]:
+            print(f"  - {file}")
+        print("\nMixed imports:")
+        for (from_file, to_file), imports in cycle["mixed_imports"].items():
+            print(f"\n  From: {from_file}")
+            print(f"  To:   {to_file}")
+            print(f"  Static imports: {imports['static']}")
+            print(f"  Dynamic imports: {imports['dynamic']}")
+
+    return problematic_cycles
+
+
+@cg.github.event("pull_request:labeled")
+def handle_pr(event: PullRequestLabeledEvent):
+    codebase = Codebase.from_repo(event.repository.get("full_name"), commit=event.pull_request.head.sha)
+
+    G = create_graph_from_codebase(event.repository.get("full_name"))
+    cycles = find_import_cycles(G)
+    problematic_loops = find_problematic_import_loops(G, cycles)
+
+    # Build comment message
+    message = ["### Import Cycle Analysis - GitHub Check\n"]
+
+    if problematic_loops:
+        message.append("\n### ⚠️ Potentially Problematic Import Cycles")
+        message.append("Cycles with mixed static and dynamic imports, which might recquire attention.")
+        for i, cycle in enumerate(problematic_loops, 1):
+            message.append(f"\n#### Problematic Cycle {i}")
+            for (from_file, to_file), imports in cycle["mixed_imports"].items():
+                message.append(f"\nFrom: `{from_file}`")
+                message.append(f"To: `{to_file}`")
+                message.append(f"- Static imports: {imports['static']}")
+                message.append(f"- Dynamic imports: {imports['dynamic']}")
+    else:
+        message.append("\nNo problematic import cycles found! 🎉")
+
+    create_pr_comment(
+        codebase,
+        event.pull_request.number,
+        "\n".join(message),
+    )
+
+    return {
+        "message": "PR event handled",
+        "num_files": len(codebase.files),
+        "num_functions": len(codebase.functions),
+    }
+
+
+base_image = (
+    modal.Image.debian_slim(python_version="3.13")
+    .apt_install("git")
+    .pip_install(
+        "codegen",
+    )
+)
+
+app = modal.App("codegen-test")
+
+
+@app.function(image=base_image, secrets=[modal.Secret.from_dotenv()])
+@modal.asgi_app()
+def fastapi_app():
+    print("Starting codegen fastapi app")
+    return cg.app

From 16a114b45679fe08830129a96007fc70d3e82115 Mon Sep 17 00:00:00 2001
From: Edo Pujol <ed@codegen.com>
Date: Wed, 5 Mar 2025 17:21:12 -0500
Subject: [PATCH 27/66] fix tests (#763)

# Motivation

<!-- Why is this change necessary? -->

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [ ] I have added tests for my changes
- [ ] I have updated the documentation or added new documentation as
needed

---------

Co-authored-by: kopekC <28070492+kopekC@users.noreply.github.com>
---
 tests/unit/codegen/extensions/test_tools.py | 135 ++------------------
 1 file changed, 8 insertions(+), 127 deletions(-)

diff --git a/tests/unit/codegen/extensions/test_tools.py b/tests/unit/codegen/extensions/test_tools.py
index 23c1ebe00..70bf68512 100644
--- a/tests/unit/codegen/extensions/test_tools.py
+++ b/tests/unit/codegen/extensions/test_tools.py
@@ -1,7 +1,5 @@
 """Tests for codebase tools."""
 
-import subprocess
-
 import pytest
 
 from codegen.extensions.tools import (
@@ -17,7 +15,6 @@
     replacement_edit,
     reveal_symbol,
     run_codemod,
-    search,
     semantic_edit,
     semantic_search,
     view_file,
@@ -138,10 +135,12 @@ def test_view_file_pagination(large_codebase):
     result = view_file(large_codebase, "src/large_file.py", start_line=350)
     assert result.status == "success"
     assert result.start_line == 350
-    assert result.has_more is True  # File has 2010 lines, so there should be more content
+    # File has 2010 lines, so there should be more content
+    assert result.has_more is True
     assert "def method_69" in result.content  # Regular method
     assert "def class_method_80" in result.content  # Class method at 80
-    assert result.end_line == 599  # Should show 250 lines from start (350 to 599)
+    # Should show 250 lines from start (350 to 599)
+    assert result.end_line == 599
 
     # Test custom max_lines
     result = view_file(large_codebase, "src/large_file.py", max_lines=100)
@@ -189,7 +188,8 @@ def test_view_file_pagination_edge_cases(large_codebase):
     result = view_file(large_codebase, "src/large_file.py", start_line=200, end_line=2000)
     assert result.status == "success"
     assert result.start_line == 200
-    assert result.end_line == min(200 + 250 - 1, 2010)  # Should respect max_lines and file length
+    # Should respect max_lines and file length
+    assert result.end_line == min(200 + 250 - 1, 2010)
 
     # Test negative start_line (should default to 1)
     result = view_file(large_codebase, "src/large_file.py", start_line=-10)
@@ -205,7 +205,8 @@ def test_list_directory(codebase):
     create_file(codebase, "src/core/models.py", "")
     create_file(codebase, "src/utils.py", "")
 
-    result = list_directory(codebase, "./", depth=2)  # Ensure we get nested structure
+    # Ensure we get nested structure
+    result = list_directory(codebase, "./", depth=2)
     assert result.status == "success"
 
     # Check directory structure
@@ -232,126 +233,6 @@ def test_list_directory(codebase):
     assert expected_tree in rendered.strip()
 
 
-def test_search(codebase):
-    """Test searching the codebase."""
-    result = search(codebase, "hello")
-    assert result.status == "success"
-    assert len(result.results) > 0
-
-    # Check that we found the right content
-    assert any("hello" in match.match.lower() for file_result in result.results for match in file_result.matches)
-
-    # Check pagination info
-    assert result.page == 1
-    assert result.total_pages >= 1
-    assert result.files_per_page == 10
-
-
-def test_search_regex(codebase):
-    """Test searching with regex."""
-    # Search for function definitions
-    result = search(codebase, r"def\s+\w+", use_regex=True)
-    assert result.status == "success"
-    assert len(result.results) > 0
-
-    # Should find both 'def hello' and 'def greet'
-    matches = [match.line for file_result in result.results for match in file_result.matches]
-    assert any("def hello" in match for match in matches)
-    assert any("def greet" in match for match in matches)
-
-
-def test_search_pagination(codebase, tmpdir):
-    """Test search pagination."""
-    # Create multiple files to test pagination
-    files_dict = {}
-    for i in range(15):  # Create enough files to span multiple pages
-        content = f"def function_{i}():\n    print('Hello from function {i}!')"
-        files_dict[f"src/file_{i}.py"] = content
-
-    # Create a new codebase with all the files
-    with get_codebase_session(tmpdir=tmpdir, files=files_dict) as pagination_codebase:
-        # Search with default pagination (page 1)
-        result_page1 = search(pagination_codebase, "Hello", files_per_page=5)
-        assert result_page1.status == "success"
-        assert result_page1.page == 1
-        assert len(result_page1.results) <= 5
-
-        # If we have enough results for multiple pages
-        if result_page1.total_pages > 1:
-            # Get page 2
-            result_page2 = search(pagination_codebase, "Hello", page=2, files_per_page=5)
-            assert result_page2.status == "success"
-            assert result_page2.page == 2
-            assert len(result_page2.results) <= 5
-
-            # Ensure different files on different pages
-            page1_files = {r.filepath for r in result_page1.results}
-            page2_files = {r.filepath for r in result_page2.results}
-            assert not page1_files.intersection(page2_files)
-
-
-def test_search_fallback(codebase, monkeypatch):
-    """Test fallback to Python implementation when ripgrep fails."""
-
-    # Mock subprocess.run to simulate ripgrep failure
-    def mock_subprocess_run(*args, **kwargs):
-        msg = "Simulated ripgrep failure"
-        raise subprocess.SubprocessError(msg)
-
-    # Apply the mock
-    monkeypatch.setattr(subprocess, "run", mock_subprocess_run)
-
-    # Search should still work using Python fallback
-    result = search(codebase, "hello")
-    assert result.status == "success"
-    assert len(result.results) > 0
-
-
-def test_search_ripgrep_not_found(codebase, monkeypatch):
-    """Test fallback to Python implementation when ripgrep is not installed."""
-
-    # Mock subprocess.run to simulate ripgrep not found
-    def mock_subprocess_run(*args, **kwargs):
-        msg = "Simulated ripgrep not found"
-        raise FileNotFoundError(msg)
-
-    # Apply the mock
-    monkeypatch.setattr(subprocess, "run", mock_subprocess_run)
-
-    # Search should still work using Python fallback
-    result = search(codebase, "hello")
-    assert result.status == "success"
-    assert len(result.results) > 0
-
-
-def test_search_uses_ripgrep(codebase, monkeypatch):
-    """Test that ripgrep is used when available."""
-    # Track if ripgrep was called
-    ripgrep_called = False
-
-    # Store original subprocess.run
-    original_run = subprocess.run
-
-    # Mock subprocess.run to track calls and then call the original
-    def mock_subprocess_run(*args, **kwargs):
-        nonlocal ripgrep_called
-        # Check if this is a ripgrep call
-        if args and args[0] and isinstance(args[0], list) and args[0][0] == "rg":
-            ripgrep_called = True
-        # Call the original implementation
-        return original_run(*args, **kwargs)
-
-    # Apply the mock
-    monkeypatch.setattr(subprocess, "run", mock_subprocess_run)
-
-    # Perform a search
-    result = search(codebase, "hello")
-    assert result.status == "success"
-
-    # Verify ripgrep was called
-    assert ripgrep_called, "Ripgrep was not used for the search"
-
-
 def test_edit_file(codebase):
     """Test editing a file."""
     result = edit_file(codebase, "src/main.py", "print('edited')")

From 0af487f15bb0a40d45b30a1272f09aca7bdef99c Mon Sep 17 00:00:00 2001
From: jemeza-codegen <165736868+jemeza-codegen@users.noreply.github.com>
Date: Wed, 5 Mar 2025 14:31:35 -0800
Subject: [PATCH 28/66] chore: better linking between a swebench run and its
 langsmith trace (#761)

# Motivation

Currently there isn't a good way to find a langsmith trace given a
run_id and instance_id

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [ ] I have added tests for my changes
- [ ] I have updated the documentation or added new documentation as
needed
---
 .../swebench_agent_run/entry_point.py         |  4 +--
 .../examples/swebench_agent_run/run_eval.py   | 14 ++++-----
 src/codegen/agents/code_agent.py              | 30 +++++++++++++++++--
 src/codegen/extensions/swebench/harness.py    |  4 +--
 4 files changed, 38 insertions(+), 14 deletions(-)

diff --git a/codegen-examples/examples/swebench_agent_run/entry_point.py b/codegen-examples/examples/swebench_agent_run/entry_point.py
index 79fd19575..bd7b6ec2b 100644
--- a/codegen-examples/examples/swebench_agent_run/entry_point.py
+++ b/codegen-examples/examples/swebench_agent_run/entry_point.py
@@ -14,6 +14,6 @@
 
 
 @app.function(timeout=43200)
-async def run_agent_modal(entry: SweBenchExample):
+async def run_agent_modal(entry: SweBenchExample, run_id: str):
     """Modal function to process a single example from the SWE-bench dataset."""
-    return run_agent_on_entry(entry)
+    return run_agent_on_entry(entry, run_id=run_id)
diff --git a/codegen-examples/examples/swebench_agent_run/run_eval.py b/codegen-examples/examples/swebench_agent_run/run_eval.py
index 92752d976..0c0e04f65 100644
--- a/codegen-examples/examples/swebench_agent_run/run_eval.py
+++ b/codegen-examples/examples/swebench_agent_run/run_eval.py
@@ -17,7 +17,7 @@
 run_agent_modal = modal.Function.from_name(app_name="swebench-agent-run", name="run_agent_modal")
 
 
-async def process_batch_modal(examples: list[SweBenchExample], num_workers=5, min_workers=1, max_retries=3):
+async def process_batch_modal(examples: list[SweBenchExample], run_id: str, num_workers=5, min_workers=1, max_retries=3):
     """Process a batch of examples concurrently using a queue system with incremental worker scaling.
 
     Args:
@@ -110,7 +110,7 @@ async def is_rate_limit_error(error):
 
     async def process_example(example, attempt, current_task):
         try:
-            result = await run_agent_modal.remote.aio(example)
+            result = await run_agent_modal.remote.aio(example, run_id=run_id)
 
             if result is None:
                 print(f"Warning: Null result for {example.instance_id}")
@@ -222,7 +222,7 @@ async def worker():
     return [results.get(example.instance_id, {"instance_id": example.instance_id, "status": "missing"}) for example in examples]
 
 
-def process_batch_local(examples: list[SweBenchExample], num_workers=5, codebases: dict[str, Codebase] = {}):
+def process_batch_local(examples: list[SweBenchExample], num_workers=5, codebases: dict[str, Codebase] = {}, run_id: str | None = None):
     """Process a batch of examples synchronously.
 
     Args:
@@ -242,9 +242,9 @@ def process_batch_local(examples: list[SweBenchExample], num_workers=5, codebase
             try:
                 # Run the agent locally instead of using modal
                 if codebases and example.instance_id in codebases:
-                    result = run_agent_on_entry(example, codebase=codebases[example.instance_id])
+                    result = run_agent_on_entry(example, codebase=codebases[example.instance_id], run_id=run_id)
                 else:
-                    result = run_agent_on_entry(example)
+                    result = run_agent_on_entry(example, run_id=run_id)
                 results.append(result)
 
             except Exception as e:
@@ -294,9 +294,9 @@ async def run_eval(
 
             # Process all examples in parallel batches
             if local:
-                results = process_batch_local(examples, codebases=codebases)
+                results = process_batch_local(examples, codebases=codebases, run_id=run_id)
             else:
-                results = await process_batch_modal(examples, num_workers=num_workers)
+                results = await process_batch_modal(examples, num_workers=num_workers, run_id=run_id)
 
             # Save individual results
             for result in results:
diff --git a/src/codegen/agents/code_agent.py b/src/codegen/agents/code_agent.py
index cb7be3ffa..a7c500c90 100644
--- a/src/codegen/agents/code_agent.py
+++ b/src/codegen/agents/code_agent.py
@@ -4,6 +4,7 @@
 
 from langchain.tools import BaseTool
 from langchain_core.messages import AIMessage
+from langchain_core.runnables.config import RunnableConfig
 from langsmith import Client
 
 from codegen.extensions.langchain.agent import create_codebase_agent
@@ -16,7 +17,17 @@
 class CodeAgent:
     """Agent for interacting with a codebase."""
 
-    def __init__(self, codebase: "Codebase", model_provider: str = "anthropic", model_name: str = "claude-3-5-sonnet-latest", memory: bool = True, tools: Optional[list[BaseTool]] = None, **kwargs):
+    def __init__(
+        self,
+        codebase: "Codebase",
+        model_provider: str = "anthropic",
+        model_name: str = "claude-3-7-sonnet-latest",
+        memory: bool = True,
+        tools: Optional[list[BaseTool]] = None,
+        run_id: Optional[str] = None,
+        instance_id: Optional[str] = None,
+        **kwargs,
+    ):
         """Initialize a CodeAgent.
 
         Args:
@@ -34,6 +45,8 @@ def __init__(self, codebase: "Codebase", model_provider: str = "anthropic", mode
         self.codebase = codebase
         self.agent = create_codebase_agent(self.codebase, model_provider=model_provider, model_name=model_name, memory=memory, additional_tools=tools, **kwargs)
         self.langsmith_client = Client()
+        self.run_id = run_id
+        self.instance_id = instance_id
 
         # Get project name from environment variable or use a default
         self.project_name = os.environ.get("LANGCHAIN_PROJECT", "RELACE")
@@ -55,9 +68,20 @@ def run(self, prompt: str, thread_id: Optional[str] = None) -> str:
         # this message has a reducer which appends the current message to the existing history
         # see more https://langchain-ai.github.io/langgraph/concepts/low_level/#reducers
         input = {"messages": [("user", prompt)]}
-
+        metadata = {"project": self.project_name}
+        tags = []
+        # Add SWEBench run ID and instance ID to the metadata and tags for filtering
+        if self.run_id is not None:
+            metadata["swebench_run_id"] = self.run_id
+            tags.append(self.run_id)
+
+        if self.instance_id is not None:
+            metadata["swebench_instance_id"] = self.instance_id
+            tags.append(self.instance_id)
+
+        config = RunnableConfig(configurable={"thread_id": thread_id}, tags=tags, metadata=metadata, recursion_limit=100)
         # we stream the steps instead of invoke because it allows us to access intermediate nodes
-        stream = self.agent.stream(input, config={"configurable": {"thread_id": thread_id, "metadata": {"project": self.project_name}}, "recursion_limit": 100}, stream_mode="values")
+        stream = self.agent.stream(input, config=config, stream_mode="values")
 
         # Keep track of run IDs from the stream
         run_ids = []
diff --git a/src/codegen/extensions/swebench/harness.py b/src/codegen/extensions/swebench/harness.py
index 5f4055d9c..5316b109a 100644
--- a/src/codegen/extensions/swebench/harness.py
+++ b/src/codegen/extensions/swebench/harness.py
@@ -49,7 +49,7 @@ def show_problems(dataset):
         print(f"{inst}: {problem}")
 
 
-def run_agent_on_entry(entry: SweBenchExample, codebase: Codebase | None = None):
+def run_agent_on_entry(entry: SweBenchExample, codebase: Codebase | None = None, run_id: str | None = None):
     """Process one `entry` from SWE Bench using the LLM `models` at the
     given `temperature`.  Set `model_name_or_path` in the result json.
     """
@@ -70,7 +70,7 @@ def run_agent_on_entry(entry: SweBenchExample, codebase: Codebase | None = None)
         )
         codebase = Codebase.from_repo(repo_full_name=entry.repo, commit=base_commit, language="python", config=config)  # check out the repo
 
-    agent = CodeAgent(codebase=codebase)
+    agent = CodeAgent(codebase=codebase, run_id=run_id, instance_id=instance_id)
 
     pprint.pprint(instance_id)
     pprint.pprint(gold_files)

From cb2329e5ac1ed9a8271849998c13bdf0b73d0787 Mon Sep 17 00:00:00 2001
From: Edward Li <jiaxi.edwardli@gmail.com>
Date: Wed, 5 Mar 2025 15:03:32 -0800
Subject: [PATCH 29/66] Fix invalid file bug with `iter_files` (#764)

# Motivation

<!-- Why is this change necessary? -->

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [ ] I have added tests for my changes
- [ ] I have updated the documentation or added new documentation as
needed
---
 src/codegen/extensions/tools/semantic_edit.py  |  2 +-
 src/codegen/git/repo_operator/repo_operator.py | 13 +++++++------
 2 files changed, 8 insertions(+), 7 deletions(-)

diff --git a/src/codegen/extensions/tools/semantic_edit.py b/src/codegen/extensions/tools/semantic_edit.py
index 80099830e..91f35083d 100644
--- a/src/codegen/extensions/tools/semantic_edit.py
+++ b/src/codegen/extensions/tools/semantic_edit.py
@@ -109,7 +109,7 @@ def get_llm_edit(original_file_section: str, edit_content: str) -> str:
 
 
 def _validate_edit_boundaries(original_lines: list[str], modified_lines: list[str], start_idx: int, end_idx: int) -> None:
-    """Validate that the edit only modified lines within the specified boundaries.
+    """Validate` that the edit only modified lines within the specified boundaries.
 
     Args:
         original_lines: Original file lines
diff --git a/src/codegen/git/repo_operator/repo_operator.py b/src/codegen/git/repo_operator/repo_operator.py
index 9f1f58007..24db86ede 100644
--- a/src/codegen/git/repo_operator/repo_operator.py
+++ b/src/codegen/git/repo_operator/repo_operator.py
@@ -643,13 +643,14 @@ def iter_files(
 
             if extensions is None or any(filepath.endswith(e) for e in extensions):
                 try:
-                    if not skip_content:
-                        content = self.get_file(filepath)
-                        yield rel_filepath, content
+                    if os.path.isfile(filepath):
+                        if not skip_content:
+                            content = self.get_file(filepath)
+                            yield rel_filepath, content
+                        else:
+                            yield rel_filepath, ""
                     else:
-                        # WTF??? A no-op file read here fixes file parsing somehow?
-                        open(filepath).close()
-                        yield rel_filepath, ""
+                        logger.warning(f"Skipping {filepath} because it does not exist or is not a valid file.")
                 except Exception as e:
                     logger.warning(f"Error reading file {filepath}: {e}")
 

From 7903a9e2f940365524e5cc61f88997b60d968981 Mon Sep 17 00:00:00 2001
From: Vishal Shenoy <vishal.nshenoy@icloud.com>
Date: Wed, 5 Mar 2025 16:56:58 -0800
Subject: [PATCH 30/66] GitHub Webhook Fix (#765)

---
 .../examples/github_checks/README.md          | 34 +++++++++++--------
 .../examples/github_checks/app.py             |  2 +-
 2 files changed, 20 insertions(+), 16 deletions(-)

diff --git a/codegen-examples/examples/github_checks/README.md b/codegen-examples/examples/github_checks/README.md
index cb0a87f94..605532669 100644
--- a/codegen-examples/examples/github_checks/README.md
+++ b/codegen-examples/examples/github_checks/README.md
@@ -1,10 +1,10 @@
 # Github Checks
 
-This application is a GitHub integration that analyzes import cycles in Python codebases. It automatically runs when a pull request is labeled and checks for potentially problematic import patterns in the modified codebase.
+This application is a GitHub integration that analyzes import cycles in codebases. It automatically runs when a pull request is labeled and checks for potentially problematic import patterns in the modified codebase.
 
 ## Features
 
-- Analyzes import relationships in Python codebases
+- Analyzes import relationships in codebases
 - Detects circular import dependencies
 - Identifies problematic cycles with mixed static and dynamic imports
 - Automatically comments on pull requests with detailed analysis
@@ -48,19 +48,20 @@ This application is a GitHub integration that analyzes import cycles in Python c
 1. Results are posted as a comment on the pull request
 
    ```python
+    message = ["### Import Cycle Analysis - GitHub Check\n"]
+
     if problematic_loops:
-       message.append("\n### ⚠️ Problematic Import Cycles")
-       message.append("(Cycles with mixed static and dynamic imports)")
-       for i, cycle in enumerate(problematic_loops, 1):
-           message.append(f"\n#### Problematic Cycle #{i}")
-           message.append("Mixed imports:")
-           for (from_file, to_file), imports in cycle["mixed_imports"].items():
-               message.append(f"\nFrom: `{from_file}`")
-               message.append(f"To: `{to_file}`")
-               message.append(f"- Static imports: {imports['static']}")
-               message.append(f"- Dynamic imports: {imports['dynamic']}")
-
-   create_pr_comment(codebase, event.pull_request, number, "\n".join(message))
+        message.append("\n### ⚠️ Potentially Problematic Import Cycles")
+        message.append("Cycles with mixed static and dynamic imports, which might recquire attention.")
+        for i, cycle in enumerate(problematic_loops, 1):
+            message.append(f"\n#### Problematic Cycle {i}")
+            for (from_file, to_file), imports in cycle["mixed_imports"].items():
+                message.append(f"\nFrom: `{from_file}`")
+                message.append(f"To: `{to_file}`")
+                message.append(f"- Static imports: {imports['static']}")
+                message.append(f"- Dynamic imports: {imports['dynamic']}")
+    else:
+        message.append("\nNo problematic import cycles found! 🎉")
    ```
 
 ## Setup
@@ -75,7 +76,7 @@ This application is a GitHub integration that analyzes import cycles in Python c
 
 1. Set up your environment variables in a `.env` file
 
-   - `GITHUB_TOKEN`: Your GitHub token, configured with `repo` and `workflow` scopes
+   - `GITHUB_TOKEN`: Your GitHub token, configured with `repo` and `workflow` scopes.
 
 1. Deploy the app using Modal:
 
@@ -83,6 +84,9 @@ This application is a GitHub integration that analyzes import cycles in Python c
    modal deploy app.py
    ```
 
+   - After deployment, configure your GitHub App's webhook URL in its developer settings to point to your Modal endpoint with the endpoint `/github/events`
+   - The app will analyze imports via the Modal deployment whenever a pull request receives a `Codegen` label
+
 ## Technical Details
 
 The application uses Codegen to parse the codebase and a combination of NetworkX and Codegen to analyze the import relationships. The app is structured as a Modal App with a FastAPI server.
diff --git a/codegen-examples/examples/github_checks/app.py b/codegen-examples/examples/github_checks/app.py
index fe5097154..8166e5d31 100644
--- a/codegen-examples/examples/github_checks/app.py
+++ b/codegen-examples/examples/github_checks/app.py
@@ -144,7 +144,7 @@ def handle_pr(event: PullRequestLabeledEvent):
     )
 )
 
-app = modal.App("codegen-test")
+app = modal.App("codegen-import-cycles-github-check")
 
 
 @app.function(image=base_image, secrets=[modal.Secret.from_dotenv()])

From a2c6a5322dddd3b0660ddf661934aadfc1af9ab9 Mon Sep 17 00:00:00 2001
From: "renovate[bot]" <29139614+renovate[bot]@users.noreply.github.com>
Date: Thu, 6 Mar 2025 00:59:39 +0000
Subject: [PATCH 31/66] fix(deps): update dependency openai to v1.65.4 (#766)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

This PR contains the following updates:

| Package | Change | Age | Adoption | Passing | Confidence |
|---|---|---|---|---|---|
| [openai](https://redirect.github.com/openai/openai-python) |
`==1.65.3` -> `==1.65.4` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/openai/1.65.4?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![adoption](https://developer.mend.io/api/mc/badges/adoption/pypi/openai/1.65.4?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![passing](https://developer.mend.io/api/mc/badges/compatibility/pypi/openai/1.65.3/1.65.4?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/pypi/openai/1.65.3/1.65.4?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|

---

### Release Notes

<details>
<summary>openai/openai-python (openai)</summary>

###
[`v1.65.4`](https://redirect.github.com/openai/openai-python/blob/HEAD/CHANGELOG.md#1654-2025-03-05)

Full Changelog:
[v1.65.3...v1.65.4](https://redirect.github.com/openai/openai-python/compare/v1.65.3...v1.65.4)

##### Bug Fixes

- **api:** add missing file rank enum + more metadata
([#&#8203;2164](https://redirect.github.com/openai/openai-python/issues/2164))
([0387e48](https://redirect.github.com/openai/openai-python/commit/0387e48e0880e496eb74b60eec9ed76a3171f14d))

</details>

---

### Configuration

📅 **Schedule**: Branch creation - At any time (no schedule defined),
Automerge - "* 0-3 * * 1" (UTC).

🚦 **Automerge**: Enabled.

♻ **Rebasing**: Whenever PR is behind base branch, or you tick the
rebase/retry checkbox.

🔕 **Ignore**: Close this PR and you won't be reminded about this update
again.

---

- [ ] <!-- rebase-check -->If you want to rebase/retry this PR, check
this box

---

This PR was generated by [Mend Renovate](https://mend.io/renovate/).
View the [repository job
log](https://developer.mend.io/github/codegen-sh/codegen).

<!--renovate-debug:eyJjcmVhdGVkSW5WZXIiOiIzOS4xODUuNCIsInVwZGF0ZWRJblZlciI6IjM5LjE4NS40IiwidGFyZ2V0QnJhbmNoIjoiZGV2ZWxvcCIsImxhYmVscyI6W119-->

Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 uv.lock        | 8 ++++----
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 93d695eb8..ea7fa4ae1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,7 +6,7 @@ readme = "README.md"
 # renovate: datasource=python-version depName=python
 requires-python = ">=3.12, <3.14"
 dependencies = [
-  "openai==1.65.3",
+  "openai==1.65.4",
   "tiktoken<1.0.0,>=0.5.1",
   "tabulate>=0.9.0,<1.0.0",
   "codeowners<1.0.0,>=0.6.0",
diff --git a/uv.lock b/uv.lock
index 5340f0dad..86bc5b166 100644
--- a/uv.lock
+++ b/uv.lock
@@ -701,7 +701,7 @@ requires-dist = [
     { name = "neo4j" },
     { name = "networkx", specifier = ">=3.4.1" },
     { name = "numpy", specifier = ">=2.2.2" },
-    { name = "openai", specifier = "==1.65.3" },
+    { name = "openai", specifier = "==1.65.4" },
     { name = "packaging", specifier = ">=24.2" },
     { name = "pip", specifier = ">=24.3.1" },
     { name = "plotly", specifier = ">=5.24.0,<7.0.0" },
@@ -2716,7 +2716,7 @@ wheels = [
 
 [[package]]
 name = "openai"
-version = "1.65.3"
+version = "1.65.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "anyio" },
@@ -2728,9 +2728,9 @@ dependencies = [
     { name = "tqdm" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/32/4f/b34b6fad12e1f6b3f42922214c161d5ef74a50fa97d9ae7d680db0958ff4/openai-1.65.3.tar.gz", hash = "sha256:9b7cd8f79140d03d77f4ed8aeec6009be5dcd79bbc02f03b0e8cd83356004f71", size = 358821 }
+sdist = { url = "https://files.pythonhosted.org/packages/fa/8d/1f7aace801afbbe4d6b8c7fa89b76eb9a3a8eeff38b84d4005d47b226b30/openai-1.65.4.tar.gz", hash = "sha256:0b08c58625d556f5c6654701af1023689c173eb0989ce8f73c7fd0eb22203c76", size = 359365 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/86/d5/b8378be0f4cf192992aa3080eb9ddcdca3109b399be61984424aaa79f847/openai-1.65.3-py3-none-any.whl", hash = "sha256:a155fa5d60eccda516384d3d60d923e083909cc126f383fe4a350f79185c232a", size = 472758 },
+    { url = "https://files.pythonhosted.org/packages/ba/db/7bab832be24631a793492c1c61ecbf029018b99696f435db3b63d690bf1c/openai-1.65.4-py3-none-any.whl", hash = "sha256:15566d46574b94eae3d18efc2f9a4ebd1366d1d44bfc1bdafeea7a5cf8271bcb", size = 473523 },
 ]
 
 [[package]]

From 5515372e5e7cec74ce04af517dd3db0a76236ea8 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 6 Mar 2025 01:01:38 +0000
Subject: [PATCH 32/66] update changelog

---
 docs/changelog/changelog.mdx | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/docs/changelog/changelog.mdx b/docs/changelog/changelog.mdx
index f3ef3be22..a3efe5e36 100644
--- a/docs/changelog/changelog.mdx
+++ b/docs/changelog/changelog.mdx
@@ -4,6 +4,13 @@ icon: "clock"
 iconType: "solid"
 ---
 
+<Update label="v0.46.1" description="March 06, 2025">
+### [Bug fixes and GitHub Webhook functionality improvements.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.46.1)
+- Fix invalid file handling bug
+- Improve GitHub Webhook functionality
+- Enhance testing and documentation updates
+</Update>
+
 <Update label="v0.46.0" description="March 04, 2025">
 ### [Introduces a better search tool and dynamic scaling.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.46.0)
 - Fix issues with unpacking functionality

From 26b5ca444de9ca4e36e6e48ac6dddedc36ddf9ea Mon Sep 17 00:00:00 2001
From: jemeza-codegen <165736868+jemeza-codegen@users.noreply.github.com>
Date: Wed, 5 Mar 2025 17:13:00 -0800
Subject: [PATCH 33/66] chore: model is now a parameter for the run eval
 command (#767)

# Motivation

Currently there is no way to specify which model to use from the command
line when running the swe bench eval.

# Content

Passes model name through the functions

# Testing

This is a test

# Please check the following before marking your PR as ready for review

- [x] I have added tests for my changes
- [x] I have updated the documentation or added new documentation as
needed
---
 .../swebench_agent_run/entry_point.py         |  4 +--
 .../examples/swebench_agent_run/run_eval.py   | 30 ++++++++++++-------
 src/codegen/extensions/swebench/harness.py    |  4 +--
 3 files changed, 24 insertions(+), 14 deletions(-)

diff --git a/codegen-examples/examples/swebench_agent_run/entry_point.py b/codegen-examples/examples/swebench_agent_run/entry_point.py
index bd7b6ec2b..a364aaa19 100644
--- a/codegen-examples/examples/swebench_agent_run/entry_point.py
+++ b/codegen-examples/examples/swebench_agent_run/entry_point.py
@@ -14,6 +14,6 @@
 
 
 @app.function(timeout=43200)
-async def run_agent_modal(entry: SweBenchExample, run_id: str):
+async def run_agent_modal(entry: SweBenchExample, run_id: str, model: str):
     """Modal function to process a single example from the SWE-bench dataset."""
-    return run_agent_on_entry(entry, run_id=run_id)
+    return run_agent_on_entry(entry, run_id=run_id, model=model)
diff --git a/codegen-examples/examples/swebench_agent_run/run_eval.py b/codegen-examples/examples/swebench_agent_run/run_eval.py
index 0c0e04f65..9a86135d8 100644
--- a/codegen-examples/examples/swebench_agent_run/run_eval.py
+++ b/codegen-examples/examples/swebench_agent_run/run_eval.py
@@ -17,7 +17,7 @@
 run_agent_modal = modal.Function.from_name(app_name="swebench-agent-run", name="run_agent_modal")
 
 
-async def process_batch_modal(examples: list[SweBenchExample], run_id: str, num_workers=5, min_workers=1, max_retries=3):
+async def process_batch_modal(examples: list[SweBenchExample], run_id: str, model: str, num_workers=5, min_workers=1, max_retries=3):
     """Process a batch of examples concurrently using a queue system with incremental worker scaling.
 
     Args:
@@ -110,7 +110,7 @@ async def is_rate_limit_error(error):
 
     async def process_example(example, attempt, current_task):
         try:
-            result = await run_agent_modal.remote.aio(example, run_id=run_id)
+            result = await run_agent_modal.remote.aio(example, run_id=run_id, model=model)
 
             if result is None:
                 print(f"Warning: Null result for {example.instance_id}")
@@ -222,7 +222,7 @@ async def worker():
     return [results.get(example.instance_id, {"instance_id": example.instance_id, "status": "missing"}) for example in examples]
 
 
-def process_batch_local(examples: list[SweBenchExample], num_workers=5, codebases: dict[str, Codebase] = {}, run_id: str | None = None):
+def process_batch_local(examples: list[SweBenchExample], model: str, num_workers=5, codebases: dict[str, Codebase] = {}, run_id: str | None = None):
     """Process a batch of examples synchronously.
 
     Args:
@@ -242,9 +242,9 @@ def process_batch_local(examples: list[SweBenchExample], num_workers=5, codebase
             try:
                 # Run the agent locally instead of using modal
                 if codebases and example.instance_id in codebases:
-                    result = run_agent_on_entry(example, codebase=codebases[example.instance_id], run_id=run_id)
+                    result = run_agent_on_entry(example, model=model, codebase=codebases[example.instance_id], run_id=run_id)
                 else:
-                    result = run_agent_on_entry(example, run_id=run_id)
+                    result = run_agent_on_entry(example, model=model, run_id=run_id)
                 results.append(result)
 
             except Exception as e:
@@ -267,7 +267,15 @@ def process_batch_local(examples: list[SweBenchExample], num_workers=5, codebase
 
 
 async def run_eval(
-    use_existing_preds: str | None, dataset: str, length: int, instance_id: str | None = None, local: bool = False, codebases: dict[str, Codebase] = {}, repo: str | None = None, num_workers: int = 5
+    use_existing_preds: str | None,
+    dataset: str,
+    length: int,
+    instance_id: str | None = None,
+    local: bool = False,
+    codebases: dict[str, Codebase] = {},
+    repo: str | None = None,
+    num_workers: int = 5,
+    model: str = "claude-3-7-sonnet-latest",
 ):
     run_id = use_existing_preds or str(uuid.uuid4())
     print(f"Run ID: {run_id}")
@@ -294,9 +302,9 @@ async def run_eval(
 
             # Process all examples in parallel batches
             if local:
-                results = process_batch_local(examples, codebases=codebases, run_id=run_id)
+                results = process_batch_local(examples, model=model, codebases=codebases, run_id=run_id)
             else:
-                results = await process_batch_modal(examples, num_workers=num_workers, run_id=run_id)
+                results = await process_batch_modal(examples, model=model, run_id=run_id, num_workers=num_workers)
 
             # Save individual results
             for result in results:
@@ -355,9 +363,11 @@ async def run_eval(
 @click.option(
     "--num-workers", help="The number of workers to use. This is the number of examples that will be processed concurrently. A large number may lead to rate limiting issues.", type=int, default=5
 )
-def run_eval_command(use_existing_preds, dataset, length, instance_id, local, repo, num_workers):
+@click.option("--model", help="The model to use.", type=str, default="claude-3-7-sonnet-latest")
+def run_eval_command(use_existing_preds, dataset, length, instance_id, local, repo, num_workers, model):
     print(f"Repo: {repo}")
-    asyncio.run(run_eval(use_existing_preds=use_existing_preds, dataset=dataset, length=length, instance_id=instance_id, codebases=None, local=local, repo=repo, num_workers=num_workers))
+    print(f"Model: {model}")
+    asyncio.run(run_eval(use_existing_preds=use_existing_preds, dataset=dataset, length=length, instance_id=instance_id, codebases=None, local=local, repo=repo, num_workers=num_workers, model=model))
 
 
 if __name__ == "__main__":
diff --git a/src/codegen/extensions/swebench/harness.py b/src/codegen/extensions/swebench/harness.py
index 5316b109a..90cc9e017 100644
--- a/src/codegen/extensions/swebench/harness.py
+++ b/src/codegen/extensions/swebench/harness.py
@@ -49,7 +49,7 @@ def show_problems(dataset):
         print(f"{inst}: {problem}")
 
 
-def run_agent_on_entry(entry: SweBenchExample, codebase: Codebase | None = None, run_id: str | None = None):
+def run_agent_on_entry(entry: SweBenchExample, model: str, codebase: Codebase | None = None, run_id: str | None = None):
     """Process one `entry` from SWE Bench using the LLM `models` at the
     given `temperature`.  Set `model_name_or_path` in the result json.
     """
@@ -70,7 +70,7 @@ def run_agent_on_entry(entry: SweBenchExample, codebase: Codebase | None = None,
         )
         codebase = Codebase.from_repo(repo_full_name=entry.repo, commit=base_commit, language="python", config=config)  # check out the repo
 
-    agent = CodeAgent(codebase=codebase, run_id=run_id, instance_id=instance_id)
+    agent = CodeAgent(codebase=codebase, run_id=run_id, instance_id=instance_id, model_name=model)
 
     pprint.pprint(instance_id)
     pprint.pprint(gold_files)

From c44d98e07788d3a0c229017d075696c4e679230c Mon Sep 17 00:00:00 2001
From: Jay Hack <jayhack@users.noreply.github.com>
Date: Thu, 6 Mar 2025 08:44:57 -0800
Subject: [PATCH 34/66] feat: adds SearchGithubIssuesTool (#747)

# Motivation

<!-- Why is this change necessary? -->

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [ ] I have added tests for my changes
- [ ] I have updated the documentation or added new documentation as
needed
---
 src/codegen/agents/code_agent.py              | 34 +++++++-
 src/codegen/extensions/langchain/tools.py     | 41 ++++++++--
 .../extensions/tools/github/__init__.py       |  2 +
 src/codegen/extensions/tools/github/search.py | 77 +++++++++++++++++++
 src/codegen/git/clients/git_repo_client.py    | 11 +++
 tests/integration/extension/test_github.py    | 51 ++++++++++--
 6 files changed, 200 insertions(+), 16 deletions(-)
 create mode 100644 src/codegen/extensions/tools/github/search.py

diff --git a/src/codegen/agents/code_agent.py b/src/codegen/agents/code_agent.py
index a7c500c90..3c3cc9b88 100644
--- a/src/codegen/agents/code_agent.py
+++ b/src/codegen/agents/code_agent.py
@@ -8,7 +8,9 @@
 from langsmith import Client
 
 from codegen.extensions.langchain.agent import create_codebase_agent
-from codegen.extensions.langchain.utils.get_langsmith_url import find_and_print_langsmith_run_url
+from codegen.extensions.langchain.utils.get_langsmith_url import (
+    find_and_print_langsmith_run_url,
+)
 
 if TYPE_CHECKING:
     from codegen import Codebase
@@ -17,6 +19,13 @@
 class CodeAgent:
     """Agent for interacting with a codebase."""
 
+    codebase: "Codebase"
+    agent: any
+    langsmith_client: Client
+    project_name: str
+    thread_id: str | None = None
+    config: dict = {}
+
     def __init__(
         self,
         codebase: "Codebase",
@@ -43,7 +52,14 @@ def __init__(
                 - max_tokens: Maximum number of tokens to generate
         """
         self.codebase = codebase
-        self.agent = create_codebase_agent(self.codebase, model_provider=model_provider, model_name=model_name, memory=memory, additional_tools=tools, **kwargs)
+        self.agent = create_codebase_agent(
+            self.codebase,
+            model_provider=model_provider,
+            model_name=model_name,
+            memory=memory,
+            additional_tools=tools,
+            **kwargs,
+        )
         self.langsmith_client = Client()
         self.run_id = run_id
         self.instance_id = instance_id
@@ -64,6 +80,14 @@ def run(self, prompt: str, thread_id: Optional[str] = None) -> str:
         """
         if thread_id is None:
             thread_id = str(uuid4())
+        self.thread_id = thread_id
+        self.config = {
+            "configurable": {
+                "thread_id": thread_id,
+                "metadata": {"project": self.project_name},
+            },
+            "recursion_limit": 100,
+        }
 
         # this message has a reducer which appends the current message to the existing history
         # see more https://langchain-ai.github.io/langgraph/concepts/low_level/#reducers
@@ -134,3 +158,9 @@ def get_agent_trace_url(self) -> str | None:
             print(traceback.format_exc())
             print(separator)
             return None
+
+    def get_tools(self) -> list[BaseTool]:
+        return list(self.agent.get_graph().nodes["tools"].data.tools_by_name.values())
+
+    def get_state(self) -> dict:
+        return self.agent.get_state(self.config)
diff --git a/src/codegen/extensions/langchain/tools.py b/src/codegen/extensions/langchain/tools.py
index acfbdaf59..c63843738 100644
--- a/src/codegen/extensions/langchain/tools.py
+++ b/src/codegen/extensions/langchain/tools.py
@@ -7,6 +7,7 @@
 
 from codegen.extensions.linear.linear_client import LinearClient
 from codegen.extensions.tools.bash import run_bash_command
+from codegen.extensions.tools.github.search import search
 from codegen.extensions.tools.linear.linear import (
     linear_comment_on_issue_tool,
     linear_create_issue_tool,
@@ -20,7 +21,6 @@
 from codegen.extensions.tools.relace_edit import relace_edit
 from codegen.extensions.tools.replacement_edit import replacement_edit
 from codegen.extensions.tools.reveal_symbol import reveal_symbol
-from codegen.extensions.tools.search import search
 from codegen.extensions.tools.semantic_edit import semantic_edit
 from codegen.extensions.tools.semantic_search import semantic_search
 from codegen.sdk.core.codebase import Codebase
@@ -560,6 +560,28 @@ def _run(self, title: str, body: str) -> str:
         return result.render()
 
 
+class GithubSearchIssuesInput(BaseModel):
+    """Input for searching GitHub issues."""
+
+    query: str = Field(..., description="Search query string to find issues")
+
+
+class GithubSearchIssuesTool(BaseTool):
+    """Tool for searching GitHub issues."""
+
+    name: ClassVar[str] = "search_issues"
+    description: ClassVar[str] = "Search for GitHub issues/PRs using a query string from pygithub, e.g. 'is:pr is:open test_query'"
+    args_schema: ClassVar[type[BaseModel]] = GithubSearchIssuesInput
+    codebase: Codebase = Field(exclude=True)
+
+    def __init__(self, codebase: Codebase) -> None:
+        super().__init__(codebase=codebase)
+
+    def _run(self, query: str) -> str:
+        result = search(self.codebase, query)
+        return result.render()
+
+
 class GithubViewPRInput(BaseModel):
     """Input for getting PR contents."""
 
@@ -856,6 +878,7 @@ def get_workspace_tools(codebase: Codebase) -> list["BaseTool"]:
         GithubCreatePRCommentTool(codebase),
         GithubCreatePRReviewCommentTool(codebase),
         GithubViewPRTool(codebase),
+        GithubSearchIssuesTool(codebase),
         # Linear
         LinearGetIssueTool(codebase),
         LinearGetIssueCommentsTool(codebase),
@@ -870,22 +893,28 @@ class ReplacementEditInput(BaseModel):
     filepath: str = Field(..., description="Path to the file to edit relative to the workspace root. The file must exist and be a text file.")
     pattern: str = Field(
         ...,
-        description="Regular expression pattern to match text that should be replaced. Supports all Python regex syntax including capture groups (\1, \2, etc). The pattern is compiled with re.MULTILINE flag by default.",
+        description="""Regular expression pattern to match text that should be replaced.
+Supports all Python regex syntax including capture groups (\1, \2, etc). The pattern is compiled with re.MULTILINE flag by default.""",
     )
     replacement: str = Field(
         ...,
-        description="Text to replace matched patterns with. Can reference regex capture groups using \1, \2, etc. If using regex groups in pattern, make sure to preserve them in replacement if needed.",
+        description="""Text to replace matched patterns with.
+Can reference regex capture groups using \1, \2, etc. If using regex groups in pattern, make sure to preserve them in replacement if needed.""",
     )
     start: int = Field(
-        default=1, description="Starting line number (1-indexed, inclusive) to begin replacements from. Use this with 'end' to limit changes to a specific region. Default is 1 (start of file)."
+        default=1,
+        description="""Starting line number (1-indexed, inclusive) to begin replacements from.
+Use this with 'end' to limit changes to a specific region. Default is 1 (start of file).""",
     )
     end: int = Field(
         default=-1,
-        description="Ending line number (1-indexed, inclusive) to stop replacements at. Use -1 to indicate end of file. Use this with 'start' to limit changes to a specific region. Default is -1 (end of file).",
+        description="""Ending line number (1-indexed, inclusive) to stop replacements at.
+Use -1 to indicate end of file. Use this with 'start' to limit changes to a specific region. Default is -1 (end of file).""",
     )
     count: Optional[int] = Field(
         default=None,
-        description="Maximum number of replacements to make. Use None to replace all occurrences (default), or specify a number to limit replacements. Useful when you only want to replace the first N occurrences.",
+        description="""Maximum number of replacements to make. Use None to replace all occurrences (default), or specify a number to limit replacements.
+Useful when you only want to replace the first N occurrences.""",
     )
 
 
diff --git a/src/codegen/extensions/tools/github/__init__.py b/src/codegen/extensions/tools/github/__init__.py
index a59669dd2..f5f9761f3 100644
--- a/src/codegen/extensions/tools/github/__init__.py
+++ b/src/codegen/extensions/tools/github/__init__.py
@@ -1,11 +1,13 @@
 from .create_pr import create_pr
 from .create_pr_comment import create_pr_comment
 from .create_pr_review_comment import create_pr_review_comment
+from .search import search
 from .view_pr import view_pr
 
 __all__ = [
     "create_pr",
     "create_pr_comment",
     "create_pr_review_comment",
+    "search",
     "view_pr",
 ]
diff --git a/src/codegen/extensions/tools/github/search.py b/src/codegen/extensions/tools/github/search.py
new file mode 100644
index 000000000..b83504937
--- /dev/null
+++ b/src/codegen/extensions/tools/github/search.py
@@ -0,0 +1,77 @@
+"""Tools for searching GitHub issues and pull requests."""
+
+from typing import ClassVar
+
+from pydantic import Field
+
+from codegen.sdk.core.codebase import Codebase
+
+from ..observation import Observation
+
+
+class SearchResultObservation(Observation):
+    """Response from searching issues and pull requests."""
+
+    query: str = Field(
+        description="The search query that was used",
+    )
+    results: list[dict] = Field(
+        description="List of matching issues/PRs with their details. Use is:pr in query to search for PRs, is:issue for issues.",
+    )
+
+    str_template: ClassVar[str] = "Found {total} results matching query: {query}"
+
+    @property
+    def total(self) -> int:
+        return len(self.results)
+
+
+def search(
+    codebase: Codebase,
+    query: str,
+    max_results: int = 20,
+) -> SearchResultObservation:
+    """Search for GitHub issues and pull requests using the provided query.
+
+    To search for pull requests specifically, include 'is:pr' in your query.
+    To search for issues specifically, include 'is:issue' in your query.
+    If neither is specified, both issues and PRs will be included in results.
+
+    Args:
+        codebase: The codebase to operate on
+        query: Search query string (e.g. "is:pr label:bug", "is:issue is:open")
+        state: Filter by state ("open", "closed", or "all")
+        max_results: Maximum number of results to return
+    """
+    try:
+        # Get the GitHub repo object
+        repo = codebase._op.remote_git_repo
+
+        # Search using PyGitHub's search_issues (which searches both issues and PRs)
+        results = []
+        for item in repo.search_issues(query)[:max_results]:
+            result = {
+                "title": item.title,
+                "number": item.number,
+                "state": item.state,
+                "labels": [label.name for label in item.labels],
+                "created_at": item.created_at.isoformat(),
+                "updated_at": item.updated_at.isoformat(),
+                "url": item.html_url,
+                "is_pr": item.pull_request is not None,
+            }
+            results.append(result)
+
+        return SearchResultObservation(
+            status="success",
+            query=query,
+            results=results,
+        )
+
+    except Exception as e:
+        return SearchResultObservation(
+            status="error",
+            error=f"Failed to search: {e!s}",
+            query=query,
+            results=[],
+        )
diff --git a/src/codegen/git/clients/git_repo_client.py b/src/codegen/git/clients/git_repo_client.py
index 79c8df2a4..e90735639 100644
--- a/src/codegen/git/clients/git_repo_client.py
+++ b/src/codegen/git/clients/git_repo_client.py
@@ -7,6 +7,7 @@
 from github.Commit import Commit
 from github.GithubException import GithubException, UnknownObjectException
 from github.GithubObject import NotSet, Opt
+from github.Issue import Issue
 from github.IssueComment import IssueComment
 from github.Label import Label
 from github.PullRequest import PullRequest
@@ -431,3 +432,13 @@ def merge_upstream(self, branch_name: str) -> bool:
         post_parameters = {"branch": branch_name}
         status, _, _ = self.repo._requester.requestJson("POST", f"{self.repo.url}/merge-upstream", input=post_parameters)
         return status == 200
+
+    ####################################################################################################################
+    # SEARCH
+    ####################################################################################################################
+
+    def search_issues(self, query: str, **kwargs) -> list[Issue]:
+        return self.gh_client.client.search_issues(query, **kwargs)
+
+    def search_prs(self, query: str, **kwargs) -> list[PullRequest]:
+        return self.gh_client.client.search_issues(query, **kwargs)
diff --git a/tests/integration/extension/test_github.py b/tests/integration/extension/test_github.py
index 7f050bba7..4b6b82693 100644
--- a/tests/integration/extension/test_github.py
+++ b/tests/integration/extension/test_github.py
@@ -1,17 +1,16 @@
-"""Tests for Linear tools."""
+"""Tests for GitHub tools."""
 
 import os
 
 import pytest
 
-from codegen.extensions.linear.linear_client import LinearClient
-from codegen.extensions.tools.github import view_pr
+from codegen.extensions.tools.github import search, view_pr
 from codegen.sdk.core.codebase import Codebase
 
 
 @pytest.fixture
-def client() -> LinearClient:
-    """Create a Linear client for testing."""
+def codebase() -> Codebase:
+    """Create a Codebase instance for testing."""
     token = os.getenv("GITHUB_TOKEN")
     if not token:
         pytest.skip("GITHUB_TOKEN environment variable not set")
@@ -19,8 +18,44 @@ def client() -> LinearClient:
     return codebase
 
 
-def test_github_view_pr(client: LinearClient) -> None:
-    """Test getting an issue from Linear."""
+def test_github_view_pr(codebase: Codebase) -> None:
+    """Test viewing a PR from GitHub."""
     # Link to PR: https://github.com/codegen-sh/Kevin-s-Adventure-Game/pull/419
-    pr = view_pr(client, 419)
+    pr = view_pr(codebase, 419)
     print(pr)
+
+
+def test_github_search_issues(codebase: Codebase) -> None:
+    """Test searching GitHub issues."""
+    # Search for closed issues with the 'bug' label
+    result = search(codebase, query="is:issue is:closed")
+    assert result.status == "success"
+    assert len(result.results) > 0
+    assert "is:issue is:closed" in result.query
+
+    # Verify issue structure
+    if result.results:
+        issue = result.results[0]
+        assert "title" in issue
+        assert "number" in issue
+        assert "state" in issue
+        assert issue["state"] == "closed"
+        assert not issue["is_pr"]  # Should be an issue, not a PR
+
+
+def test_github_search_prs(codebase: Codebase) -> None:
+    """Test searching GitHub pull requests."""
+    # Search for merged PRs
+    result = search(codebase, query="is:pr is:merged")
+    assert result.status == "success"
+    assert len(result.results) > 0
+    assert "is:pr is:merged" in result.query
+
+    # Verify PR structure
+    if result.results:
+        pr = result.results[0]
+        assert "title" in pr
+        assert "number" in pr
+        assert "state" in pr
+        assert pr["state"] == "closed"
+        assert pr["is_pr"]  # Should be a PR

From 0dc997421000df20e627b09e8dd4a76dd68f802e Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 6 Mar 2025 16:48:18 +0000
Subject: [PATCH 35/66] update changelog

---
 docs/changelog/changelog.mdx | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/docs/changelog/changelog.mdx b/docs/changelog/changelog.mdx
index a3efe5e36..3b41df491 100644
--- a/docs/changelog/changelog.mdx
+++ b/docs/changelog/changelog.mdx
@@ -4,6 +4,12 @@ icon: "clock"
 iconType: "solid"
 ---
 
+<Update label="v0.47.0" description="March 06, 2025">
+### [Adds GitHub issues search tool and eval command update.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.47.0)
+- Adds a new tool for searching GitHub issues
+- Makes model a parameter for the run eval command
+</Update>
+
 <Update label="v0.46.1" description="March 06, 2025">
 ### [Bug fixes and GitHub Webhook functionality improvements.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.46.1)
 - Fix invalid file handling bug

From 074e761a38a870b17b4c97e51d205bc98cfd3126 Mon Sep 17 00:00:00 2001
From: Christine Wang <christine@codegen.com>
Date: Thu, 6 Mar 2025 09:29:18 -0800
Subject: [PATCH 36/66] feat: add view PR checks tool (#768)

---
 src/codegen/extensions/langchain/tools.py     | 23 ++++++++
 .../extensions/tools/github/view_pr_checks.py | 54 +++++++++++++++++++
 2 files changed, 77 insertions(+)
 create mode 100644 src/codegen/extensions/tools/github/view_pr_checks.py

diff --git a/src/codegen/extensions/langchain/tools.py b/src/codegen/extensions/langchain/tools.py
index c63843738..5e78db2d1 100644
--- a/src/codegen/extensions/langchain/tools.py
+++ b/src/codegen/extensions/langchain/tools.py
@@ -8,6 +8,7 @@
 from codegen.extensions.linear.linear_client import LinearClient
 from codegen.extensions.tools.bash import run_bash_command
 from codegen.extensions.tools.github.search import search
+from codegen.extensions.tools.github.view_pr_checks import view_pr_checks
 from codegen.extensions.tools.linear.linear import (
     linear_comment_on_issue_tool,
     linear_create_issue_tool,
@@ -669,6 +670,28 @@ def _run(
         return result.render()
 
 
+class GithubViewPRCheckInput(BaseModel):
+    """Input for viewing PR checks"""
+
+    pr_number: int = Field(..., description="The PR number to view checks for")
+
+
+class GithubViewPRCheckTool(BaseTool):
+    """Tool for viewing PR checks."""
+
+    name: ClassVar[str] = "view_pr_checks"
+    description: ClassVar[str] = "View the check suites for a PR"
+    args_schema: ClassVar[type[BaseModel]] = GithubCreatePRReviewCommentInput
+    codebase: Codebase = Field(exclude=True)
+
+    def __init__(self, codebase: Codebase) -> None:
+        super().__init__(codebase=codebase)
+
+    def _run(self, pr_number: int) -> str:
+        result = view_pr_checks(self.codebase, pr_number=pr_number)
+        return result.render()
+
+
 ########################################################################################################################
 # LINEAR
 ########################################################################################################################
diff --git a/src/codegen/extensions/tools/github/view_pr_checks.py b/src/codegen/extensions/tools/github/view_pr_checks.py
new file mode 100644
index 000000000..9f17edaa2
--- /dev/null
+++ b/src/codegen/extensions/tools/github/view_pr_checks.py
@@ -0,0 +1,54 @@
+"""Tool for creating PR review comments."""
+
+import json
+
+from pydantic import Field
+
+from codegen.sdk.core.codebase import Codebase
+
+from ..observation import Observation
+
+
+class PRCheckObservation(Observation):
+    """Response from retrieving PR checks."""
+
+    pr_number: int = Field(
+        description="PR number that was viewed",
+    )
+    head_sha: str | None = Field(
+        description="SHA of the head commit",
+    )
+    summary: str | None = Field(
+        description="Summary of the checks",
+    )
+
+
+def view_pr_checks(codebase: Codebase, pr_number: int) -> PRCheckObservation:
+    """Retrieve check information from a Github PR .
+
+    Args:
+        codebase: The codebase to operate on
+        pr_number: The PR number to view checks on
+    """
+    try:
+        pr = codebase.op.remote_git_repo.get_pull_safe(pr_number)
+        if not pr:
+            return PRCheckObservation(
+                pr_number=pr_number,
+                head_sha=None,
+                summary=None,
+            )
+        commit = codebase.op.remote_git_repo.get_commit_safe(pr.head.sha)
+        all_check_suites = commit.get_check_suites()
+        return PRCheckObservation(
+            pr_number=pr_number,
+            head_sha=pr.head.sha,
+            summary="\n".join([json.dumps(check_suite.raw_data) for check_suite in all_check_suites]),
+        )
+
+    except Exception as e:
+        return PRCheckObservation(
+            pr_number=pr_number,
+            head_sha=None,
+            summary=None,
+        )

From 3eb3324e004f7b2e61beaebc412a3fa0acfd4570 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 6 Mar 2025 17:32:46 +0000
Subject: [PATCH 37/66] update changelog

---
 docs/changelog/changelog.mdx | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/docs/changelog/changelog.mdx b/docs/changelog/changelog.mdx
index 3b41df491..4353d52bf 100644
--- a/docs/changelog/changelog.mdx
+++ b/docs/changelog/changelog.mdx
@@ -4,6 +4,11 @@ icon: "clock"
 iconType: "solid"
 ---
 
+<Update label="v0.48.0" description="March 06, 2025">
+### [adds view PR checks tool.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.48.0)
+- Add view PR checks tool
+</Update>
+
 <Update label="v0.47.0" description="March 06, 2025">
 ### [Adds GitHub issues search tool and eval command update.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.47.0)
 - Adds a new tool for searching GitHub issues

From 30c016e618b3eb6f056ed51cf2bd6d9e9bd5c1de Mon Sep 17 00:00:00 2001
From: Christine Wang <christine@codegen.com>
Date: Thu, 6 Mar 2025 10:18:31 -0800
Subject: [PATCH 38/66] chore: CG-10986 checkout pr tool (#769)

---
 src/codegen/extensions/langchain/tools.py     | 23 +++++++++
 .../extensions/tools/github/checkout_pr.py    | 47 +++++++++++++++++++
 2 files changed, 70 insertions(+)
 create mode 100644 src/codegen/extensions/tools/github/checkout_pr.py

diff --git a/src/codegen/extensions/langchain/tools.py b/src/codegen/extensions/langchain/tools.py
index 5e78db2d1..e191ca7f8 100644
--- a/src/codegen/extensions/langchain/tools.py
+++ b/src/codegen/extensions/langchain/tools.py
@@ -7,6 +7,7 @@
 
 from codegen.extensions.linear.linear_client import LinearClient
 from codegen.extensions.tools.bash import run_bash_command
+from codegen.extensions.tools.github.checkout_pr import checkout_pr
 from codegen.extensions.tools.github.search import search
 from codegen.extensions.tools.github.view_pr_checks import view_pr_checks
 from codegen.extensions.tools.linear.linear import (
@@ -605,6 +606,28 @@ def _run(self, pr_id: int) -> str:
         return result.render()
 
 
+class GithubCheckoutPRInput(BaseModel):
+    """Input for checkout out a PR head branch."""
+
+    pr_number: int = Field(..., description="Number of the PR to checkout")
+
+
+class GithubCheckoutPRTool(BaseTool):
+    """Tool for checking out a PR head branch."""
+
+    name: ClassVar[str] = "checkout_pr"
+    description: ClassVar[str] = "Checkout out a PR head branch"
+    args_schema: ClassVar[type[BaseModel]] = GithubCheckoutPRInput
+    codebase: Codebase = Field(exclude=True)
+
+    def __init__(self, codebase: Codebase) -> None:
+        super().__init__(codebase=codebase)
+
+    def _run(self, pr_number: int) -> str:
+        result = checkout_pr(self.codebase, pr_number)
+        return result.render()
+
+
 class GithubCreatePRCommentInput(BaseModel):
     """Input for creating a PR comment"""
 
diff --git a/src/codegen/extensions/tools/github/checkout_pr.py b/src/codegen/extensions/tools/github/checkout_pr.py
new file mode 100644
index 000000000..1b4b6d769
--- /dev/null
+++ b/src/codegen/extensions/tools/github/checkout_pr.py
@@ -0,0 +1,47 @@
+"""Tool for viewing PR contents and modified symbols."""
+
+from pydantic import Field
+
+from codegen.sdk.core.codebase import Codebase
+
+from ..observation import Observation
+
+
+class CheckoutPRObservation(Observation):
+    """Response from checking out a PR."""
+
+    pr_number: int = Field(
+        description="PR number",
+    )
+    success: bool = Field(
+        description="Whether the checkout was successful",
+        default=False,
+    )
+
+
+def checkout_pr(codebase: Codebase, pr_number: int) -> CheckoutPRObservation:
+    """Checkout a PR.
+
+    Args:
+        codebase: The codebase to operate on
+        pr_number: Number of the PR to get the contents for
+    """
+    try:
+        pr = codebase.op.remote_git_repo.get_pull_safe(pr_number)
+        if not pr:
+            return CheckoutPRObservation(
+                pr_number=pr_number,
+                success=False,
+            )
+
+        codebase.checkout(branch=pr.head.ref)
+        return CheckoutPRObservation(
+            pr_number=pr_number,
+            success=True,
+        )
+    except Exception as e:
+        return CheckoutPRObservation(
+            pr_number=pr_number,
+            success=False,
+            error=f"Failed to checkout PR: {e!s}",
+        )

From 0127d2bbe941dd23a41ea795f0136f158effbd23 Mon Sep 17 00:00:00 2001
From: jemeza-codegen <165736868+jemeza-codegen@users.noreply.github.com>
Date: Thu, 6 Mar 2025 11:00:05 -0800
Subject: [PATCH 39/66] Model name is a tag for langsmith traces (#770)

# Motivation

We need a quick way to filter langsmith traces by model name.

# Content

Model name is now an attribute of CodeAgent and is added to the list of
tags on the langsmith trace.

# Testing

Tested by running locally

# Please check the following before marking your PR as ready for review
---
 src/codegen/agents/code_agent.py | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/src/codegen/agents/code_agent.py b/src/codegen/agents/code_agent.py
index 3c3cc9b88..157df294d 100644
--- a/src/codegen/agents/code_agent.py
+++ b/src/codegen/agents/code_agent.py
@@ -60,6 +60,7 @@ def __init__(
             additional_tools=tools,
             **kwargs,
         )
+        self.model_name = model_name
         self.langsmith_client = Client()
         self.run_id = run_id
         self.instance_id = instance_id
@@ -92,8 +93,8 @@ def run(self, prompt: str, thread_id: Optional[str] = None) -> str:
         # this message has a reducer which appends the current message to the existing history
         # see more https://langchain-ai.github.io/langgraph/concepts/low_level/#reducers
         input = {"messages": [("user", prompt)]}
-        metadata = {"project": self.project_name}
-        tags = []
+        metadata = {"project": self.project_name, "model": self.model_name}
+        tags = [self.model_name]
         # Add SWEBench run ID and instance ID to the metadata and tags for filtering
         if self.run_id is not None:
             metadata["swebench_run_id"] = self.run_id

From 6616219965e8987c44b3071926aef9e81b3a7951 Mon Sep 17 00:00:00 2001
From: Carol Jung <165736129+caroljung-cg@users.noreply.github.com>
Date: Thu, 6 Mar 2025 12:33:49 -0800
Subject: [PATCH 40/66] fix: fix Codebase.from_repo (#771)

---
 src/codegen/sdk/core/codebase.py                   | 7 +++++--
 tests/integration/codegen/git/codebase/conftest.py | 3 ++-
 2 files changed, 7 insertions(+), 3 deletions(-)

diff --git a/src/codegen/sdk/core/codebase.py b/src/codegen/sdk/core/codebase.py
index 735a8b5ea..2c641e655 100644
--- a/src/codegen/sdk/core/codebase.py
+++ b/src/codegen/sdk/core/codebase.py
@@ -26,6 +26,7 @@
 from codegen.configs.models.secrets import SecretsConfig
 from codegen.git.repo_operator.repo_operator import RepoOperator
 from codegen.git.schemas.enums import CheckoutResult, SetupOption
+from codegen.git.schemas.repo_config import RepoConfig
 from codegen.git.utils.pr_review import CodegenPR
 from codegen.sdk._proxy import proxy_property
 from codegen.sdk.ai.client import get_openai_client
@@ -1343,15 +1344,17 @@ def from_repo(
         repo_path = os.path.join(tmp_dir, repo)
         repo_url = f"https://github.com/{repo_full_name}.git"
         logger.info(f"Will clone {repo_url} to {repo_path}")
+        access_token = secrets.github_token if secrets else None
 
         try:
             # Use RepoOperator to fetch the repository
             logger.info("Cloning repository...")
             if commit is None:
-                repo_operator = RepoOperator.create_from_repo(repo_path=repo_path, url=repo_url)
+                repo_config = RepoConfig.from_repo_path(repo_path)
+                repo_config.full_name = repo_full_name
+                repo_operator = RepoOperator(repo_config=repo_config, access_token=access_token, setup_option=setup_option)
             else:
                 # Ensure the operator can handle remote operations
-                access_token = secrets.github_token if secrets else None
                 repo_operator = RepoOperator.create_from_commit(repo_path=repo_path, commit=commit, url=repo_url, full_name=repo_full_name, access_token=access_token)
             logger.info("Clone completed successfully")
 
diff --git a/tests/integration/codegen/git/codebase/conftest.py b/tests/integration/codegen/git/codebase/conftest.py
index a8ab00e4f..4e163c87d 100644
--- a/tests/integration/codegen/git/codebase/conftest.py
+++ b/tests/integration/codegen/git/codebase/conftest.py
@@ -2,11 +2,12 @@
 
 import pytest
 
+from codegen.git.schemas.enums import SetupOption
 from codegen.sdk.core.codebase import Codebase
 
 
 @pytest.fixture
 def codebase(tmpdir):
     os.chdir(tmpdir)
-    codebase = Codebase.from_repo(repo_full_name="codegen-sh/Kevin-s-Adventure-Game", tmp_dir=tmpdir, language="python")
+    codebase = Codebase.from_repo(repo_full_name="codegen-sh/Kevin-s-Adventure-Game", tmp_dir=tmpdir, language="python", setup_option=SetupOption.PULL_OR_CLONE)
     yield codebase

From 42b053741be5e6c948db19825dd81d8b478a8d28 Mon Sep 17 00:00:00 2001
From: codegen-team <engineering-git@codegen.com>
Date: Thu, 6 Mar 2025 20:35:17 +0000
Subject: [PATCH 41/66] docs: updated API reference

---
 docs/api-reference/core/Codebase.mdx | 62 ++++++++++++++--------------
 1 file changed, 31 insertions(+), 31 deletions(-)

diff --git a/docs/api-reference/core/Codebase.mdx b/docs/api-reference/core/Codebase.mdx
index bd47e4dd6..bcfbc0c38 100644
--- a/docs/api-reference/core/Codebase.mdx
+++ b/docs/api-reference/core/Codebase.mdx
@@ -11,7 +11,7 @@ import {HorizontalDivider} from '/snippets/HorizontalDivider.mdx';
 import {GithubLinkNote} from '/snippets/GithubLinkNote.mdx';
 import {Attribute} from '/snippets/Attribute.mdx';
 
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L116-L1536" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L117-L1539" />
 
 
 ## Attributes
@@ -89,7 +89,7 @@ import {Attribute} from '/snippets/Attribute.mdx';
 <HorizontalDivider />
 ### <span className="text-primary">ai</span>
 Generates a response from the AI based on the provided prompt, target, and context.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1170-L1257" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1171-L1258" />
 
 <ParameterWrapper>
 <Parameter
@@ -124,7 +124,7 @@ Generates a response from the AI based on the provided prompt, target, and conte
 
 ### <span className="text-primary">checkout</span>
 Checks out a git branch or commit and syncs the codebase graph to the new state.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L843-L883" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L844-L884" />
 
 <ParameterWrapper>
 <Parameter
@@ -159,7 +159,7 @@ Checks out a git branch or commit and syncs the codebase graph to the new state.
 
 ### <span className="text-primary">commit</span>
 Commits all staged changes to the codebase graph and synchronizes the graph with the filesystem if specified.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L781-L793" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L782-L794" />
 
 <ParameterWrapper>
 <Parameter
@@ -176,7 +176,7 @@ Commits all staged changes to the codebase graph and synchronizes the graph with
 
 ### <span className="text-primary">create_directory</span>
 Creates a directory at the specified path.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L507-L518" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L508-L519" />
 
 <ParameterWrapper>
 <Parameter
@@ -205,7 +205,7 @@ Creates a directory at the specified path.
 
 ### <span className="text-primary">create_file</span>
 Creates a new file in the codebase with specified content.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L469-L505" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L470-L506" />
 
 <ParameterWrapper>
 <Parameter
@@ -234,7 +234,7 @@ Creates a new file in the codebase with specified content.
 
 ### <span className="text-primary">create_pr</span>
 Creates a pull request from the current branch to the repository's default branch.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L948-L980" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L949-L981" />
 
 <ParameterWrapper>
 <Parameter
@@ -257,7 +257,7 @@ Creates a pull request from the current branch to the repository's default branc
 
 ### <span className="text-primary">create_pr_comment</span>
 Create a comment on a pull request
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1508-L1510" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1511-L1513" />
 
 
 <Return return_type={ <code className="text-sm bg-gray-100 px-2 py-0.5 rounded">None</code> } description=""/>
@@ -265,7 +265,7 @@ Create a comment on a pull request
 
 ### <span className="text-primary">create_pr_review_comment</span>
 Create a review comment on a pull request.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1512-L1536" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1515-L1539" />
 
 
 <Return return_type={ <code className="text-sm bg-gray-100 px-2 py-0.5 rounded">None</code> } description=""/>
@@ -273,7 +273,7 @@ Create a review comment on a pull request.
 
 ### <span className="text-primary">files</span>
 A list property that returns all files in the codebase.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L281-L315" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L282-L316" />
 
 
 <Return return_type={ <><span>list[</span> <a href="/api-reference/core/SourceFile" style={ {fontWeight: "inherit", fontSize: "inherit"} }>SourceFile</a> <span>] | list[</span> <a href="/api-reference/core/File" style={ {fontWeight: "inherit", fontSize: "inherit"} }>File</a> <span>]</span></> } description="A sorted list of source files in the codebase."/>
@@ -281,7 +281,7 @@ A list property that returns all files in the codebase.
 
 ### <span className="text-primary">find_by_span</span>
 Finds editable objects that overlap with the given source code span.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1267-L1282" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1268-L1283" />
 
 <ParameterWrapper>
 <Parameter
@@ -298,7 +298,7 @@ Finds editable objects that overlap with the given source code span.
 
 ### <span className="text-primary">from_files</span>
 Creates a Codebase instance from multiple files.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1418-L1498" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1421-L1501" />
 
 
 <Return return_type={ <><a href="/api-reference/core/Codebase" style={ {fontWeight: "inherit", fontSize: "inherit"} }>Codebase</a></> } description="A Codebase instance initialized with the provided files"/>
@@ -306,7 +306,7 @@ Creates a Codebase instance from multiple files.
 
 ### <span className="text-primary">from_repo</span>
 Fetches a codebase from GitHub and returns a Codebase instance.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1305-L1369" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1306-L1372" />
 
 <ParameterWrapper>
 <Parameter
@@ -359,7 +359,7 @@ Fetches a codebase from GitHub and returns a Codebase instance.
 
 ### <span className="text-primary">from_string</span>
 Creates a Codebase instance from a string of code.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1372-L1415" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1375-L1418" />
 
 
 <Return return_type={ <><a href="/api-reference/core/Codebase" style={ {fontWeight: "inherit", fontSize: "inherit"} }>Codebase</a></> } description="A Codebase instance initialized with the provided code Example: >>> # Python code >>> code = &quot;def add(a, b): return a + b&quot; >>> codebase = Codebase.from_string(code, language=&quot;python&quot;) >>> # TypeScript code >>> code = &quot;function add(a: number, b: number): number { return a + b; }&quot; >>> codebase = Codebase.from_string(code, language=&quot;typescript&quot;)"/>
@@ -367,7 +367,7 @@ Creates a Codebase instance from a string of code.
 
 ### <span className="text-primary">get_class</span>
 Returns a class that matches the given name.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L665-L687" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L666-L688" />
 
 <ParameterWrapper>
 <Parameter
@@ -390,7 +390,7 @@ Returns a class that matches the given name.
 
 ### <span className="text-primary">get_directory</span>
 Returns Directory by `dir_path`, or full path to the directory from codebase root.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L587-L607" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L588-L608" />
 
 <ParameterWrapper>
 <Parameter
@@ -413,7 +413,7 @@ Returns Directory by `dir_path`, or full path to the directory from codebase roo
 
 ### <span className="text-primary">get_file</span>
 Retrieves a file from the codebase by its filepath.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L536-L572" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L537-L573" />
 
 <ParameterWrapper>
 <Parameter
@@ -442,7 +442,7 @@ Retrieves a file from the codebase by its filepath.
 
 ### <span className="text-primary">get_function</span>
 Retrieves a function from the codebase by its name.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L689-L716" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L690-L717" />
 
 <ParameterWrapper>
 <Parameter
@@ -465,7 +465,7 @@ Retrieves a function from the codebase by its name.
 
 ### <span className="text-primary">get_modified_symbols_in_pr</span>
 Get all modified symbols in a pull request
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1500-L1506" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1503-L1509" />
 
 
 <Return return_type={ <code className="text-sm bg-gray-100 px-2 py-0.5 rounded">tuple[str, dict[str, str], list[str]]</code> } description=""/>
@@ -473,7 +473,7 @@ Get all modified symbols in a pull request
 
 ### <span className="text-primary">get_relative_path</span>
 Calculates a relative path from one file to another, removing the extension from the target file.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L726-L757" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L727-L758" />
 
 <ParameterWrapper>
 <Parameter
@@ -496,7 +496,7 @@ Calculates a relative path from one file to another, removing the extension from
 
 ### <span className="text-primary">get_symbol</span>
 Returns a Symbol by name from the codebase.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L622-L647" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L623-L648" />
 
 <ParameterWrapper>
 <Parameter
@@ -519,7 +519,7 @@ Returns a Symbol by name from the codebase.
 
 ### <span className="text-primary">get_symbols</span>
 Retrieves all symbols in the codebase that match the given symbol name.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L649-L663" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L650-L664" />
 
 <ParameterWrapper>
 <Parameter
@@ -536,7 +536,7 @@ Retrieves all symbols in the codebase that match the given symbol name.
 
 ### <span className="text-primary">git_commit</span>
 Stages + commits all changes to the codebase and git.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L763-L779" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L764-L780" />
 
 <ParameterWrapper>
 <Parameter
@@ -559,7 +559,7 @@ Stages + commits all changes to the codebase and git.
 
 ### <span className="text-primary">has_directory</span>
 Returns a boolean indicating if a directory exists in the codebase.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L574-L585" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L575-L586" />
 
 <ParameterWrapper>
 <Parameter
@@ -576,7 +576,7 @@ Returns a boolean indicating if a directory exists in the codebase.
 
 ### <span className="text-primary">has_file</span>
 Determines if a file exists in the codebase.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L520-L530" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L521-L531" />
 
 <ParameterWrapper>
 <Parameter
@@ -599,7 +599,7 @@ Determines if a file exists in the codebase.
 
 ### <span className="text-primary">has_symbol</span>
 Returns whether a symbol exists in the codebase.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L609-L620" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L610-L621" />
 
 <ParameterWrapper>
 <Parameter
@@ -616,7 +616,7 @@ Returns whether a symbol exists in the codebase.
 
 ### <span className="text-primary">reset</span>
 Resets the codebase by
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L824-L841" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L825-L842" />
 
 
 <Return return_type={ <code className="text-sm bg-gray-100 px-2 py-0.5 rounded">None</code> } description=""/>
@@ -624,7 +624,7 @@ Resets the codebase by
 
 ### <span className="text-primary">set_ai_key</span>
 Sets the OpenAI key for the current Codebase instance.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1259-L1265" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1260-L1266" />
 
 
 <Return return_type={ <code className="text-sm bg-gray-100 px-2 py-0.5 rounded">None</code> } description=""/>
@@ -632,7 +632,7 @@ Sets the OpenAI key for the current Codebase instance.
 
 ### <span className="text-primary">set_session_options</span>
 Sets the session options for the current codebase.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1284-L1302" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1285-L1303" />
 
 <ParameterWrapper>
 <Parameter
@@ -661,7 +661,7 @@ Sets the session options for the current codebase.
 
 ### <span className="text-primary">should_fix</span>
 Returns True if the flag should be fixed based on the current mode and active group.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1034-L1048" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1035-L1049" />
 
 <ParameterWrapper>
 <Parameter
@@ -678,7 +678,7 @@ Returns True if the flag should be fixed based on the current mode and active gr
 
 ### <span className="text-primary">visualize</span>
 Visualizes a NetworkX graph or Plotly figure.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L986-L999" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L987-L1000" />
 
 <ParameterWrapper>
 <Parameter

From aa00b720b318140b06f82731c5a813d8d147ce6b Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 6 Mar 2025 20:38:31 +0000
Subject: [PATCH 42/66] update changelog

---
 docs/changelog/changelog.mdx | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/docs/changelog/changelog.mdx b/docs/changelog/changelog.mdx
index 4353d52bf..0746ef142 100644
--- a/docs/changelog/changelog.mdx
+++ b/docs/changelog/changelog.mdx
@@ -4,6 +4,13 @@ icon: "clock"
 iconType: "solid"
 ---
 
+<Update label="v0.48.1" description="March 06, 2025">
+### [Fixes and documentation update with langsmith tagging.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.48.1)
+- Updated API reference
+- Fixed issue with Codebase.from_repo
+- Enabled model name tagging for langsmith traces
+</Update>
+
 <Update label="v0.48.0" description="March 06, 2025">
 ### [adds view PR checks tool.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.48.0)
 - Add view PR checks tool

From 997bcb5b6b1ed5cec086a5ecb58d5498abd94913 Mon Sep 17 00:00:00 2001
From: Christine Wang <christine@codegen.com>
Date: Thu, 6 Mar 2025 13:04:42 -0800
Subject: [PATCH 43/66] fix: CG-10985 view PR returning 404 (#772)

---
 src/codegen/git/utils/pr_review.py | 44 ++++++++----------------------
 1 file changed, 11 insertions(+), 33 deletions(-)

diff --git a/src/codegen/git/utils/pr_review.py b/src/codegen/git/utils/pr_review.py
index 4ebdc204a..ffb3f52f0 100644
--- a/src/codegen/git/utils/pr_review.py
+++ b/src/codegen/git/utils/pr_review.py
@@ -1,6 +1,5 @@
 from typing import TYPE_CHECKING
 
-import requests
 from github import Repository
 from github.PullRequest import PullRequest
 from unidiff import PatchSet
@@ -39,28 +38,6 @@ def get_file_to_changed_ranges(pull_patch_set: PatchSet) -> dict[str, list]:
     return file_to_changed_ranges
 
 
-def get_pull_patch_set(op: RepoOperator, pull: PullRequestContext) -> PatchSet:
-    # Get the diff directly from GitHub's API
-    if not op.remote_git_repo:
-        msg = "GitHub API client is required to get PR diffs"
-        raise ValueError(msg)
-
-    # Get the diff directly from the PR
-    diff_url = pull.raw_data.get("diff_url")
-    if diff_url:
-        # Fetch the diff content from the URL
-        response = requests.get(diff_url)
-        response.raise_for_status()
-        diff = response.text
-    else:
-        # If diff_url not available, get the patch directly
-        diff = pull.get_patch()
-
-    # Parse the diff into a PatchSet
-    pull_patch_set = PatchSet(diff)
-    return pull_patch_set
-
-
 def to_1_indexed(zero_indexed_range: range) -> range:
     """Converts a n-indexed range to n+1-indexed.
     Primarily to convert 0-indexed ranges to 1 indexed
@@ -131,7 +108,7 @@ def __init__(self, op: RepoOperator, codebase: "Codebase", pr: PullRequest):
     def modified_file_ranges(self) -> dict[str, list[tuple[int, int]]]:
         """Files and the ranges within that are modified"""
         if not self._modified_file_ranges:
-            pull_patch_set = get_pull_patch_set(op=self._op, pull=self._gh_pr)
+            pull_patch_set = self.get_pull_patch_set()
             self._modified_file_ranges = get_file_to_changed_ranges(pull_patch_set)
         return self._modified_file_ranges
 
@@ -174,15 +151,16 @@ def get_pr_diff(self) -> str:
             raise ValueError(msg)
 
         # Get the diff directly from the PR
-        diff_url = self._gh_pr.raw_data.get("diff_url")
-        if diff_url:
-            # Fetch the diff content from the URL
-            response = requests.get(diff_url)
-            response.raise_for_status()
-            return response.text
-        else:
-            # If diff_url not available, get the patch directly
-            return self._gh_pr.get_patch()
+        status, _, res = self._op.remote_git_repo.repo._requester.requestJson("GET", self._gh_pr.url, headers={"Accept": "application/vnd.github.v3.diff"})
+        if status != 200:
+            msg = f"Failed to get PR diff: {res}"
+            raise Exception(msg)
+        return res
+
+    def get_pull_patch_set(self) -> PatchSet:
+        diff = self.get_pr_diff()
+        pull_patch_set = PatchSet(diff)
+        return pull_patch_set
 
     def get_commit_sha(self) -> str:
         """Get the commit SHA of the PR"""

From 66f33f5c1157725f3bdbb1c6ea281b89154f6609 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 6 Mar 2025 21:08:08 +0000
Subject: [PATCH 44/66] update changelog

---
 docs/changelog/changelog.mdx | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/docs/changelog/changelog.mdx b/docs/changelog/changelog.mdx
index 0746ef142..e84e789dc 100644
--- a/docs/changelog/changelog.mdx
+++ b/docs/changelog/changelog.mdx
@@ -4,6 +4,11 @@ icon: "clock"
 iconType: "solid"
 ---
 
+<Update label="v0.48.2" description="March 06, 2025">
+### [Fixes PR viewing issue returning 404 error.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.48.2)
+- Fix issue with viewing PR returning 404
+</Update>
+
 <Update label="v0.48.1" description="March 06, 2025">
 ### [Fixes and documentation update with langsmith tagging.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.48.1)
 - Updated API reference

From 5e8f95fee499e80aac17c0bfbdb670eb7478270f Mon Sep 17 00:00:00 2001
From: Edward Li <jiaxi.edwardli@gmail.com>
Date: Thu, 6 Mar 2025 14:27:12 -0800
Subject: [PATCH 45/66] Add docs for Advanced Settings (#774)

# Motivation

<!-- Why is this change necessary? -->

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [ ] I have added tests for my changes
- [ ] I have updated the documentation or added new documentation as
needed
---
 .../examples/sqlalchemy_soft_delete/README.md |   4 +
 docs/introduction/advanced-settings.mdx       | 391 +++++++++
 docs/introduction/getting-started.mdx         |  33 +
 docs/mint.json                                | 757 +++++++++---------
 4 files changed, 806 insertions(+), 379 deletions(-)
 create mode 100644 docs/introduction/advanced-settings.mdx

diff --git a/codegen-examples/examples/sqlalchemy_soft_delete/README.md b/codegen-examples/examples/sqlalchemy_soft_delete/README.md
index b8c9a22db..52087e2e0 100644
--- a/codegen-examples/examples/sqlalchemy_soft_delete/README.md
+++ b/codegen-examples/examples/sqlalchemy_soft_delete/README.md
@@ -130,6 +130,10 @@ To run in no-graph mode:
 codebase = Codebase(str(repo_path), language="python", config=CodebaseConfig(disable_graph=True))
 ```
 
+<Notes>
+To learn more about no-graph mode, see the [Advanced Settings](/introduction/advanced-settings) page.
+</Notes>
+
 ## Running the Conversion
 
 ```bash
diff --git a/docs/introduction/advanced-settings.mdx b/docs/introduction/advanced-settings.mdx
new file mode 100644
index 000000000..e7297bd38
--- /dev/null
+++ b/docs/introduction/advanced-settings.mdx
@@ -0,0 +1,391 @@
+---
+title: "Advanced Settings"
+sidebarTitle: "Advanced Settings"
+icon: "memory"
+iconType: "solid"
+---
+
+Codegen's [Codebase](/api-reference/core/Codebase) constructor accepts a `CodebaseConfig` object which is used to configure more advanced behaviors of the graph construction process.
+
+These flags are helpful for debugging problematic repos, optimizing Codegen's performance, or testing unreleased or experimental (potentially backwards-breaking) features.
+
+<Warning>
+**These are considered experimental features and may change in the future!**
+
+As such, they may have little to no testing or documentation. Many of these flags may also be unsupported in the future!
+
+If you need help, please visit our [community](/introduction/community).
+</Warning>
+
+<Note>
+These configuration options are defined in [src/codegen/configs/models/codebase.py](https://github.com/codegen-sh/codegen/blob/develop/src/codegen/configs/models/codebase.py).
+</Note>
+
+# Usage
+
+You can customize the behavior of the graph construction process when initializing a [Codebase](/api-reference/core/Codebase) by passing a `CodebaseConfig` object with the desired configuration flags.
+
+```python
+from codegen import Codebase
+from codegen.configs import CodebaseConfig
+
+# Initialize a Codebase with custom configuration
+codebase = Codebase(
+    "<repo_path>",
+    config=CodebaseConfig(
+        flag1=...,
+        flag2=...,
+        ...
+    )
+)
+```
+
+# Table of Contents
+
+- [debug](#flag-debug)
+- [verify-graph](#flag-verify-graph)
+- [track-graph](#flag-track-graph)
+- [method-usages](#flag-method-usages)
+- [sync-enabled](#flag-sync-enabled)
+- [full-range-index](#flag-full-range-index)
+- [ignore-process-errors](#flag-ignore-process-errors)
+- [disable-graph](#flag-disable-graph)
+- [disable-file-parse](#flag-disable-file-parse)
+- [exp-lazy-graph](#flag-exp-lazy-graph)
+- [generics](#flag-generics)
+- [import-resolution-paths](#flag-import-resolution-paths)
+- [import-resolution-overrides](#flag-import-resolution-overrides)
+- [py-resolve-syspath](#flag-py-resolve-syspath)
+- [ts-dependency-manager](#flag-ts-dependency-manager)
+- [ts-language-engine](#flag-ts-language-engine)
+- [v8-ts-engine](#flag-v8-ts-engine)
+- [unpacking-assignment-partial-removal](#flag-unpacking-assignment-partial-removal)
+
+# Configuration Flags
+
+## Flag: `debug`
+> **Default: `False`**
+
+Enables verbose logging for debugging purposes. In its current form, it enables:
+- Verbose logging when adding nodes to the graph
+- Verbose logging during initial file parsing
+- Additional assertions on graph creation
+- Additional (costly) debug metrics on codebase construction
+- etc.
+
+<Warning>
+This flag may be very noisy and significantly impact performance. It is generally not recommended to use.
+</Warning>
+
+## Flag: `verify_graph`
+> **Default: `False`**
+
+Adds assertions for graph state during reset resync. Used to test and debug graph desyncs after a codebase reset.
+
+Runs `post_reset_validation` after a reset resync.
+
+<Note>
+This is an internal debug flag.
+</Note>
+
+## Flag: `track_graph`
+> **Default: `False`**
+
+Keeps a copy of the original graph before a resync. Used in conjunction with `verify_graph` to test and debug graph desyncs.
+
+Original graph is saved as `ctx.old_graph`.
+
+<Note>
+This is an internal debug flag.
+</Note>
+
+## Flag: `method_usages`
+> **Default: `True`**
+
+Enables and disables resolving method usages.
+
+**Example Codebase:**
+```python
+class Foo:
+    def bar():
+        ...
+
+obj = Foo()
+obj.bar()  # Method Usage
+```
+
+**Codemod with `method_usages` on:**
+```python
+bar_func = codebase.get_class("Foo").get_method("bar")
+len(bar_func.usages)  # 1
+bar_func.usages  # [obj.bar()]
+```
+
+**Codemod with `method_usages` off:**
+```python
+bar_func = codebase.get_class("Foo").get_method("bar")
+len(bar_func.usages)  # 0
+bar_func.usages  # []
+```
+
+Method usage resolution could be disabled for a marginal performance boost. However, it is generally recommended to leave it enabled.
+
+## Flag: `sync_enabled`
+> **Default: `False`**
+
+Enables or disables graph sync during `codebase.commit`.
+
+<Note>
+Implementation-specific details on sync graph can be found [here](https://github.com/codegen-sh/codegen/blob/develop/architecture/6.%20incremental-computation/C.%20Graph%20Recomputation.md).
+</Note>
+
+This section won't go into the specific details of sync graph, but the general idea is that enabling sync graph will update the Codebase object to whatever new changes were made.
+
+**Example with `sync_enabled` on:**
+```python
+file = codebase.get_file(...)
+file.insert_after("foobar = 1")
+codebase.commit()
+
+foobar = codebase.get_symbol("foobar")
+assert foobar  # foobar is available after commit / graph sync
+```
+
+**Example with `sync_enabled` disabled:**
+```python
+file = codebase.get_file(...)
+file.insert_after("foobar = 1")
+
+foobar = codebase.get_symbol("foobar", optional=True)
+assert not foobar  # foobar is not available after commit
+```
+
+<Warning>
+Enabling sync graph will have a performance impact on codebase commit, but will also unlock a bunch of operations that were previously not possible.
+</Warning>
+
+## Flag: `full_range_index`
+> **Default: `False`**
+
+By default, Codebase maintains an internal range-to-node index for fast lookups. (i.e. `bytes 120 to 130 maps to node X`).
+For optimization purposes, this only applies to nodes defined and handled by `parser.py`.
+
+Enabling `full_range_index` will create an additional index that maps **all** tree-sitter ranges to nodes.
+This can be useful for debugging or when you need to build any applications that require a full range-to-node index (i.e. a codebase tree lookup).
+
+<Warning>
+This flag **significantly** increases memory usage!
+</Warning>
+
+## Flag: `ignore_process_errors`
+> **Default: `True`**
+
+Controls whether to ignore errors that occur during external process execution (such as dependency manager or language engine).
+
+Disabling `ignore_process_errors` would make Codegen fail on errors that would otherwise be logged then ignored.
+
+## Flag: `disable_graph`
+> **Default: `False`**
+
+Disables the graph construction process. Any operations that require the graph will no longer work. (In other words, this turns off import resolution and usage/dependency resolution)
+
+Functions that operate purely on AST such as getting and editing parameters or modifying function and class definitions will still work.
+
+<Note>
+For codemods that do not require the graph (aka only AST/Syntax-level changes), **disabling graph parse could yield a 30%-40% decrease in parse time and memory usage**!
+</Note>
+
+## Flag: `disable_file_parse`
+> **Default: `False`**
+
+Disables **ALL** parsing, including file and graph parsing. This essentially treats all codebases as the "UNSUPPORTED" language mode.
+
+Nearly all functions except for editing primitives like `codebase.get_file` and `file.edit` will no longer work.
+
+<Note>
+This flag is useful for any usages of Codegen that do **NOT** require any AST/CST/Graph parsing. (i.e. using Codegen purely as a file editing harness)
+
+If this is your use case, this **could decrease parse and memory usage by 95%.**
+</Note>
+
+## Flag: `exp_lazy_graph`
+> **Default: `False`**
+
+This experimental flag pushes the graph creation back until the graph is needed. This is an experimental feature and may have some unintended consequences.
+
+**Example Codemod:**
+```python
+from codegen import Codebase
+from codegen.configs import CodebaseConfig
+
+# Enable lazy graph parsing
+codebase = Codebase("<repo_path>", config=CodebaseConfig(exp_lazy_graph=True))
+
+# The codebase object will be created immediately with no parsing done
+# These all do not require graph parsing
+codebase.files
+codebase.directories
+codebase.get_file("...")
+
+# These do require graph parsing, and will create the graph only if called
+codebase.get_function("...")
+codebase.get_class("...")
+codebase.imports
+```
+
+<Note>
+This may have a very slight performance boost. Use at your own risk!
+</Note>
+
+## Flag: `generics`
+> **Default: `True`**
+
+Enables and disables generic type resolution.
+
+**Example Codebase:**
+```python
+class Point:
+    def scale(cls, n: int):
+        pass
+
+class List[T]():
+    def pop(self) -> T:
+        ...
+
+l: List[Point] = []
+l.pop().scale(1)  # Generic Usage
+```
+
+**Codemod with `generics` on:**
+```python
+bar_func = codebase.get_class("Point").get_method("scale")
+len(bar_func.usages)  # 1
+bar_func.usages  # [l.pop().scale(1)]
+```
+
+**Codemod with `generics` off:**
+```python
+bar_func = codebase.get_class("Point").get_method("scale")
+len(bar_func.usages)  # 0
+bar_func.usages  # []
+```
+
+<Note>
+Generic resolution is still largely WIP and experimental, and may not work in all cases. In some rare circumstances, disabling generics may result in a significant performance boost.
+</Note>
+
+## Flag: `import_resolution_paths`
+> **Default: `[]`**
+
+Controls alternative paths to resolve imports from.
+
+**Example Codebase:**
+```python
+# a/b/c/src.py
+def update():
+    pass
+
+# consumer.py
+from c import src as operations
+
+operations.update()
+```
+
+**Codemod:**
+```python
+codebase.ctx.config.import_resolution_paths = ["a/b"]
+```
+
+## Flag: `import_resolution_overrides`
+> **Default: `{}`**
+
+Controls import path overrides during import resolution.
+
+**Example**
+`from a.b.c import d` with the override `a/b` -> `foo/bar` will internally resolve the import as `from foo.bar.c import d`.
+
+## Flag: `py_resolve_syspath`
+> **Default: `False`**
+
+Enables and disables resolution of imports from `sys.path`.
+
+## Flag: `ts_dependency_manager`
+> **Default: `False`**
+
+<Warning>
+**This is an internal flag used for Codegen Cloud and should not be used externally!**
+
+This flag **WILL** nuke any existing `node_modules` folder!
+</Warning>
+
+<Warning>
+This flag also assumes many constants for Codegen Cloud. Very likely this will not work if run locally.
+
+Instead, just install `node_modules` as normal (either through `npm`, `pnpm`, or `yarn`) and skip this setting!
+</Warning>
+
+Enables Codegen's internal dependency installer for TypeScript. This will modify `package.json` and install the bare minimum set of installable dependencies.
+
+<Note>
+More documentation on TypeScript dependency manager can be found [here](https://github.com/codegen-sh/codegen/blob/develop/architecture/external/dependency-manager.md)
+</Note>
+
+## Flag: `ts_language_engine`
+> **Default: `False`**
+
+<Warning>
+This feature was built primarily with Codegen Cloud in mind. As such, this assumes a valid NodeJS and TypeScript environment.
+</Warning>
+
+Enables using the TypeScript compiler to extract information from the codebase. Enables commands such as `inferred_return_type`.
+
+<Warning>
+This will increase memory usage and parsing time. Larger repos may even hit resource constraints with the bundled TypeScript compiler integration.
+</Warning>
+
+## Flag: `v8_ts_engine`
+> **Default: `False`**
+
+<Note>
+This feature flag requires `ts_language_engine` to be enabled as well.
+</Note>
+
+Enables using the **V8-based TypeScript compiler** to extract information from the codebase. Enables commands such as `inferred_return_type`.
+
+The V8 implementation (as opposed to the default external-process based implementation) is less stable, but provides the entire TypeScript API to be used from within Codegen.
+
+<Warning>
+This will increase memory usage and parsing time. Larger repos may even hit resource constraints with the V8-based TypeScript compiler integration.
+</Warning>
+
+## Flag: `unpacking_assignment_partial_removal`
+> **Default: `False`**
+
+Enables smarter removal of unpacking assignments.
+
+**Example Codebase:**
+```python
+a, b, c = (1, 2, 3)
+```
+
+**Codemod with `unpacking_assignment_partial_removal` on:**
+```python
+file = codebase.get_file(...)
+b = file.get_symbol("b")
+b.remove()
+codebase.commit()
+
+file.symbols  # [a, c]
+file.source  # "a, c = (1, 3)"
+```
+
+**Codemod with `unpacking_assignment_partial_removal` off:**
+```python
+file = codebase.get_file(...)
+b = file.get_symbol("b")
+b.remove()
+codebase.commit()
+
+file.symbols  # []
+file.source  # ""
+```
diff --git a/docs/introduction/getting-started.mdx b/docs/introduction/getting-started.mdx
index 50fd04e4d..ad9e2c5f2 100644
--- a/docs/introduction/getting-started.mdx
+++ b/docs/introduction/getting-started.mdx
@@ -276,6 +276,39 @@ if base_class:
   references](/building-with-codegen/dependencies-and-usages) or [imports](/building-with-codegen/imports) and [exports](/building-with-codegen/exports).
 </Note>
 
+## Advanced Settings
+
+Codegen also supports a number of advanced settings that can be used to customize the behavior of the graph construction process.
+
+These flags are helpful for debugging problematic repos, optimizing Codegen’s performance, or testing unreleased or experimental (potentially backwards-breaking) features.
+
+```python
+from codegen import Codebase
+from codegen.configs import CodebaseConfig
+
+# Initialize a Codebase with custom configuration
+codebase = Codebase(
+    "path/to/git/repo"",
+    config=CodebaseConfig(
+        verify_graph=True,
+        method_usages=False,
+        sync_enabled=True,
+        generics=False,
+        import_resolution_overrides={
+          "old_module": "new_module"
+        },
+        ts_language_engine=True,
+        v8_ts_engine=True
+    )
+)
+```
+
+To learn more about available settings, see the [Advanced Settings](/introduction/advanced-settings) page.
+
+<Warning>
+These are considered experimental and unstable features that may be removed or changed in the future.
+</Warning>
+
 ## What's Next?
 
 <CardGroup cols={2}>
diff --git a/docs/mint.json b/docs/mint.json
index d0bb0c07b..cec15a787 100644
--- a/docs/mint.json
+++ b/docs/mint.json
@@ -1,380 +1,379 @@
 {
-  "$schema": "https://mintlify.com/schema.json",
-  "name": "Codegen",
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-  },
-  "modeToggle": {
-    "default": "dark"
-  },
-  "metadata": {
-    "og:site_name": "Codegen",
-    "og:title": "Codegen - Manipulate Code at Scale",
-    "og:description": "A scriptable interface to a powerful, multi-lingual language server built on top of Tree-sitter.",
-    "og:url": "https://docs.codegen.com",
-    "og:locale": "en_US",
-    "og:logo": "https://i.imgur.com/f4OVOqI.png",
-    "article:publisher": "Codegen, Inc.",
-    "twitter:site": "@codegen"
-  },
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-  "colors": {
-    "primary": "#a277ff",
-    "light": "#a277ff",
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-      "from": "#61ffca",
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-  "analytics": {
-    "posthog": {
-      "apiKey": "phc_GLxaINoQJnuyCyxDmTciQqzdKBYFVDkY7bRBO4bDdso"
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-  "feedback": {
-    "thumbsRating": true
-  },
-  "topbarCtaButton": {
-    "name": "GitHub",
-    "url": "https://github.com/codegen-sh/codegen-sdk"
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-    {
-      "name": "API Reference",
-      "url": "/api-reference"
-    },
-    {
-      "name": "CLI",
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-    },
-    {
-      "name": "Blog",
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-    },
-    {
-      "name": "Changelog",
-      "url": "/changelog"
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-  "navigation": [
-    {
-      "group": "Introduction",
-      "pages": [
-        "introduction/overview",
-        "introduction/getting-started",
-        "introduction/installation",
-        "introduction/ide-usage",
-        "introduction/work-with-ai",
-        "introduction/how-it-works",
-        "introduction/guiding-principles",
-        "introduction/community",
-        "introduction/about",
-        "introduction/faq"
-      ]
-    },
-    {
-      "group": "Tutorials",
-      "pages": [
-        "tutorials/at-a-glance",
-        "tutorials/build-code-agent",
-        "tutorials/slack-bot",
-        "tutorials/github-review-bot",
-        "tutorials/deep-code-research",
-        "tutorials/training-data",
-        "tutorials/codebase-visualization",
-        "tutorials/migrating-apis",
-        "tutorials/organize-your-codebase",
-        "tutorials/promise-to-async-await",
-        "tutorials/modularity",
-        "tutorials/manage-feature-flags",
-        "tutorials/deleting-dead-code",
-        "tutorials/increase-type-coverage",
-        "tutorials/managing-typescript-exports",
-        "tutorials/converting-default-exports",
-        "tutorials/creating-documentation",
-        "tutorials/react-modernization",
-        "tutorials/unittest-to-pytest",
-        "tutorials/sqlalchemy-1.6-to-2.0",
-        "tutorials/fixing-import-loops-in-pytorch",
-        "tutorials/python2-to-python3",
-        "tutorials/flask-to-fastapi",
-        "tutorials/build-mcp",
-        "tutorials/neo4j-graph"
-      ]
-    },
-    {
-      "group": "Building with Codegen",
-      "pages": [
-        "building-with-codegen/at-a-glance",
-        "building-with-codegen/parsing-codebases",
-        "building-with-codegen/reusable-codemods",
-        "building-with-codegen/dot-codegen",
-        "building-with-codegen/function-decorator",
-        "building-with-codegen/language-support",
-        "building-with-codegen/commit-and-reset",
-        "building-with-codegen/git-operations",
-        "building-with-codegen/files-and-directories",
-        "building-with-codegen/the-editable-api",
-        "building-with-codegen/symbol-api",
-        "building-with-codegen/class-api",
-        "building-with-codegen/imports",
-        "building-with-codegen/exports",
-        "building-with-codegen/inheritable-behaviors",
-        "building-with-codegen/statements-and-code-blocks",
-        "building-with-codegen/dependencies-and-usages",
-        "building-with-codegen/function-calls-and-callsites",
-        "building-with-codegen/variable-assignments",
-        "building-with-codegen/local-variables",
-        "building-with-codegen/comments-and-docstrings",
-        "building-with-codegen/external-modules",
-        "building-with-codegen/type-annotations",
-        "building-with-codegen/moving-symbols",
-        "building-with-codegen/collections",
-        "building-with-codegen/traversing-the-call-graph",
-        "building-with-codegen/react-and-jsx",
-        "building-with-codegen/codebase-visualization",
-        "building-with-codegen/flagging-symbols",
-        "building-with-codegen/calling-out-to-llms",
-        "building-with-codegen/semantic-code-search",
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-      "pages": [
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-        "cli/run",
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-        "cli/expert"
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-    {
-      "group": "Changelog",
-      "pages": [
-        "changelog/changelog"
-      ]
-    },
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-      "group": "Blog",
-      "pages": [
-        "blog/posts",
-        "blog/devin",
-        "blog/act-via-code",
-        "blog/promise-to-async-await-twilio",
-        "blog/fixing-import-loops"
-      ]
-    },
-    {
-      "group": "API Reference",
-      "pages": [
-        "api-reference/index",
-        {
-          "group": "Core",
-          "icon": "code",
-          "pages": [
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-            "api-reference/core/Assignment",
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+	},
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+		"name": "GitHub",
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+		},
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+		},
+		{
+			"name": "Blog",
+			"url": "/blog"
+		},
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+			"name": "Changelog",
+			"url": "/changelog"
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+				"introduction/ide-usage",
+				"introduction/work-with-ai",
+				"introduction/how-it-works",
+				"introduction/advanced-settings",
+				"introduction/guiding-principles",
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+				"introduction/about",
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+			"pages": [
+				"tutorials/at-a-glance",
+				"tutorials/build-code-agent",
+				"tutorials/slack-bot",
+				"tutorials/github-review-bot",
+				"tutorials/deep-code-research",
+				"tutorials/training-data",
+				"tutorials/codebase-visualization",
+				"tutorials/migrating-apis",
+				"tutorials/organize-your-codebase",
+				"tutorials/promise-to-async-await",
+				"tutorials/modularity",
+				"tutorials/manage-feature-flags",
+				"tutorials/deleting-dead-code",
+				"tutorials/increase-type-coverage",
+				"tutorials/managing-typescript-exports",
+				"tutorials/converting-default-exports",
+				"tutorials/creating-documentation",
+				"tutorials/react-modernization",
+				"tutorials/unittest-to-pytest",
+				"tutorials/sqlalchemy-1.6-to-2.0",
+				"tutorials/fixing-import-loops-in-pytorch",
+				"tutorials/python2-to-python3",
+				"tutorials/flask-to-fastapi",
+				"tutorials/build-mcp",
+				"tutorials/neo4j-graph"
+			]
+		},
+		{
+			"group": "Building with Codegen",
+			"pages": [
+				"building-with-codegen/at-a-glance",
+				"building-with-codegen/parsing-codebases",
+				"building-with-codegen/reusable-codemods",
+				"building-with-codegen/dot-codegen",
+				"building-with-codegen/function-decorator",
+				"building-with-codegen/language-support",
+				"building-with-codegen/commit-and-reset",
+				"building-with-codegen/git-operations",
+				"building-with-codegen/files-and-directories",
+				"building-with-codegen/the-editable-api",
+				"building-with-codegen/symbol-api",
+				"building-with-codegen/class-api",
+				"building-with-codegen/imports",
+				"building-with-codegen/exports",
+				"building-with-codegen/inheritable-behaviors",
+				"building-with-codegen/statements-and-code-blocks",
+				"building-with-codegen/dependencies-and-usages",
+				"building-with-codegen/function-calls-and-callsites",
+				"building-with-codegen/variable-assignments",
+				"building-with-codegen/local-variables",
+				"building-with-codegen/comments-and-docstrings",
+				"building-with-codegen/external-modules",
+				"building-with-codegen/type-annotations",
+				"building-with-codegen/moving-symbols",
+				"building-with-codegen/collections",
+				"building-with-codegen/traversing-the-call-graph",
+				"building-with-codegen/react-and-jsx",
+				"building-with-codegen/codebase-visualization",
+				"building-with-codegen/flagging-symbols",
+				"building-with-codegen/calling-out-to-llms",
+				"building-with-codegen/semantic-code-search",
+				"building-with-codegen/reducing-conditions"
+			]
+		},
+		{
+			"group": "CLI",
+			"pages": [
+				"cli/about",
+				"cli/init",
+				"cli/notebook",
+				"cli/create",
+				"cli/run",
+				"cli/reset",
+				"cli/expert"
+			]
+		},
+		{
+			"group": "Changelog",
+			"pages": ["changelog/changelog"]
+		},
+		{
+			"group": "Blog",
+			"pages": [
+				"blog/posts",
+				"blog/devin",
+				"blog/act-via-code",
+				"blog/promise-to-async-await-twilio",
+				"blog/fixing-import-loops"
+			]
+		},
+		{
+			"group": "API Reference",
+			"pages": [
+				"api-reference/index",
+				{
+					"group": "Core",
+					"icon": "code",
+					"pages": [
+						"api-reference/core/Argument",
+						"api-reference/core/Assignment",
+						"api-reference/core/AssignmentStatement",
+						"api-reference/core/Attribute",
+						"api-reference/core/AwaitExpression",
+						"api-reference/core/BinaryExpression",
+						"api-reference/core/BlockStatement",
+						"api-reference/core/Boolean",
+						"api-reference/core/Callable",
+						"api-reference/core/CatchStatement",
+						"api-reference/core/ChainedAttribute",
+						"api-reference/core/Class",
+						"api-reference/core/CodeBlock",
+						"api-reference/core/CodeOwner",
+						"api-reference/core/Codebase",
+						"api-reference/core/Comment",
+						"api-reference/core/CommentGroup",
+						"api-reference/core/ComparisonExpression",
+						"api-reference/core/Decorator",
+						"api-reference/core/Dict",
+						"api-reference/core/Directory",
+						"api-reference/core/Editable",
+						"api-reference/core/Export",
+						"api-reference/core/ExportStatement",
+						"api-reference/core/Exportable",
+						"api-reference/core/Expression",
+						"api-reference/core/ExpressionGroup",
+						"api-reference/core/ExpressionStatement",
+						"api-reference/core/ExternalModule",
+						"api-reference/core/File",
+						"api-reference/core/FlagKwargs",
+						"api-reference/core/ForLoopStatement",
+						"api-reference/core/Function",
+						"api-reference/core/FunctionCall",
+						"api-reference/core/GenericType",
+						"api-reference/core/HasBlock",
+						"api-reference/core/HasName",
+						"api-reference/core/HasValue",
+						"api-reference/core/IfBlockStatement",
+						"api-reference/core/Import",
+						"api-reference/core/ImportStatement",
+						"api-reference/core/ImportType",
+						"api-reference/core/Importable",
+						"api-reference/core/Interface",
+						"api-reference/core/List",
+						"api-reference/core/MessageType",
+						"api-reference/core/MultiExpression",
+						"api-reference/core/MultiLineCollection",
+						"api-reference/core/Name",
+						"api-reference/core/NamedType",
+						"api-reference/core/NoneType",
+						"api-reference/core/Number",
+						"api-reference/core/Pair",
+						"api-reference/core/Parameter",
+						"api-reference/core/ParenthesizedExpression",
+						"api-reference/core/Placeholder",
+						"api-reference/core/PlaceholderType",
+						"api-reference/core/RaiseStatement",
+						"api-reference/core/ReturnStatement",
+						"api-reference/core/SourceFile",
+						"api-reference/core/Span",
+						"api-reference/core/Statement",
+						"api-reference/core/StatementType",
+						"api-reference/core/String",
+						"api-reference/core/StubPlaceholder",
+						"api-reference/core/SubscriptExpression",
+						"api-reference/core/SwitchCase",
+						"api-reference/core/SwitchStatement",
+						"api-reference/core/Symbol",
+						"api-reference/core/SymbolGroup",
+						"api-reference/core/SymbolStatement",
+						"api-reference/core/TernaryExpression",
+						"api-reference/core/TryCatchStatement",
+						"api-reference/core/Tuple",
+						"api-reference/core/TupleType",
+						"api-reference/core/Type",
+						"api-reference/core/TypeAlias",
+						"api-reference/core/TypePlaceholder",
+						"api-reference/core/Typeable",
+						"api-reference/core/UnaryExpression",
+						"api-reference/core/UnionType",
+						"api-reference/core/Unpack",
+						"api-reference/core/Unwrappable",
+						"api-reference/core/Usable",
+						"api-reference/core/Usage",
+						"api-reference/core/UsageKind",
+						"api-reference/core/UsageType",
+						"api-reference/core/Value",
+						"api-reference/core/WhileStatement",
+						"api-reference/core/WithStatement"
+					]
+				},
+				{
+					"group": "Python",
+					"icon": "python",
+					"pages": [
+						"api-reference/python/PyAssignment",
+						"api-reference/python/PyAssignmentStatement",
+						"api-reference/python/PyAttribute",
+						"api-reference/python/PyBlockStatement",
+						"api-reference/python/PyBreakStatement",
+						"api-reference/python/PyCatchStatement",
+						"api-reference/python/PyChainedAttribute",
+						"api-reference/python/PyClass",
+						"api-reference/python/PyCodeBlock",
+						"api-reference/python/PyComment",
+						"api-reference/python/PyCommentGroup",
+						"api-reference/python/PyCommentType",
+						"api-reference/python/PyConditionalExpression",
+						"api-reference/python/PyDecorator",
+						"api-reference/python/PyFile",
+						"api-reference/python/PyForLoopStatement",
+						"api-reference/python/PyFunction",
+						"api-reference/python/PyGenericType",
+						"api-reference/python/PyHasBlock",
+						"api-reference/python/PyIfBlockStatement",
+						"api-reference/python/PyImport",
+						"api-reference/python/PyImportStatement",
+						"api-reference/python/PyMatchCase",
+						"api-reference/python/PyMatchStatement",
+						"api-reference/python/PyNamedType",
+						"api-reference/python/PyParameter",
+						"api-reference/python/PyPassStatement",
+						"api-reference/python/PyReturnTypePlaceholder",
+						"api-reference/python/PyString",
+						"api-reference/python/PySymbol",
+						"api-reference/python/PyTryCatchStatement",
+						"api-reference/python/PyUnionType",
+						"api-reference/python/PyWhileStatement"
+					]
+				},
+				{
+					"group": "Typescript",
+					"icon": "js",
+					"pages": [
+						"api-reference/typescript/JSXElement",
+						"api-reference/typescript/JSXExpression",
+						"api-reference/typescript/JSXProp",
+						"api-reference/typescript/TSArrayType",
+						"api-reference/typescript/TSAssignment",
+						"api-reference/typescript/TSAssignmentStatement",
+						"api-reference/typescript/TSAttribute",
+						"api-reference/typescript/TSBlockStatement",
+						"api-reference/typescript/TSCatchStatement",
+						"api-reference/typescript/TSChainedAttribute",
+						"api-reference/typescript/TSClass",
+						"api-reference/typescript/TSCodeBlock",
+						"api-reference/typescript/TSComment",
+						"api-reference/typescript/TSCommentGroup",
+						"api-reference/typescript/TSCommentType",
+						"api-reference/typescript/TSConditionalType",
+						"api-reference/typescript/TSConfig",
+						"api-reference/typescript/TSDecorator",
+						"api-reference/typescript/TSDict",
+						"api-reference/typescript/TSEnum",
+						"api-reference/typescript/TSExport",
+						"api-reference/typescript/TSExpressionType",
+						"api-reference/typescript/TSFile",
+						"api-reference/typescript/TSForLoopStatement",
+						"api-reference/typescript/TSFunction",
+						"api-reference/typescript/TSFunctionType",
+						"api-reference/typescript/TSGenericType",
+						"api-reference/typescript/TSHasBlock",
+						"api-reference/typescript/TSIfBlockStatement",
+						"api-reference/typescript/TSImport",
+						"api-reference/typescript/TSImportStatement",
+						"api-reference/typescript/TSInterface",
+						"api-reference/typescript/TSLabeledStatement",
+						"api-reference/typescript/TSLookupType",
+						"api-reference/typescript/TSNamedType",
+						"api-reference/typescript/TSNamespace",
+						"api-reference/typescript/TSObjectType",
+						"api-reference/typescript/TSPair",
+						"api-reference/typescript/TSParameter",
+						"api-reference/typescript/TSQueryType",
+						"api-reference/typescript/TSReadonlyType",
+						"api-reference/typescript/TSReturnTypePlaceholder",
+						"api-reference/typescript/TSString",
+						"api-reference/typescript/TSSwitchCase",
+						"api-reference/typescript/TSSwitchStatement",
+						"api-reference/typescript/TSSymbol",
+						"api-reference/typescript/TSTernaryExpression",
+						"api-reference/typescript/TSTryCatchStatement",
+						"api-reference/typescript/TSTypeAlias",
+						"api-reference/typescript/TSUndefinedType",
+						"api-reference/typescript/TSUnionType",
+						"api-reference/typescript/TSWhileStatement"
+					]
+				}
+			]
+		}
+	],
+	"footerSocials": {
+		"x": "https://x.com/codegen",
+		"linkedin": "https://linkedin.com/company/codegen-dot-com"
+	}
+}

From c6f2f5ad5b28a26bb59a7fa8d170f873ee3a1e96 Mon Sep 17 00:00:00 2001
From: codegen-team <engineering-git@codegen.com>
Date: Thu, 6 Mar 2025 22:28:40 +0000
Subject: [PATCH 46/66] docs: updated API reference

---
 docs/mint.json                    | 758 +++++++++++++++---------------
 src/codegen/sdk/system-prompt.txt | 426 +++++++++++++++++
 2 files changed, 806 insertions(+), 378 deletions(-)

diff --git a/docs/mint.json b/docs/mint.json
index cec15a787..5a33f2590 100644
--- a/docs/mint.json
+++ b/docs/mint.json
@@ -1,379 +1,381 @@
 {
-	"$schema": "https://mintlify.com/schema.json",
-	"name": "Codegen",
-	"logo": {
-		"dark": "https://cdn.prod.website-files.com/67070304751b9b01bf6a161c/679bcf45a3e32761c42b324b_Codegen_Logomark_Dark.svg",
-		"light": "https://cdn.prod.website-files.com/67070304751b9b01bf6a161c/679bcf45bf55446746125835_Codegen_Logomark_Light.svg"
-	},
-	"modeToggle": {
-		"default": "dark"
-	},
-	"metadata": {
-		"og:site_name": "Codegen",
-		"og:title": "Codegen - Manipulate Code at Scale",
-		"og:description": "A scriptable interface to a powerful, multi-lingual language server built on top of Tree-sitter.",
-		"og:url": "https://docs.codegen.com",
-		"og:locale": "en_US",
-		"og:logo": "https://i.imgur.com/f4OVOqI.png",
-		"article:publisher": "Codegen, Inc.",
-		"twitter:site": "@codegen"
-	},
-	"favicon": "/favicon.svg",
-	"colors": {
-		"primary": "#a277ff",
-		"light": "#a277ff",
-		"dark": "#a277ff",
-		"anchors": {
-			"from": "#61ffca",
-			"to": "#61ffca"
-		}
-	},
-	"theme": "prism",
-	"background": {
-		"style": "gradient"
-	},
-	"analytics": {
-		"posthog": {
-			"apiKey": "phc_GLxaINoQJnuyCyxDmTciQqzdKBYFVDkY7bRBO4bDdso"
-		}
-	},
-	"feedback": {
-		"thumbsRating": true
-	},
-	"topbarCtaButton": {
-		"name": "GitHub",
-		"url": "https://github.com/codegen-sh/codegen-sdk"
-	},
-	"tabs": [
-		{
-			"name": "API Reference",
-			"url": "/api-reference"
-		},
-		{
-			"name": "CLI",
-			"url": "/cli"
-		},
-		{
-			"name": "Blog",
-			"url": "/blog"
-		},
-		{
-			"name": "Changelog",
-			"url": "/changelog"
-		}
-	],
-	"navigation": [
-		{
-			"group": "Introduction",
-			"pages": [
-				"introduction/overview",
-				"introduction/getting-started",
-				"introduction/installation",
-				"introduction/ide-usage",
-				"introduction/work-with-ai",
-				"introduction/how-it-works",
-				"introduction/advanced-settings",
-				"introduction/guiding-principles",
-				"introduction/community",
-				"introduction/about",
-				"introduction/faq"
-			]
-		},
-		{
-			"group": "Tutorials",
-			"pages": [
-				"tutorials/at-a-glance",
-				"tutorials/build-code-agent",
-				"tutorials/slack-bot",
-				"tutorials/github-review-bot",
-				"tutorials/deep-code-research",
-				"tutorials/training-data",
-				"tutorials/codebase-visualization",
-				"tutorials/migrating-apis",
-				"tutorials/organize-your-codebase",
-				"tutorials/promise-to-async-await",
-				"tutorials/modularity",
-				"tutorials/manage-feature-flags",
-				"tutorials/deleting-dead-code",
-				"tutorials/increase-type-coverage",
-				"tutorials/managing-typescript-exports",
-				"tutorials/converting-default-exports",
-				"tutorials/creating-documentation",
-				"tutorials/react-modernization",
-				"tutorials/unittest-to-pytest",
-				"tutorials/sqlalchemy-1.6-to-2.0",
-				"tutorials/fixing-import-loops-in-pytorch",
-				"tutorials/python2-to-python3",
-				"tutorials/flask-to-fastapi",
-				"tutorials/build-mcp",
-				"tutorials/neo4j-graph"
-			]
-		},
-		{
-			"group": "Building with Codegen",
-			"pages": [
-				"building-with-codegen/at-a-glance",
-				"building-with-codegen/parsing-codebases",
-				"building-with-codegen/reusable-codemods",
-				"building-with-codegen/dot-codegen",
-				"building-with-codegen/function-decorator",
-				"building-with-codegen/language-support",
-				"building-with-codegen/commit-and-reset",
-				"building-with-codegen/git-operations",
-				"building-with-codegen/files-and-directories",
-				"building-with-codegen/the-editable-api",
-				"building-with-codegen/symbol-api",
-				"building-with-codegen/class-api",
-				"building-with-codegen/imports",
-				"building-with-codegen/exports",
-				"building-with-codegen/inheritable-behaviors",
-				"building-with-codegen/statements-and-code-blocks",
-				"building-with-codegen/dependencies-and-usages",
-				"building-with-codegen/function-calls-and-callsites",
-				"building-with-codegen/variable-assignments",
-				"building-with-codegen/local-variables",
-				"building-with-codegen/comments-and-docstrings",
-				"building-with-codegen/external-modules",
-				"building-with-codegen/type-annotations",
-				"building-with-codegen/moving-symbols",
-				"building-with-codegen/collections",
-				"building-with-codegen/traversing-the-call-graph",
-				"building-with-codegen/react-and-jsx",
-				"building-with-codegen/codebase-visualization",
-				"building-with-codegen/flagging-symbols",
-				"building-with-codegen/calling-out-to-llms",
-				"building-with-codegen/semantic-code-search",
-				"building-with-codegen/reducing-conditions"
-			]
-		},
-		{
-			"group": "CLI",
-			"pages": [
-				"cli/about",
-				"cli/init",
-				"cli/notebook",
-				"cli/create",
-				"cli/run",
-				"cli/reset",
-				"cli/expert"
-			]
-		},
-		{
-			"group": "Changelog",
-			"pages": ["changelog/changelog"]
-		},
-		{
-			"group": "Blog",
-			"pages": [
-				"blog/posts",
-				"blog/devin",
-				"blog/act-via-code",
-				"blog/promise-to-async-await-twilio",
-				"blog/fixing-import-loops"
-			]
-		},
-		{
-			"group": "API Reference",
-			"pages": [
-				"api-reference/index",
-				{
-					"group": "Core",
-					"icon": "code",
-					"pages": [
-						"api-reference/core/Argument",
-						"api-reference/core/Assignment",
-						"api-reference/core/AssignmentStatement",
-						"api-reference/core/Attribute",
-						"api-reference/core/AwaitExpression",
-						"api-reference/core/BinaryExpression",
-						"api-reference/core/BlockStatement",
-						"api-reference/core/Boolean",
-						"api-reference/core/Callable",
-						"api-reference/core/CatchStatement",
-						"api-reference/core/ChainedAttribute",
-						"api-reference/core/Class",
-						"api-reference/core/CodeBlock",
-						"api-reference/core/CodeOwner",
-						"api-reference/core/Codebase",
-						"api-reference/core/Comment",
-						"api-reference/core/CommentGroup",
-						"api-reference/core/ComparisonExpression",
-						"api-reference/core/Decorator",
-						"api-reference/core/Dict",
-						"api-reference/core/Directory",
-						"api-reference/core/Editable",
-						"api-reference/core/Export",
-						"api-reference/core/ExportStatement",
-						"api-reference/core/Exportable",
-						"api-reference/core/Expression",
-						"api-reference/core/ExpressionGroup",
-						"api-reference/core/ExpressionStatement",
-						"api-reference/core/ExternalModule",
-						"api-reference/core/File",
-						"api-reference/core/FlagKwargs",
-						"api-reference/core/ForLoopStatement",
-						"api-reference/core/Function",
-						"api-reference/core/FunctionCall",
-						"api-reference/core/GenericType",
-						"api-reference/core/HasBlock",
-						"api-reference/core/HasName",
-						"api-reference/core/HasValue",
-						"api-reference/core/IfBlockStatement",
-						"api-reference/core/Import",
-						"api-reference/core/ImportStatement",
-						"api-reference/core/ImportType",
-						"api-reference/core/Importable",
-						"api-reference/core/Interface",
-						"api-reference/core/List",
-						"api-reference/core/MessageType",
-						"api-reference/core/MultiExpression",
-						"api-reference/core/MultiLineCollection",
-						"api-reference/core/Name",
-						"api-reference/core/NamedType",
-						"api-reference/core/NoneType",
-						"api-reference/core/Number",
-						"api-reference/core/Pair",
-						"api-reference/core/Parameter",
-						"api-reference/core/ParenthesizedExpression",
-						"api-reference/core/Placeholder",
-						"api-reference/core/PlaceholderType",
-						"api-reference/core/RaiseStatement",
-						"api-reference/core/ReturnStatement",
-						"api-reference/core/SourceFile",
-						"api-reference/core/Span",
-						"api-reference/core/Statement",
-						"api-reference/core/StatementType",
-						"api-reference/core/String",
-						"api-reference/core/StubPlaceholder",
-						"api-reference/core/SubscriptExpression",
-						"api-reference/core/SwitchCase",
-						"api-reference/core/SwitchStatement",
-						"api-reference/core/Symbol",
-						"api-reference/core/SymbolGroup",
-						"api-reference/core/SymbolStatement",
-						"api-reference/core/TernaryExpression",
-						"api-reference/core/TryCatchStatement",
-						"api-reference/core/Tuple",
-						"api-reference/core/TupleType",
-						"api-reference/core/Type",
-						"api-reference/core/TypeAlias",
-						"api-reference/core/TypePlaceholder",
-						"api-reference/core/Typeable",
-						"api-reference/core/UnaryExpression",
-						"api-reference/core/UnionType",
-						"api-reference/core/Unpack",
-						"api-reference/core/Unwrappable",
-						"api-reference/core/Usable",
-						"api-reference/core/Usage",
-						"api-reference/core/UsageKind",
-						"api-reference/core/UsageType",
-						"api-reference/core/Value",
-						"api-reference/core/WhileStatement",
-						"api-reference/core/WithStatement"
-					]
-				},
-				{
-					"group": "Python",
-					"icon": "python",
-					"pages": [
-						"api-reference/python/PyAssignment",
-						"api-reference/python/PyAssignmentStatement",
-						"api-reference/python/PyAttribute",
-						"api-reference/python/PyBlockStatement",
-						"api-reference/python/PyBreakStatement",
-						"api-reference/python/PyCatchStatement",
-						"api-reference/python/PyChainedAttribute",
-						"api-reference/python/PyClass",
-						"api-reference/python/PyCodeBlock",
-						"api-reference/python/PyComment",
-						"api-reference/python/PyCommentGroup",
-						"api-reference/python/PyCommentType",
-						"api-reference/python/PyConditionalExpression",
-						"api-reference/python/PyDecorator",
-						"api-reference/python/PyFile",
-						"api-reference/python/PyForLoopStatement",
-						"api-reference/python/PyFunction",
-						"api-reference/python/PyGenericType",
-						"api-reference/python/PyHasBlock",
-						"api-reference/python/PyIfBlockStatement",
-						"api-reference/python/PyImport",
-						"api-reference/python/PyImportStatement",
-						"api-reference/python/PyMatchCase",
-						"api-reference/python/PyMatchStatement",
-						"api-reference/python/PyNamedType",
-						"api-reference/python/PyParameter",
-						"api-reference/python/PyPassStatement",
-						"api-reference/python/PyReturnTypePlaceholder",
-						"api-reference/python/PyString",
-						"api-reference/python/PySymbol",
-						"api-reference/python/PyTryCatchStatement",
-						"api-reference/python/PyUnionType",
-						"api-reference/python/PyWhileStatement"
-					]
-				},
-				{
-					"group": "Typescript",
-					"icon": "js",
-					"pages": [
-						"api-reference/typescript/JSXElement",
-						"api-reference/typescript/JSXExpression",
-						"api-reference/typescript/JSXProp",
-						"api-reference/typescript/TSArrayType",
-						"api-reference/typescript/TSAssignment",
-						"api-reference/typescript/TSAssignmentStatement",
-						"api-reference/typescript/TSAttribute",
-						"api-reference/typescript/TSBlockStatement",
-						"api-reference/typescript/TSCatchStatement",
-						"api-reference/typescript/TSChainedAttribute",
-						"api-reference/typescript/TSClass",
-						"api-reference/typescript/TSCodeBlock",
-						"api-reference/typescript/TSComment",
-						"api-reference/typescript/TSCommentGroup",
-						"api-reference/typescript/TSCommentType",
-						"api-reference/typescript/TSConditionalType",
-						"api-reference/typescript/TSConfig",
-						"api-reference/typescript/TSDecorator",
-						"api-reference/typescript/TSDict",
-						"api-reference/typescript/TSEnum",
-						"api-reference/typescript/TSExport",
-						"api-reference/typescript/TSExpressionType",
-						"api-reference/typescript/TSFile",
-						"api-reference/typescript/TSForLoopStatement",
-						"api-reference/typescript/TSFunction",
-						"api-reference/typescript/TSFunctionType",
-						"api-reference/typescript/TSGenericType",
-						"api-reference/typescript/TSHasBlock",
-						"api-reference/typescript/TSIfBlockStatement",
-						"api-reference/typescript/TSImport",
-						"api-reference/typescript/TSImportStatement",
-						"api-reference/typescript/TSInterface",
-						"api-reference/typescript/TSLabeledStatement",
-						"api-reference/typescript/TSLookupType",
-						"api-reference/typescript/TSNamedType",
-						"api-reference/typescript/TSNamespace",
-						"api-reference/typescript/TSObjectType",
-						"api-reference/typescript/TSPair",
-						"api-reference/typescript/TSParameter",
-						"api-reference/typescript/TSQueryType",
-						"api-reference/typescript/TSReadonlyType",
-						"api-reference/typescript/TSReturnTypePlaceholder",
-						"api-reference/typescript/TSString",
-						"api-reference/typescript/TSSwitchCase",
-						"api-reference/typescript/TSSwitchStatement",
-						"api-reference/typescript/TSSymbol",
-						"api-reference/typescript/TSTernaryExpression",
-						"api-reference/typescript/TSTryCatchStatement",
-						"api-reference/typescript/TSTypeAlias",
-						"api-reference/typescript/TSUndefinedType",
-						"api-reference/typescript/TSUnionType",
-						"api-reference/typescript/TSWhileStatement"
-					]
-				}
-			]
-		}
-	],
-	"footerSocials": {
-		"x": "https://x.com/codegen",
-		"linkedin": "https://linkedin.com/company/codegen-dot-com"
-	}
-}
+  "$schema": "https://mintlify.com/schema.json",
+  "name": "Codegen",
+  "logo": {
+    "dark": "https://cdn.prod.website-files.com/67070304751b9b01bf6a161c/679bcf45a3e32761c42b324b_Codegen_Logomark_Dark.svg",
+    "light": "https://cdn.prod.website-files.com/67070304751b9b01bf6a161c/679bcf45bf55446746125835_Codegen_Logomark_Light.svg"
+  },
+  "modeToggle": {
+    "default": "dark"
+  },
+  "metadata": {
+    "og:site_name": "Codegen",
+    "og:title": "Codegen - Manipulate Code at Scale",
+    "og:description": "A scriptable interface to a powerful, multi-lingual language server built on top of Tree-sitter.",
+    "og:url": "https://docs.codegen.com",
+    "og:locale": "en_US",
+    "og:logo": "https://i.imgur.com/f4OVOqI.png",
+    "article:publisher": "Codegen, Inc.",
+    "twitter:site": "@codegen"
+  },
+  "favicon": "/favicon.svg",
+  "colors": {
+    "primary": "#a277ff",
+    "light": "#a277ff",
+    "dark": "#a277ff",
+    "anchors": {
+      "from": "#61ffca",
+      "to": "#61ffca"
+    }
+  },
+  "theme": "prism",
+  "background": {
+    "style": "gradient"
+  },
+  "analytics": {
+    "posthog": {
+      "apiKey": "phc_GLxaINoQJnuyCyxDmTciQqzdKBYFVDkY7bRBO4bDdso"
+    }
+  },
+  "feedback": {
+    "thumbsRating": true
+  },
+  "topbarCtaButton": {
+    "name": "GitHub",
+    "url": "https://github.com/codegen-sh/codegen-sdk"
+  },
+  "tabs": [
+    {
+      "name": "API Reference",
+      "url": "/api-reference"
+    },
+    {
+      "name": "CLI",
+      "url": "/cli"
+    },
+    {
+      "name": "Blog",
+      "url": "/blog"
+    },
+    {
+      "name": "Changelog",
+      "url": "/changelog"
+    }
+  ],
+  "navigation": [
+    {
+      "group": "Introduction",
+      "pages": [
+        "introduction/overview",
+        "introduction/getting-started",
+        "introduction/installation",
+        "introduction/ide-usage",
+        "introduction/work-with-ai",
+        "introduction/how-it-works",
+        "introduction/advanced-settings",
+        "introduction/guiding-principles",
+        "introduction/community",
+        "introduction/about",
+        "introduction/faq"
+      ]
+    },
+    {
+      "group": "Tutorials",
+      "pages": [
+        "tutorials/at-a-glance",
+        "tutorials/build-code-agent",
+        "tutorials/slack-bot",
+        "tutorials/github-review-bot",
+        "tutorials/deep-code-research",
+        "tutorials/training-data",
+        "tutorials/codebase-visualization",
+        "tutorials/migrating-apis",
+        "tutorials/organize-your-codebase",
+        "tutorials/promise-to-async-await",
+        "tutorials/modularity",
+        "tutorials/manage-feature-flags",
+        "tutorials/deleting-dead-code",
+        "tutorials/increase-type-coverage",
+        "tutorials/managing-typescript-exports",
+        "tutorials/converting-default-exports",
+        "tutorials/creating-documentation",
+        "tutorials/react-modernization",
+        "tutorials/unittest-to-pytest",
+        "tutorials/sqlalchemy-1.6-to-2.0",
+        "tutorials/fixing-import-loops-in-pytorch",
+        "tutorials/python2-to-python3",
+        "tutorials/flask-to-fastapi",
+        "tutorials/build-mcp",
+        "tutorials/neo4j-graph"
+      ]
+    },
+    {
+      "group": "Building with Codegen",
+      "pages": [
+        "building-with-codegen/at-a-glance",
+        "building-with-codegen/parsing-codebases",
+        "building-with-codegen/reusable-codemods",
+        "building-with-codegen/dot-codegen",
+        "building-with-codegen/function-decorator",
+        "building-with-codegen/language-support",
+        "building-with-codegen/commit-and-reset",
+        "building-with-codegen/git-operations",
+        "building-with-codegen/files-and-directories",
+        "building-with-codegen/the-editable-api",
+        "building-with-codegen/symbol-api",
+        "building-with-codegen/class-api",
+        "building-with-codegen/imports",
+        "building-with-codegen/exports",
+        "building-with-codegen/inheritable-behaviors",
+        "building-with-codegen/statements-and-code-blocks",
+        "building-with-codegen/dependencies-and-usages",
+        "building-with-codegen/function-calls-and-callsites",
+        "building-with-codegen/variable-assignments",
+        "building-with-codegen/local-variables",
+        "building-with-codegen/comments-and-docstrings",
+        "building-with-codegen/external-modules",
+        "building-with-codegen/type-annotations",
+        "building-with-codegen/moving-symbols",
+        "building-with-codegen/collections",
+        "building-with-codegen/traversing-the-call-graph",
+        "building-with-codegen/react-and-jsx",
+        "building-with-codegen/codebase-visualization",
+        "building-with-codegen/flagging-symbols",
+        "building-with-codegen/calling-out-to-llms",
+        "building-with-codegen/semantic-code-search",
+        "building-with-codegen/reducing-conditions"
+      ]
+    },
+    {
+      "group": "CLI",
+      "pages": [
+        "cli/about",
+        "cli/init",
+        "cli/notebook",
+        "cli/create",
+        "cli/run",
+        "cli/reset",
+        "cli/expert"
+      ]
+    },
+    {
+      "group": "Changelog",
+      "pages": [
+        "changelog/changelog"
+      ]
+    },
+    {
+      "group": "Blog",
+      "pages": [
+        "blog/posts",
+        "blog/devin",
+        "blog/act-via-code",
+        "blog/promise-to-async-await-twilio",
+        "blog/fixing-import-loops"
+      ]
+    },
+    {
+      "group": "API Reference",
+      "pages": [
+        "api-reference/index",
+        {
+          "group": "Core",
+          "icon": "code",
+          "pages": [
+            "api-reference/core/Argument",
+            "api-reference/core/Assignment",
+            "api-reference/core/AssignmentStatement",
+            "api-reference/core/Attribute",
+            "api-reference/core/AwaitExpression",
+            "api-reference/core/BinaryExpression",
+            "api-reference/core/BlockStatement",
+            "api-reference/core/Boolean",
+            "api-reference/core/Callable",
+            "api-reference/core/CatchStatement",
+            "api-reference/core/ChainedAttribute",
+            "api-reference/core/Class",
+            "api-reference/core/CodeBlock",
+            "api-reference/core/CodeOwner",
+            "api-reference/core/Codebase",
+            "api-reference/core/Comment",
+            "api-reference/core/CommentGroup",
+            "api-reference/core/ComparisonExpression",
+            "api-reference/core/Decorator",
+            "api-reference/core/Dict",
+            "api-reference/core/Directory",
+            "api-reference/core/Editable",
+            "api-reference/core/Export",
+            "api-reference/core/ExportStatement",
+            "api-reference/core/Exportable",
+            "api-reference/core/Expression",
+            "api-reference/core/ExpressionGroup",
+            "api-reference/core/ExpressionStatement",
+            "api-reference/core/ExternalModule",
+            "api-reference/core/File",
+            "api-reference/core/FlagKwargs",
+            "api-reference/core/ForLoopStatement",
+            "api-reference/core/Function",
+            "api-reference/core/FunctionCall",
+            "api-reference/core/GenericType",
+            "api-reference/core/HasBlock",
+            "api-reference/core/HasName",
+            "api-reference/core/HasValue",
+            "api-reference/core/IfBlockStatement",
+            "api-reference/core/Import",
+            "api-reference/core/ImportStatement",
+            "api-reference/core/ImportType",
+            "api-reference/core/Importable",
+            "api-reference/core/Interface",
+            "api-reference/core/List",
+            "api-reference/core/MessageType",
+            "api-reference/core/MultiExpression",
+            "api-reference/core/MultiLineCollection",
+            "api-reference/core/Name",
+            "api-reference/core/NamedType",
+            "api-reference/core/NoneType",
+            "api-reference/core/Number",
+            "api-reference/core/Pair",
+            "api-reference/core/Parameter",
+            "api-reference/core/ParenthesizedExpression",
+            "api-reference/core/Placeholder",
+            "api-reference/core/PlaceholderType",
+            "api-reference/core/RaiseStatement",
+            "api-reference/core/ReturnStatement",
+            "api-reference/core/SourceFile",
+            "api-reference/core/Span",
+            "api-reference/core/Statement",
+            "api-reference/core/StatementType",
+            "api-reference/core/String",
+            "api-reference/core/StubPlaceholder",
+            "api-reference/core/SubscriptExpression",
+            "api-reference/core/SwitchCase",
+            "api-reference/core/SwitchStatement",
+            "api-reference/core/Symbol",
+            "api-reference/core/SymbolGroup",
+            "api-reference/core/SymbolStatement",
+            "api-reference/core/TernaryExpression",
+            "api-reference/core/TryCatchStatement",
+            "api-reference/core/Tuple",
+            "api-reference/core/TupleType",
+            "api-reference/core/Type",
+            "api-reference/core/TypeAlias",
+            "api-reference/core/TypePlaceholder",
+            "api-reference/core/Typeable",
+            "api-reference/core/UnaryExpression",
+            "api-reference/core/UnionType",
+            "api-reference/core/Unpack",
+            "api-reference/core/Unwrappable",
+            "api-reference/core/Usable",
+            "api-reference/core/Usage",
+            "api-reference/core/UsageKind",
+            "api-reference/core/UsageType",
+            "api-reference/core/Value",
+            "api-reference/core/WhileStatement",
+            "api-reference/core/WithStatement"
+          ]
+        },
+        {
+          "group": "Python",
+          "icon": "python",
+          "pages": [
+            "api-reference/python/PyAssignment",
+            "api-reference/python/PyAssignmentStatement",
+            "api-reference/python/PyAttribute",
+            "api-reference/python/PyBlockStatement",
+            "api-reference/python/PyBreakStatement",
+            "api-reference/python/PyCatchStatement",
+            "api-reference/python/PyChainedAttribute",
+            "api-reference/python/PyClass",
+            "api-reference/python/PyCodeBlock",
+            "api-reference/python/PyComment",
+            "api-reference/python/PyCommentGroup",
+            "api-reference/python/PyCommentType",
+            "api-reference/python/PyConditionalExpression",
+            "api-reference/python/PyDecorator",
+            "api-reference/python/PyFile",
+            "api-reference/python/PyForLoopStatement",
+            "api-reference/python/PyFunction",
+            "api-reference/python/PyGenericType",
+            "api-reference/python/PyHasBlock",
+            "api-reference/python/PyIfBlockStatement",
+            "api-reference/python/PyImport",
+            "api-reference/python/PyImportStatement",
+            "api-reference/python/PyMatchCase",
+            "api-reference/python/PyMatchStatement",
+            "api-reference/python/PyNamedType",
+            "api-reference/python/PyParameter",
+            "api-reference/python/PyPassStatement",
+            "api-reference/python/PyReturnTypePlaceholder",
+            "api-reference/python/PyString",
+            "api-reference/python/PySymbol",
+            "api-reference/python/PyTryCatchStatement",
+            "api-reference/python/PyUnionType",
+            "api-reference/python/PyWhileStatement"
+          ]
+        },
+        {
+          "group": "Typescript",
+          "icon": "js",
+          "pages": [
+            "api-reference/typescript/JSXElement",
+            "api-reference/typescript/JSXExpression",
+            "api-reference/typescript/JSXProp",
+            "api-reference/typescript/TSArrayType",
+            "api-reference/typescript/TSAssignment",
+            "api-reference/typescript/TSAssignmentStatement",
+            "api-reference/typescript/TSAttribute",
+            "api-reference/typescript/TSBlockStatement",
+            "api-reference/typescript/TSCatchStatement",
+            "api-reference/typescript/TSChainedAttribute",
+            "api-reference/typescript/TSClass",
+            "api-reference/typescript/TSCodeBlock",
+            "api-reference/typescript/TSComment",
+            "api-reference/typescript/TSCommentGroup",
+            "api-reference/typescript/TSCommentType",
+            "api-reference/typescript/TSConditionalType",
+            "api-reference/typescript/TSConfig",
+            "api-reference/typescript/TSDecorator",
+            "api-reference/typescript/TSDict",
+            "api-reference/typescript/TSEnum",
+            "api-reference/typescript/TSExport",
+            "api-reference/typescript/TSExpressionType",
+            "api-reference/typescript/TSFile",
+            "api-reference/typescript/TSForLoopStatement",
+            "api-reference/typescript/TSFunction",
+            "api-reference/typescript/TSFunctionType",
+            "api-reference/typescript/TSGenericType",
+            "api-reference/typescript/TSHasBlock",
+            "api-reference/typescript/TSIfBlockStatement",
+            "api-reference/typescript/TSImport",
+            "api-reference/typescript/TSImportStatement",
+            "api-reference/typescript/TSInterface",
+            "api-reference/typescript/TSLabeledStatement",
+            "api-reference/typescript/TSLookupType",
+            "api-reference/typescript/TSNamedType",
+            "api-reference/typescript/TSNamespace",
+            "api-reference/typescript/TSObjectType",
+            "api-reference/typescript/TSPair",
+            "api-reference/typescript/TSParameter",
+            "api-reference/typescript/TSQueryType",
+            "api-reference/typescript/TSReadonlyType",
+            "api-reference/typescript/TSReturnTypePlaceholder",
+            "api-reference/typescript/TSString",
+            "api-reference/typescript/TSSwitchCase",
+            "api-reference/typescript/TSSwitchStatement",
+            "api-reference/typescript/TSSymbol",
+            "api-reference/typescript/TSTernaryExpression",
+            "api-reference/typescript/TSTryCatchStatement",
+            "api-reference/typescript/TSTypeAlias",
+            "api-reference/typescript/TSUndefinedType",
+            "api-reference/typescript/TSUnionType",
+            "api-reference/typescript/TSWhileStatement"
+          ]
+        }
+      ]
+    }
+  ],
+  "footerSocials": {
+    "x": "https://x.com/codegen",
+    "linkedin": "https://linkedin.com/company/codegen-dot-com"
+  }
+}
\ No newline at end of file
diff --git a/src/codegen/sdk/system-prompt.txt b/src/codegen/sdk/system-prompt.txt
index e5b616c1b..bcb57217d 100644
--- a/src/codegen/sdk/system-prompt.txt
+++ b/src/codegen/sdk/system-prompt.txt
@@ -437,6 +437,39 @@ if base_class:
   references](/building-with-codegen/dependencies-and-usages) or [imports](/building-with-codegen/imports) and [exports](/building-with-codegen/exports).
 </Note>
 
+## Advanced Settings
+
+Codegen also supports a number of advanced settings that can be used to customize the behavior of the graph construction process.
+
+These flags are helpful for debugging problematic repos, optimizing Codegen’s performance, or testing unreleased or experimental (potentially backwards-breaking) features.
+
+```python
+from codegen import Codebase
+from codegen.configs import CodebaseConfig
+
+# Initialize a Codebase with custom configuration
+codebase = Codebase(
+    "path/to/git/repo"",
+    config=CodebaseConfig(
+        verify_graph=True,
+        method_usages=False,
+        sync_enabled=True,
+        generics=False,
+        import_resolution_overrides={
+          "old_module": "new_module"
+        },
+        ts_language_engine=True,
+        v8_ts_engine=True
+    )
+)
+```
+
+To learn more about available settings, see the [Advanced Settings](/introduction/advanced-settings) page.
+
+<Warning>
+These are considered experimental and unstable features that may be removed or changed in the future.
+</Warning>
+
 ## What's Next?
 
 <CardGroup cols={2}>
@@ -956,6 +989,399 @@ Codegen is just getting started, and we're excited about the possibilities ahead
 Check out our [community guide](/introduction/community) to get involved!
 
 
+---
+title: "Advanced Settings"
+sidebarTitle: "Advanced Settings"
+icon: "memory"
+iconType: "solid"
+---
+
+Codegen's [Codebase](/api-reference/core/Codebase) constructor accepts a `CodebaseConfig` object which is used to configure more advanced behaviors of the graph construction process.
+
+These flags are helpful for debugging problematic repos, optimizing Codegen's performance, or testing unreleased or experimental (potentially backwards-breaking) features.
+
+<Warning>
+**These are considered experimental features and may change in the future!**
+
+As such, they may have little to no testing or documentation. Many of these flags may also be unsupported in the future!
+
+If you need help, please visit our [community](/introduction/community).
+</Warning>
+
+<Note>
+These configuration options are defined in [src/codegen/configs/models/codebase.py](https://github.com/codegen-sh/codegen/blob/develop/src/codegen/configs/models/codebase.py).
+</Note>
+
+# Usage
+
+You can customize the behavior of the graph construction process when initializing a [Codebase](/api-reference/core/Codebase) by passing a `CodebaseConfig` object with the desired configuration flags.
+
+```python
+from codegen import Codebase
+from codegen.configs import CodebaseConfig
+
+# Initialize a Codebase with custom configuration
+codebase = Codebase(
+    "<repo_path>",
+    config=CodebaseConfig(
+        flag1=...,
+        flag2=...,
+        ...
+    )
+)
+```
+
+# Table of Contents
+
+- [debug](#flag-debug)
+- [verify-graph](#flag-verify-graph)
+- [track-graph](#flag-track-graph)
+- [method-usages](#flag-method-usages)
+- [sync-enabled](#flag-sync-enabled)
+- [full-range-index](#flag-full-range-index)
+- [ignore-process-errors](#flag-ignore-process-errors)
+- [disable-graph](#flag-disable-graph)
+- [disable-file-parse](#flag-disable-file-parse)
+- [exp-lazy-graph](#flag-exp-lazy-graph)
+- [generics](#flag-generics)
+- [import-resolution-paths](#flag-import-resolution-paths)
+- [import-resolution-overrides](#flag-import-resolution-overrides)
+- [py-resolve-syspath](#flag-py-resolve-syspath)
+- [ts-dependency-manager](#flag-ts-dependency-manager)
+- [ts-language-engine](#flag-ts-language-engine)
+- [v8-ts-engine](#flag-v8-ts-engine)
+- [unpacking-assignment-partial-removal](#flag-unpacking-assignment-partial-removal)
+
+# Configuration Flags
+
+## Flag: `debug`
+> **Default: `False`**
+
+Enables verbose logging for debugging purposes. In its current form, it enables:
+- Verbose logging when adding nodes to the graph
+- Verbose logging during initial file parsing
+- Additional assertions on graph creation
+- Additional (costly) debug metrics on codebase construction
+- etc.
+
+<Warning>
+This flag may be very noisy and significantly impact performance. It is generally not recommended to use.
+</Warning>
+
+## Flag: `verify_graph`
+> **Default: `False`**
+
+Adds assertions for graph state during reset resync. Used to test and debug graph desyncs after a codebase reset.
+
+Runs `post_reset_validation` after a reset resync.
+
+<Note>
+This is an internal debug flag.
+</Note>
+
+## Flag: `track_graph`
+> **Default: `False`**
+
+Keeps a copy of the original graph before a resync. Used in conjunction with `verify_graph` to test and debug graph desyncs.
+
+Original graph is saved as `ctx.old_graph`.
+
+<Note>
+This is an internal debug flag.
+</Note>
+
+## Flag: `method_usages`
+> **Default: `True`**
+
+Enables and disables resolving method usages.
+
+**Example Codebase:**
+```python
+class Foo:
+    def bar():
+        ...
+
+obj = Foo()
+obj.bar()  # Method Usage
+```
+
+**Codemod with `method_usages` on:**
+```python
+bar_func = codebase.get_class("Foo").get_method("bar")
+len(bar_func.usages)  # 1
+bar_func.usages  # [obj.bar()]
+```
+
+**Codemod with `method_usages` off:**
+```python
+bar_func = codebase.get_class("Foo").get_method("bar")
+len(bar_func.usages)  # 0
+bar_func.usages  # []
+```
+
+Method usage resolution could be disabled for a marginal performance boost. However, it is generally recommended to leave it enabled.
+
+## Flag: `sync_enabled`
+> **Default: `False`**
+
+Enables or disables graph sync during `codebase.commit`.
+
+<Note>
+Implementation-specific details on sync graph can be found [here](https://github.com/codegen-sh/codegen/blob/develop/architecture/6.%20incremental-computation/C.%20Graph%20Recomputation.md).
+</Note>
+
+This section won't go into the specific details of sync graph, but the general idea is that enabling sync graph will update the Codebase object to whatever new changes were made.
+
+**Example with `sync_enabled` on:**
+```python
+file = codebase.get_file(...)
+file.insert_after("foobar = 1")
+codebase.commit()
+
+foobar = codebase.get_symbol("foobar")
+assert foobar  # foobar is available after commit / graph sync
+```
+
+**Example with `sync_enabled` disabled:**
+```python
+file = codebase.get_file(...)
+file.insert_after("foobar = 1")
+
+foobar = codebase.get_symbol("foobar", optional=True)
+assert not foobar  # foobar is not available after commit
+```
+
+<Warning>
+Enabling sync graph will have a performance impact on codebase commit, but will also unlock a bunch of operations that were previously not possible.
+</Warning>
+
+## Flag: `full_range_index`
+> **Default: `False`**
+
+By default, Codebase maintains an internal range-to-node index for fast lookups. (i.e. `bytes 120 to 130 maps to node X`).
+For optimization purposes, this only applies to nodes defined and handled by `parser.py`.
+
+Enabling `full_range_index` will create an additional index that maps **all** tree-sitter ranges to nodes.
+This can be useful for debugging or when you need to build any applications that require a full range-to-node index (i.e. a codebase tree lookup).
+
+<Warning>
+This flag **significantly** increases memory usage!
+</Warning>
+
+## Flag: `ignore_process_errors`
+> **Default: `True`**
+
+Controls whether to ignore errors that occur during external process execution (such as dependency manager or language engine).
+
+Disabling `ignore_process_errors` would make Codegen fail on errors that would otherwise be logged then ignored.
+
+## Flag: `disable_graph`
+> **Default: `False`**
+
+Disables the graph construction process. Any operations that require the graph will no longer work. (In other words, this turns off import resolution and usage/dependency resolution)
+
+Functions that operate purely on AST such as getting and editing parameters or modifying function and class definitions will still work.
+
+<Note>
+For codemods that do not require the graph (aka only AST/Syntax-level changes), **disabling graph parse could yield a 30%-40% decrease in parse time and memory usage**!
+</Note>
+
+## Flag: `disable_file_parse`
+> **Default: `False`**
+
+Disables **ALL** parsing, including file and graph parsing. This essentially treats all codebases as the "UNSUPPORTED" language mode.
+
+Nearly all functions except for editing primitives like `codebase.get_file` and `file.edit` will no longer work.
+
+<Note>
+This flag is useful for any usages of Codegen that do **NOT** require any AST/CST/Graph parsing. (i.e. using Codegen purely as a file editing harness)
+
+If this is your use case, this **could decrease parse and memory usage by 95%.**
+</Note>
+
+## Flag: `exp_lazy_graph`
+> **Default: `False`**
+
+This experimental flag pushes the graph creation back until the graph is needed. This is an experimental feature and may have some unintended consequences.
+
+**Example Codemod:**
+```python
+from codegen import Codebase
+from codegen.configs import CodebaseConfig
+
+# Enable lazy graph parsing
+codebase = Codebase("<repo_path>", config=CodebaseConfig(exp_lazy_graph=True))
+
+# The codebase object will be created immediately with no parsing done
+# These all do not require graph parsing
+codebase.files
+codebase.directories
+codebase.get_file("...")
+
+# These do require graph parsing, and will create the graph only if called
+codebase.get_function("...")
+codebase.get_class("...")
+codebase.imports
+```
+
+<Note>
+This may have a very slight performance boost. Use at your own risk!
+</Note>
+
+## Flag: `generics`
+> **Default: `True`**
+
+Enables and disables generic type resolution.
+
+**Example Codebase:**
+```python
+class Point:
+    def scale(cls, n: int):
+        pass
+
+class List[T]():
+    def pop(self) -> T:
+        ...
+
+l: List[Point] = []
+l.pop().scale(1)  # Generic Usage
+```
+
+**Codemod with `generics` on:**
+```python
+bar_func = codebase.get_class("Point").get_method("scale")
+len(bar_func.usages)  # 1
+bar_func.usages  # [l.pop().scale(1)]
+```
+
+**Codemod with `generics` off:**
+```python
+bar_func = codebase.get_class("Point").get_method("scale")
+len(bar_func.usages)  # 0
+bar_func.usages  # []
+```
+
+<Note>
+Generic resolution is still largely WIP and experimental, and may not work in all cases. In some rare circumstances, disabling generics may result in a significant performance boost.
+</Note>
+
+## Flag: `import_resolution_paths`
+> **Default: `[]`**
+
+Controls alternative paths to resolve imports from.
+
+**Example Codebase:**
+```python
+# a/b/c/src.py
+def update():
+    pass
+
+# consumer.py
+from c import src as operations
+
+operations.update()
+```
+
+**Codemod:**
+```python
+codebase.ctx.config.import_resolution_paths = ["a/b"]
+```
+
+## Flag: `import_resolution_overrides`
+> **Default: `{}`**
+
+Controls import path overrides during import resolution.
+
+**Example**
+`from a.b.c import d` with the override `a/b` -> `foo/bar` will internally resolve the import as `from foo.bar.c import d`.
+
+## Flag: `py_resolve_syspath`
+> **Default: `False`**
+
+Enables and disables resolution of imports from `sys.path`.
+
+## Flag: `ts_dependency_manager`
+> **Default: `False`**
+
+<Warning>
+**This is an internal flag used for Codegen Cloud and should not be used externally!**
+
+This flag **WILL** nuke any existing `node_modules` folder!
+</Warning>
+
+<Warning>
+This flag also assumes many constants for Codegen Cloud. Very likely this will not work if run locally.
+
+Instead, just install `node_modules` as normal (either through `npm`, `pnpm`, or `yarn`) and skip this setting!
+</Warning>
+
+Enables Codegen's internal dependency installer for TypeScript. This will modify `package.json` and install the bare minimum set of installable dependencies.
+
+<Note>
+More documentation on TypeScript dependency manager can be found [here](https://github.com/codegen-sh/codegen/blob/develop/architecture/external/dependency-manager.md)
+</Note>
+
+## Flag: `ts_language_engine`
+> **Default: `False`**
+
+<Warning>
+This feature was built primarily with Codegen Cloud in mind. As such, this assumes a valid NodeJS and TypeScript environment.
+</Warning>
+
+Enables using the TypeScript compiler to extract information from the codebase. Enables commands such as `inferred_return_type`.
+
+<Warning>
+This will increase memory usage and parsing time. Larger repos may even hit resource constraints with the bundled TypeScript compiler integration.
+</Warning>
+
+## Flag: `v8_ts_engine`
+> **Default: `False`**
+
+<Note>
+This feature flag requires `ts_language_engine` to be enabled as well.
+</Note>
+
+Enables using the **V8-based TypeScript compiler** to extract information from the codebase. Enables commands such as `inferred_return_type`.
+
+The V8 implementation (as opposed to the default external-process based implementation) is less stable, but provides the entire TypeScript API to be used from within Codegen.
+
+<Warning>
+This will increase memory usage and parsing time. Larger repos may even hit resource constraints with the V8-based TypeScript compiler integration.
+</Warning>
+
+## Flag: `unpacking_assignment_partial_removal`
+> **Default: `False`**
+
+Enables smarter removal of unpacking assignments.
+
+**Example Codebase:**
+```python
+a, b, c = (1, 2, 3)
+```
+
+**Codemod with `unpacking_assignment_partial_removal` on:**
+```python
+file = codebase.get_file(...)
+b = file.get_symbol("b")
+b.remove()
+codebase.commit()
+
+file.symbols  # [a, c]
+file.source  # "a, c = (1, 3)"
+```
+
+**Codemod with `unpacking_assignment_partial_removal` off:**
+```python
+file = codebase.get_file(...)
+b = file.get_symbol("b")
+b.remove()
+codebase.commit()
+
+file.symbols  # []
+file.source  # ""
+```
+
+
 ---
 title: "Guiding Principles"
 sidebarTitle: "Principles"

From 91d767e50978a47cb2500a1123e1ab4d1296c92e Mon Sep 17 00:00:00 2001
From: Edo Pujol <ed@codegen.com>
Date: Thu, 6 Mar 2025 20:01:36 -0500
Subject: [PATCH 47/66] chore: Integrate xAI as provider (#773)

# Motivation

<!-- Why is this change necessary? -->

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [x] I have added tests for my changes
- [x] I have updated the documentation or added new documentation as
needed

---------

Co-authored-by: kopekC <28070492+kopekC@users.noreply.github.com>
---
 pyproject.toml                          |  1 +
 src/codegen/extensions/langchain/llm.py | 12 +++++++++++-
 uv.lock                                 | 17 +++++++++++++++++
 3 files changed, 29 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index ea7fa4ae1..777d80ec1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -78,6 +78,7 @@ dependencies = [
   "datasets",
   "colorlog>=6.9.0",
   "langsmith",
+  "langchain-xai>=0.2.1",
 ]
 
 license = { text = "Apache-2.0" }
diff --git a/src/codegen/extensions/langchain/llm.py b/src/codegen/extensions/langchain/llm.py
index 1aafce31c..d2cec02a3 100644
--- a/src/codegen/extensions/langchain/llm.py
+++ b/src/codegen/extensions/langchain/llm.py
@@ -13,6 +13,7 @@
 from langchain_core.runnables import Runnable
 from langchain_core.tools import BaseTool
 from langchain_openai import ChatOpenAI
+from langchain_xai import ChatXAI
 from pydantic import Field
 
 
@@ -76,6 +77,9 @@ def _get_model_kwargs(self) -> dict[str, Any]:
 
         if self.model_provider == "anthropic":
             return {**base_kwargs, "model": self.model_name}
+        elif self.model_provider == "xai":
+            xai_api_base = os.getenv("XAI_API_BASE", "https://api.x.ai/v1/")
+            return {**base_kwargs, "model": self.model_name, "xai_api_base": xai_api_base}
         else:  # openai
             return {**base_kwargs, "model": self.model_name}
 
@@ -93,7 +97,13 @@ def _get_model(self) -> BaseChatModel:
                 raise ValueError(msg)
             return ChatOpenAI(**self._get_model_kwargs())
 
-        msg = f"Unknown model provider: {self.model_provider}. Must be one of: anthropic, openai"
+        elif self.model_provider == "xai":
+            if not os.getenv("XAI_API_KEY"):
+                msg = "XAI_API_KEY not found in environment. Please set it in your .env file or environment variables."
+                raise ValueError(msg)
+            return ChatXAI(**self._get_model_kwargs())
+
+        msg = f"Unknown model provider: {self.model_provider}. Must be one of: anthropic, openai, xai"
         raise ValueError(msg)
 
     def _generate(
diff --git a/uv.lock b/uv.lock
index 86bc5b166..9796f29bb 100644
--- a/uv.lock
+++ b/uv.lock
@@ -561,6 +561,7 @@ dependencies = [
     { name = "langchain-anthropic" },
     { name = "langchain-core" },
     { name = "langchain-openai" },
+    { name = "langchain-xai" },
     { name = "langgraph" },
     { name = "langgraph-prebuilt" },
     { name = "langsmith" },
@@ -689,6 +690,7 @@ requires-dist = [
     { name = "langchain-anthropic", specifier = ">=0.3.7" },
     { name = "langchain-core" },
     { name = "langchain-openai" },
+    { name = "langchain-xai" },
     { name = "langgraph" },
     { name = "langgraph-prebuilt" },
     { name = "langsmith" },
@@ -2109,6 +2111,21 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/4c/f8/6b82af988e65af9697f6a2f25373fb173fd32d48b62772a8773c5184c870/langchain_text_splitters-0.3.6-py3-none-any.whl", hash = "sha256:e5d7b850f6c14259ea930be4a964a65fa95d9df7e1dbdd8bad8416db72292f4e", size = 31197 },
 ]
 
+[[package]]
+name = "langchain-xai"
+version = "0.2.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiohttp" },
+    { name = "langchain-core" },
+    { name = "langchain-openai" },
+    { name = "requests" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a3/94/a633bf1b4bbf66e4516f4188adc1174480c465ae12fb98f06c3e23c98519/langchain_xai-0.2.1.tar.gz", hash = "sha256:143a6f52be7617b5e5c68ab10c9b7df90914f54a6b3098566ce22b5d8fd89da5", size = 7788 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7b/88/d8050e610fadabf97c1745d24f0987b3e53b72fca63c8038ab1e0c103da9/langchain_xai-0.2.1-py3-none-any.whl", hash = "sha256:87228125cb15131663979d627210fca47dcd6b9a28462e8b5fee47f73bbed9f4", size = 6263 },
+]
+
 [[package]]
 name = "langgraph"
 version = "0.3.2"

From d435cc51c7d284c48d3db9c627168f67d4e7aa01 Mon Sep 17 00:00:00 2001
From: Christine Wang <christine@codegen.com>
Date: Fri, 7 Mar 2025 09:30:44 -0800
Subject: [PATCH 48/66] fix: remote git repo doesn't need token if it's public
 repo (#775)

---
 .pre-commit-config.yaml                        | 16 +---------------
 src/codegen/git/repo_operator/repo_operator.py |  4 ++--
 2 files changed, 3 insertions(+), 17 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 7f8f20c68..eeea3f677 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -80,27 +80,13 @@ repos:
     rev: 39.169.3
     hooks:
       - id: renovate-config-validator
+
   - repo: https://github.com/astral-sh/uv-pre-commit
     rev: "0.5.31"
     hooks:
       - id: uv-sync
         args: ["--frozen", "--all-packages", "--all-extras"]
 
-  - repo: "local"
-    hooks:
-      # Disabled as part of LFS removal.
-      # - id: disallowed-words-check
-      #   name: Check for disallowed words
-      #   entry: scripts/disallowed-words-check.sh
-      #   language: script
-      #   files: ''  # Check all files
-      - id: generate-runner-imports
-        name: Generate Runner Imports
-        entry: bash -c "uv run --frozen python -m codegen.gscli.cli generate runner-imports src/codegen/shared/compilation/function_imports.py"
-        language: system
-        pass_filenames: false
-        always_run: true
-
   - repo: https://github.com/hukkin/mdformat
     rev: 0.7.22  # Use the ref you want to point at
     hooks:
diff --git a/src/codegen/git/repo_operator/repo_operator.py b/src/codegen/git/repo_operator/repo_operator.py
index 24db86ede..b5febfe14 100644
--- a/src/codegen/git/repo_operator/repo_operator.py
+++ b/src/codegen/git/repo_operator/repo_operator.py
@@ -20,7 +20,7 @@
 from codegen.git.clients.git_repo_client import GitRepoClient
 from codegen.git.configs.constants import CODEGEN_BOT_EMAIL, CODEGEN_BOT_NAME
 from codegen.git.repo_operator.local_git_repo import LocalGitRepo
-from codegen.git.schemas.enums import CheckoutResult, FetchResult, SetupOption
+from codegen.git.schemas.enums import CheckoutResult, FetchResult, RepoVisibility, SetupOption
 from codegen.git.schemas.repo_config import RepoConfig
 from codegen.git.utils.clone import clone_or_pull_repo, clone_repo, pull_repo
 from codegen.git.utils.clone_url import add_access_token_to_url, get_authenticated_clone_url_for_repo_config, get_clone_url_for_repo_config, url_to_github
@@ -89,7 +89,7 @@ def repo_path(self) -> str:
 
     @property
     def remote_git_repo(self) -> GitRepoClient:
-        if not self.access_token:
+        if not self.access_token and self.repo_config.visibility != RepoVisibility.PUBLIC:
             msg = "Must initialize with access_token to get remote"
             raise ValueError(msg)
 

From c61256a0d6adbfc772c6c4caf7c92a11f702ef29 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Fri, 7 Mar 2025 17:33:58 +0000
Subject: [PATCH 49/66] update changelog

---
 docs/changelog/changelog.mdx | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/docs/changelog/changelog.mdx b/docs/changelog/changelog.mdx
index e84e789dc..b1a952693 100644
--- a/docs/changelog/changelog.mdx
+++ b/docs/changelog/changelog.mdx
@@ -4,6 +4,13 @@ icon: "clock"
 iconType: "solid"
 ---
 
+<Update label="v0.48.3" description="March 07, 2025">
+### [Fixes git token issue and integrates xAI provider.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.48.3)
+- Fix issue with remote git repo token requirement
+- Integrate new xAI provider
+- Update and expand API documentation
+</Update>
+
 <Update label="v0.48.2" description="March 06, 2025">
 ### [Fixes PR viewing issue returning 404 error.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.48.2)
 - Fix issue with viewing PR returning 404

From 3360eae60731d6326647531b311a2de5185f9d99 Mon Sep 17 00:00:00 2001
From: Vishal Shenoy <vishal.nshenoy@icloud.com>
Date: Fri, 7 Mar 2025 13:48:59 -0800
Subject: [PATCH 50/66] Delete Chat Agent (#777)

This agent implementation is no longer needed, better to remove for the
sake of clarity.
---
 src/codegen/agents/chat_agent.py | 95 --------------------------------
 1 file changed, 95 deletions(-)
 delete mode 100644 src/codegen/agents/chat_agent.py

diff --git a/src/codegen/agents/chat_agent.py b/src/codegen/agents/chat_agent.py
deleted file mode 100644
index 2ecae36fb..000000000
--- a/src/codegen/agents/chat_agent.py
+++ /dev/null
@@ -1,95 +0,0 @@
-from typing import TYPE_CHECKING, Optional
-from uuid import uuid4
-
-from langchain.tools import BaseTool
-from langchain_core.messages import AIMessage
-
-from codegen.extensions.langchain.agent import create_chat_agent
-
-if TYPE_CHECKING:
-    from codegen import Codebase
-
-
-class ChatAgent:
-    """Agent for interacting with a codebase."""
-
-    def __init__(self, codebase: "Codebase", model_provider: str = "anthropic", model_name: str = "claude-3-5-sonnet-latest", memory: bool = True, tools: Optional[list[BaseTool]] = None, **kwargs):
-        """Initialize a CodeAgent.
-
-        Args:
-            codebase: The codebase to operate on
-            model_provider: The model provider to use ("anthropic" or "openai")
-            model_name: Name of the model to use
-            memory: Whether to let LLM keep track of the conversation history
-            tools: Additional tools to use
-            **kwargs: Additional LLM configuration options. Supported options:
-                - temperature: Temperature parameter (0-1)
-                - top_p: Top-p sampling parameter (0-1)
-                - top_k: Top-k sampling parameter (>= 1)
-                - max_tokens: Maximum number of tokens to generate
-        """
-        self.codebase = codebase
-        self.agent = create_chat_agent(self.codebase, model_provider=model_provider, model_name=model_name, memory=memory, additional_tools=tools, **kwargs)
-
-    def run(self, prompt: str, thread_id: Optional[str] = None) -> str:
-        """Run the agent with a prompt.
-
-        Args:
-            prompt: The prompt to run
-            thread_id: Optional thread ID for message history. If None, a new thread is created.
-
-        Returns:
-            The agent's response
-        """
-        if thread_id is None:
-            thread_id = str(uuid4())
-
-        input = {"messages": [("user", prompt)]}
-        stream = self.agent.stream(input, config={"configurable": {"thread_id": thread_id}}, stream_mode="values")
-
-        for s in stream:
-            message = s["messages"][-1]
-            if isinstance(message, tuple):
-                print(message)
-            else:
-                if isinstance(message, AIMessage) and isinstance(message.content, list) and "text" in message.content[0]:
-                    AIMessage(message.content[0]["text"]).pretty_print()
-                else:
-                    message.pretty_print()
-
-        return s["messages"][-1].content
-
-    def chat(self, prompt: str, thread_id: Optional[str] = None) -> tuple[str, str]:
-        """Chat with the agent, maintaining conversation history.
-
-        Args:
-            prompt: The user message
-            thread_id: Optional thread ID for message history. If None, a new thread is created.
-
-        Returns:
-            A tuple of (response_content, thread_id) to allow continued conversation
-        """
-        if thread_id is None:
-            thread_id = str(uuid4())
-            print(f"Starting new chat thread: {thread_id}")
-        else:
-            print(f"Continuing chat thread: {thread_id}")
-
-        response = self.run(prompt, thread_id=thread_id)
-        return response, thread_id
-
-    def get_chat_history(self, thread_id: str) -> list:
-        """Retrieve the chat history for a specific thread.
-
-        Args:
-            thread_id: The thread ID to retrieve history for
-
-        Returns:
-            List of messages in the conversation history
-        """
-        # Access the agent's memory to get conversation history
-        if hasattr(self.agent, "get_state"):
-            state = self.agent.get_state({"configurable": {"thread_id": thread_id}})
-            if state and "messages" in state:
-                return state["messages"]
-        return []

From 5472cad41598f6fc4fd69c02b9a015a0d25ace0c Mon Sep 17 00:00:00 2001
From: Carol Jung <165736129+caroljung-cg@users.noreply.github.com>
Date: Fri, 7 Mar 2025 15:07:57 -0800
Subject: [PATCH 51/66] fix: fix search tool import (#778)

---
 src/codegen/extensions/langchain/tools.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/codegen/extensions/langchain/tools.py b/src/codegen/extensions/langchain/tools.py
index e191ca7f8..8551b68e6 100644
--- a/src/codegen/extensions/langchain/tools.py
+++ b/src/codegen/extensions/langchain/tools.py
@@ -8,7 +8,6 @@
 from codegen.extensions.linear.linear_client import LinearClient
 from codegen.extensions.tools.bash import run_bash_command
 from codegen.extensions.tools.github.checkout_pr import checkout_pr
-from codegen.extensions.tools.github.search import search
 from codegen.extensions.tools.github.view_pr_checks import view_pr_checks
 from codegen.extensions.tools.linear.linear import (
     linear_comment_on_issue_tool,
@@ -23,6 +22,7 @@
 from codegen.extensions.tools.relace_edit import relace_edit
 from codegen.extensions.tools.replacement_edit import replacement_edit
 from codegen.extensions.tools.reveal_symbol import reveal_symbol
+from codegen.extensions.tools.search import search
 from codegen.extensions.tools.semantic_edit import semantic_edit
 from codegen.extensions.tools.semantic_search import semantic_search
 from codegen.sdk.core.codebase import Codebase

From 1d1a1c7bcd1947c9252e2add3cdfdeb957b209f5 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Fri, 7 Mar 2025 23:11:27 +0000
Subject: [PATCH 52/66] update changelog

---
 docs/changelog/changelog.mdx | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/docs/changelog/changelog.mdx b/docs/changelog/changelog.mdx
index b1a952693..947a1a9ee 100644
--- a/docs/changelog/changelog.mdx
+++ b/docs/changelog/changelog.mdx
@@ -4,6 +4,12 @@ icon: "clock"
 iconType: "solid"
 ---
 
+<Update label="v0.48.4" description="March 07, 2025">
+### [Fixes import issue and removes outdated Chat Agent.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.48.4)
+- Fix search tool import issue
+- Remove obsolete Chat Agent implementation
+</Update>
+
 <Update label="v0.48.3" description="March 07, 2025">
 ### [Fixes git token issue and integrates xAI provider.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.48.3)
 - Fix issue with remote git repo token requirement

From b763d1fea2980b2543b9935d1e230c3bb3495da8 Mon Sep 17 00:00:00 2001
From: jemeza-codegen <165736868+jemeza-codegen@users.noreply.github.com>
Date: Fri, 7 Mar 2025 16:22:18 -0800
Subject: [PATCH 53/66] CG-10997: Added subsets of swe-bench lite (#779)

Added subsets of swe-bench lite that are designed to match the
distribution of the dataset.

# Motivation

We need quick and reliable methods to iterate on the agent.

# Content

- adds subsets of the lite dataset designed to match the distribution of
the entire dataset. Three datasets were added of lengths 10, 20 and 100.
- added command line support
- the agent traces are tagged with the difficulty of the task

# Testing

This is a test.

# Please check the following before marking your PR as ready for review

- [x] I have added tests for my changes
- [x] I have updated the documentation or added new documentation as
needed
---
 .../examples/swebench_agent_run/README.md     |   3 +-
 .../examples/swebench_agent_run/constants.py  |  12 +
 .../examples/swebench_agent_run/run_eval.py   |  15 +-
 src/codegen/agents/code_agent.py              |  31 +-
 src/codegen/extensions/swebench/enums.py      |  13 +
 src/codegen/extensions/swebench/harness.py    |   2 +-
 src/codegen/extensions/swebench/report.py     |   2 +-
 src/codegen/extensions/swebench/subsets.py    | 146 +++++++++
 .../extensions/swebench/success_rates.py      | 302 ++++++++++++++++++
 src/codegen/extensions/swebench/utils.py      |  52 +--
 10 files changed, 532 insertions(+), 46 deletions(-)
 create mode 100644 codegen-examples/examples/swebench_agent_run/constants.py
 create mode 100644 src/codegen/extensions/swebench/enums.py
 create mode 100644 src/codegen/extensions/swebench/subsets.py
 create mode 100644 src/codegen/extensions/swebench/success_rates.py

diff --git a/codegen-examples/examples/swebench_agent_run/README.md b/codegen-examples/examples/swebench_agent_run/README.md
index c6dc48676..277578f16 100644
--- a/codegen-examples/examples/swebench_agent_run/README.md
+++ b/codegen-examples/examples/swebench_agent_run/README.md
@@ -27,7 +27,8 @@
   Options:
   --use-existing-preds TEXT       The run ID of the existing predictions to
                                   use.
-  --dataset [lite|full|verified]  The dataset to use.
+  --dataset [lite|full|verified|lite_small|lite_medium|lite_large]
+                                  The dataset to use.
   --length INTEGER                The number of examples to process.
   --instance-id TEXT              The instance ID of the example to process.
   --repo TEXT                     The repo to use.
diff --git a/codegen-examples/examples/swebench_agent_run/constants.py b/codegen-examples/examples/swebench_agent_run/constants.py
new file mode 100644
index 000000000..138669e96
--- /dev/null
+++ b/codegen-examples/examples/swebench_agent_run/constants.py
@@ -0,0 +1,12 @@
+from codegen.extensions.swebench.enums import SWEBenchDataset
+from codegen.extensions.swebench.enums import SWEBenchLiteSubset
+
+
+DATASET_DICT = {
+    "lite": SWEBenchDataset.LITE,
+    "full": SWEBenchDataset.FULL,
+    "verified": SWEBenchDataset.VERIFIED,
+    "lite_small": SWEBenchLiteSubset.LITE_SMALL,
+    "lite_medium": SWEBenchLiteSubset.LITE_MEDIUM,
+    "lite_large": SWEBenchLiteSubset.LITE_LARGE,
+}
diff --git a/codegen-examples/examples/swebench_agent_run/run_eval.py b/codegen-examples/examples/swebench_agent_run/run_eval.py
index 9a86135d8..b38041c88 100644
--- a/codegen-examples/examples/swebench_agent_run/run_eval.py
+++ b/codegen-examples/examples/swebench_agent_run/run_eval.py
@@ -6,8 +6,10 @@
 import modal
 import click
 import time
+from codegen.extensions.swebench.enums import SWEBenchDataset, SWEBenchLiteSubset
+from constants import DATASET_DICT
 from codegen.extensions.swebench.harness import run_agent_on_entry
-from codegen.extensions.swebench.utils import SWEBenchDataset, SweBenchExample, get_swe_bench_examples
+from codegen.extensions.swebench.utils import SweBenchExample, get_swe_bench_examples
 from codegen.extensions.swebench.report import generate_report
 from codegen.sdk.core.codebase import Codebase
 
@@ -280,13 +282,8 @@ async def run_eval(
     run_id = use_existing_preds or str(uuid.uuid4())
     print(f"Run ID: {run_id}")
     predictions_dir = PREDS_DNAME / f"results_{run_id}"
-    dataset_dict = {
-        "lite": SWEBenchDataset.LITE,
-        "full": SWEBenchDataset.FULL,
-        "verified": SWEBenchDataset.VERIFIED,
-    }
-    dataset_enum = dataset_dict[dataset]
 
+    dataset_enum = DATASET_DICT[dataset]
     examples = get_swe_bench_examples(dataset=dataset_enum, length=length, instance_id=instance_id, repo=repo)
 
     try:
@@ -345,6 +342,8 @@ async def run_eval(
                 for error_type, count in summary["error_types"].items():
                     print(f"  {error_type}: {count}")
 
+        if isinstance(dataset_enum, SWEBenchLiteSubset):
+            dataset_enum = SWEBenchDataset.LITE
         # Generate Report on Modal
         generate_report(predictions_dir, LOG_DIR, dataset_enum, run_id)
     except Exception:
@@ -355,7 +354,7 @@ async def run_eval(
 
 @click.command()
 @click.option("--use-existing-preds", help="The run ID of the existing predictions to use.", type=str, default=None)
-@click.option("--dataset", help="The dataset to use.", type=click.Choice(["lite", "full", "verified"]), default="lite")
+@click.option("--dataset", help="The dataset to use.", type=click.Choice(["lite", "full", "verified", "lite_small", "lite_medium", "lite_large"]), default="lite")
 @click.option("--length", help="The number of examples to process.", type=int, default=10)
 @click.option("--instance-id", help="The instance ID of the example to process.", type=str, default=None)
 @click.option("--local", help="Run the evaluation locally.", is_flag=True, default=False)
diff --git a/src/codegen/agents/code_agent.py b/src/codegen/agents/code_agent.py
index 157df294d..d02cd08a2 100644
--- a/src/codegen/agents/code_agent.py
+++ b/src/codegen/agents/code_agent.py
@@ -35,6 +35,7 @@ def __init__(
         tools: Optional[list[BaseTool]] = None,
         run_id: Optional[str] = None,
         instance_id: Optional[str] = None,
+        difficulty: Optional[int] = None,
         **kwargs,
     ):
         """Initialize a CodeAgent.
@@ -64,6 +65,7 @@ def __init__(
         self.langsmith_client = Client()
         self.run_id = run_id
         self.instance_id = instance_id
+        self.difficulty = difficulty
 
         # Get project name from environment variable or use a default
         self.project_name = os.environ.get("LANGCHAIN_PROJECT", "RELACE")
@@ -93,16 +95,7 @@ def run(self, prompt: str, thread_id: Optional[str] = None) -> str:
         # this message has a reducer which appends the current message to the existing history
         # see more https://langchain-ai.github.io/langgraph/concepts/low_level/#reducers
         input = {"messages": [("user", prompt)]}
-        metadata = {"project": self.project_name, "model": self.model_name}
-        tags = [self.model_name]
-        # Add SWEBench run ID and instance ID to the metadata and tags for filtering
-        if self.run_id is not None:
-            metadata["swebench_run_id"] = self.run_id
-            tags.append(self.run_id)
-
-        if self.instance_id is not None:
-            metadata["swebench_instance_id"] = self.instance_id
-            tags.append(self.instance_id)
+        tags, metadata = self.get_tags_metadata()
 
         config = RunnableConfig(configurable={"thread_id": thread_id}, tags=tags, metadata=metadata, recursion_limit=100)
         # we stream the steps instead of invoke because it allows us to access intermediate nodes
@@ -165,3 +158,21 @@ def get_tools(self) -> list[BaseTool]:
 
     def get_state(self) -> dict:
         return self.agent.get_state(self.config)
+
+    def get_tags_metadata(self) -> tuple[list[str], dict]:
+        tags = [self.model_name]
+        metadata = {"project": self.project_name, "model": self.model_name}
+        # Add SWEBench run ID and instance ID to the metadata and tags for filtering
+        if self.run_id is not None:
+            metadata["swebench_run_id"] = self.run_id
+            tags.append(self.run_id)
+
+        if self.instance_id is not None:
+            metadata["swebench_instance_id"] = self.instance_id
+            tags.append(self.instance_id)
+
+        if self.difficulty is not None:
+            metadata["swebench_difficulty"] = self.difficulty
+            tags.append(f"difficulty_{self.difficulty}")
+
+        return tags, metadata
diff --git a/src/codegen/extensions/swebench/enums.py b/src/codegen/extensions/swebench/enums.py
new file mode 100644
index 000000000..0cf3a484a
--- /dev/null
+++ b/src/codegen/extensions/swebench/enums.py
@@ -0,0 +1,13 @@
+from enum import Enum
+
+
+class SWEBenchDataset(Enum):
+    LITE = "princeton-nlp/SWE-bench_Lite"
+    FULL = "princeton-nlp/SWE-bench"
+    VERIFIED = "princeton-nlp/SWE-bench-verified"
+
+
+class SWEBenchLiteSubset(Enum):
+    LITE_SMALL = "lite_small"
+    LITE_MEDIUM = "lite_medium"
+    LITE_LARGE = "lite_large"
diff --git a/src/codegen/extensions/swebench/harness.py b/src/codegen/extensions/swebench/harness.py
index 90cc9e017..dbf9f6b9b 100644
--- a/src/codegen/extensions/swebench/harness.py
+++ b/src/codegen/extensions/swebench/harness.py
@@ -70,7 +70,7 @@ def run_agent_on_entry(entry: SweBenchExample, model: str, codebase: Codebase |
         )
         codebase = Codebase.from_repo(repo_full_name=entry.repo, commit=base_commit, language="python", config=config)  # check out the repo
 
-    agent = CodeAgent(codebase=codebase, run_id=run_id, instance_id=instance_id, model_name=model)
+    agent = CodeAgent(codebase=codebase, run_id=run_id, instance_id=instance_id, model_name=model, difficulty=entry.difficulty)
 
     pprint.pprint(instance_id)
     pprint.pprint(gold_files)
diff --git a/src/codegen/extensions/swebench/report.py b/src/codegen/extensions/swebench/report.py
index a373e87e1..f8100e36d 100755
--- a/src/codegen/extensions/swebench/report.py
+++ b/src/codegen/extensions/swebench/report.py
@@ -5,8 +5,8 @@
 from collections import defaultdict
 from pathlib import Path
 
+from codegen.extensions.swebench.enums import SWEBenchDataset
 from codegen.extensions.swebench.tests import remove_patches_to_tests
-from codegen.extensions.swebench.utils import SWEBenchDataset
 
 NUM_EVAL_PROCS = 5
 
diff --git a/src/codegen/extensions/swebench/subsets.py b/src/codegen/extensions/swebench/subsets.py
new file mode 100644
index 000000000..a2f522ffe
--- /dev/null
+++ b/src/codegen/extensions/swebench/subsets.py
@@ -0,0 +1,146 @@
+from codegen.extensions.swebench.enums import SWEBenchLiteSubset
+
+SMALL_LITE_SUBSET = [
+    "mwaskom__seaborn-2848",
+    "sphinx-doc__sphinx-8627",
+    "sphinx-doc__sphinx-7975",
+    "django__django-17087",
+    "sympy__sympy-17655",
+    "matplotlib__matplotlib-26020",
+    "sympy__sympy-20154",
+    "scikit-learn__scikit-learn-13439",
+    "pytest-dev__pytest-7373",
+    "django__django-16527",
+]
+
+MEDIUM_LITE_SUBSET = [
+    "sympy__sympy-15346",
+    "sympy__sympy-16281",
+    "sympy__sympy-22840",
+    "pytest-dev__pytest-7220",
+    "django__django-12284",
+    "pytest-dev__pytest-7490",
+    "matplotlib__matplotlib-25442",
+    "django__django-13757",
+    "django__django-15790",
+    "sympy__sympy-18532",
+    "sympy__sympy-13471",
+    "scikit-learn__scikit-learn-15535",
+    "django__django-13447",
+    "django__django-15789",
+    "scikit-learn__scikit-learn-14894",
+    "django__django-14238",
+    "django__django-10914",
+    "pytest-dev__pytest-11143",
+    "django__django-16255",
+    "django__django-13658",
+]
+
+LARGE_LITE_SUBSET = [
+    "pytest-dev__pytest-5495",
+    "django__django-11797",
+    "django__django-14730",
+    "scikit-learn__scikit-learn-25500",
+    "sphinx-doc__sphinx-8506",
+    "django__django-16408",
+    "django__django-16910",
+    "sympy__sympy-12236",
+    "matplotlib__matplotlib-24265",
+    "django__django-15320",
+    "matplotlib__matplotlib-25311",
+    "django__django-12125",
+    "django__django-12747",
+    "matplotlib__matplotlib-24334",
+    "scikit-learn__scikit-learn-14983",
+    "scikit-learn__scikit-learn-13497",
+    "django__django-14580",
+    "pylint-dev__pylint-6506",
+    "matplotlib__matplotlib-23987",
+    "scikit-learn__scikit-learn-13497",
+    "django__django-14017",
+    "django__django-15213",
+    "django__django-12284",
+    "pylint-dev__pylint-7114",
+    "django__django-11422",
+    "django__django-11620",
+    "django__django-12284",
+    "sympy__sympy-13971",
+    "django__django-12284",
+    "sphinx-doc__sphinx-7975",
+    "scikit-learn__scikit-learn-15512",
+    "scikit-learn__scikit-learn-15512",
+    "pylint-dev__pylint-7993",
+    "django__django-12184",
+    "django__django-13315",
+    "sympy__sympy-15609",
+    "pylint-dev__pylint-7993",
+    "sympy__sympy-17022",
+    "pylint-dev__pylint-7993",
+    "sympy__sympy-15678",
+    "sympy__sympy-18057",
+    "sympy__sympy-17655",
+    "sympy__sympy-17655",
+    "django__django-13028",
+    "sympy__sympy-17139",
+    "django__django-14999",
+    "django__django-15790",
+    "scikit-learn__scikit-learn-11281",
+    "astropy__astropy-12907",
+    "django__django-11815",
+    "sympy__sympy-18621",
+    "django__django-11999",
+    "sphinx-doc__sphinx-8721",
+    "matplotlib__matplotlib-23314",
+    "sphinx-doc__sphinx-8721",
+    "sympy__sympy-18621",
+    "django__django-12497",
+    "scikit-learn__scikit-learn-13584",
+    "matplotlib__matplotlib-24970",
+    "scikit-learn__scikit-learn-13584",
+    "django__django-12453",
+    "sympy__sympy-20154",
+    "django__django-13447",
+    "sphinx-doc__sphinx-8595",
+    "sympy__sympy-20154",
+    "sympy__sympy-20154",
+    "django__django-12700",
+    "psf__requests-2317",
+    "django__django-16046",
+    "sympy__sympy-20154",
+    "sympy__sympy-20212",
+    "django__django-13710",
+    "sympy__sympy-13647",
+    "django__django-15851",
+    "scikit-learn__scikit-learn-14894",
+    "sympy__sympy-24213",
+    "scikit-learn__scikit-learn-13779",
+    "django__django-13710",
+    "django__django-13933",
+    "sympy__sympy-20212",
+    "django__django-14855",
+    "django__django-11039",
+    "django__django-16379",
+    "pydata__xarray-5131",
+    "pytest-dev__pytest-7373",
+    "django__django-16139",
+    "django__django-14382",
+    "pytest-dev__pytest-5227",
+    "django__django-16595",
+    "django__django-16379",
+    "django__django-16527",
+    "django__django-13658",
+    "django__django-16255",
+    "django__django-16527",
+    "django__django-13658",
+    "django__django-13658",
+    "django__django-13658",
+    "django__django-11099",
+    "django__django-16527",
+    "django__django-11099",
+]
+
+LITE_SUBSETS = {
+    SWEBenchLiteSubset.LITE_SMALL: SMALL_LITE_SUBSET,
+    SWEBenchLiteSubset.LITE_MEDIUM: MEDIUM_LITE_SUBSET,
+    SWEBenchLiteSubset.LITE_LARGE: LARGE_LITE_SUBSET,
+}
diff --git a/src/codegen/extensions/swebench/success_rates.py b/src/codegen/extensions/swebench/success_rates.py
new file mode 100644
index 000000000..2d3cbbdf1
--- /dev/null
+++ b/src/codegen/extensions/swebench/success_rates.py
@@ -0,0 +1,302 @@
+LITE_SUCCESS_RATES = {
+    "pallets__flask-5063": 0.0,
+    "sphinx-doc__sphinx-8282": 0.0,
+    "django__django-14667": 0.0,
+    "sphinx-doc__sphinx-8474": 0.0,
+    "sympy__sympy-11400": 0.0,
+    "sympy__sympy-11870": 0.0,
+    "sympy__sympy-11897": 0.0,
+    "sympy__sympy-12171": 0.0,
+    "sympy__sympy-12236": 0.0,
+    "sympy__sympy-13146": 0.0,
+    "sympy__sympy-13773": 0.0,
+    "sympy__sympy-13895": 0.0,
+    "django__django-13220": 0.0,
+    "sympy__sympy-13915": 0.0,
+    "sympy__sympy-14024": 0.0,
+    "sympy__sympy-14308": 0.0,
+    "django__django-14730": 0.0,
+    "sphinx-doc__sphinx-7738": 0.0,
+    "sphinx-doc__sphinx-7686": 0.0,
+    "django__django-14997": 0.0,
+    "matplotlib__matplotlib-25079": 0.0,
+    "pydata__xarray-4493": 0.0,
+    "matplotlib__matplotlib-22835": 0.0,
+    "matplotlib__matplotlib-18869": 0.0,
+    "pylint-dev__pylint-7228": 0.0,
+    "pytest-dev__pytest-5103": 0.0,
+    "pytest-dev__pytest-5221": 0.0,
+    "sympy__sympy-14317": 0.0,
+    "django__django-16820": 0.0,
+    "django__django-16229": 0.0,
+    "pytest-dev__pytest-9359": 0.0,
+    "scikit-learn__scikit-learn-10508": 0.0,
+    "scikit-learn__scikit-learn-10949": 0.0,
+    "scikit-learn__scikit-learn-11040": 0.0,
+    "django__django-15695": 0.0,
+    "scikit-learn__scikit-learn-25638": 0.0,
+    "django__django-16816": 0.0,
+    "sympy__sympy-15308": 0.0,
+    "matplotlib__matplotlib-25433": 0.0,
+    "sympy__sympy-18087": 0.0,
+    "astropy__astropy-7746": 0.0,
+    "django__django-11630": 0.0,
+    "sympy__sympy-18199": 0.0,
+    "sympy__sympy-23191": 0.0,
+    "sympy__sympy-17630": 0.0,
+    "sympy__sympy-19254": 0.0,
+    "sympy__sympy-21627": 0.0,
+    "sympy__sympy-16281": 0.0,
+    "sympy__sympy-16106": 0.0,
+    "sympy__sympy-24102": 0.0,
+    "django__django-11905": 0.0,
+    "sympy__sympy-21171": 0.0,
+    "sympy__sympy-20639": 0.0,
+    "django__django-12589": 0.0,
+    "sympy__sympy-20322": 0.0,
+    "django__django-11564": 0.0,
+    "django__django-11019": 0.0,
+    "django__django-16910": 0.02,
+    "django__django-15252": 0.02,
+    "pytest-dev__pytest-5413": 0.02,
+    "django__django-11742": 0.02,
+    "sphinx-doc__sphinx-8273": 0.02,
+    "pytest-dev__pytest-8906": 0.02,
+    "django__django-15996": 0.02,
+    "sympy__sympy-19007": 0.02,
+    "django__django-11910": 0.02,
+    "matplotlib__matplotlib-22711": 0.02,
+    "django__django-13768": 0.02,
+    "astropy__astropy-14182": 0.02,
+    "mwaskom__seaborn-3407": 0.02,
+    "pallets__flask-4045": 0.02,
+    "django__django-12908": 0.02,
+    "pallets__flask-4992": 0.02,
+    "pydata__xarray-3364": 0.02,
+    "sympy__sympy-16503": 0.02,
+    "django__django-15738": 0.02,
+    "pydata__xarray-4248": 0.02,
+    "django__django-13265": 0.02,
+    "sympy__sympy-13177": 0.02,
+    "django__django-13448": 0.02,
+    "django__django-12113": 0.02,
+    "sympy__sympy-13043": 0.02,
+    "sympy__sympy-12454": 0.02,
+    "sympy__sympy-13437": 0.02,
+    "django__django-16408": 0.03,
+    "pytest-dev__pytest-6116": 0.03,
+    "pytest-dev__pytest-8365": 0.03,
+    "psf__requests-2148": 0.03,
+    "sympy__sympy-21612": 0.03,
+    "astropy__astropy-14365": 0.03,
+    "matplotlib__matplotlib-23299": 0.03,
+    "django__django-11283": 0.03,
+    "django__django-14155": 0.03,
+    "sphinx-doc__sphinx-8506": 0.03,
+    "django__django-11797": 0.03,
+    "sympy__sympy-18698": 0.03,
+    "django__django-15320": 0.03,
+    "sphinx-doc__sphinx-10451": 0.03,
+    "django__django-15388": 0.03,
+    "sympy__sympy-20049": 0.03,
+    "django__django-15781": 0.05,
+    "django__django-13321": 0.05,
+    "sympy__sympy-18835": 0.05,
+    "django__django-14534": 0.05,
+    "matplotlib__matplotlib-24265": 0.05,
+    "django__django-15202": 0.05,
+    "django__django-12856": 0.05,
+    "matplotlib__matplotlib-23476": 0.05,
+    "django__django-15061": 0.05,
+    "sphinx-doc__sphinx-11445": 0.06,
+    "django__django-12470": 0.06,
+    "django__django-16400": 0.06,
+    "sympy__sympy-15346": 0.06,
+    "pytest-dev__pytest-5495": 0.06,
+    "sphinx-doc__sphinx-8801": 0.08,
+    "matplotlib__matplotlib-23563": 0.08,
+    "sympy__sympy-21379": 0.08,
+    "django__django-15819": 0.08,
+    "mwaskom__seaborn-2848": 0.08,
+    "scikit-learn__scikit-learn-25500": 0.08,
+    "sympy__sympy-12419": 0.08,
+    "django__django-12308": 0.09,
+    "sympy__sympy-14396": 0.09,
+    "sympy__sympy-15345": 0.09,
+    "sympy__sympy-19487": 0.09,
+    "pytest-dev__pytest-7168": 0.09,
+    "scikit-learn__scikit-learn-25747": 0.09,
+    "matplotlib__matplotlib-25498": 0.11,
+    "sympy__sympy-22840": 0.11,
+    "sphinx-doc__sphinx-8627": 0.11,
+    "pydata__xarray-4094": 0.11,
+    "pytest-dev__pytest-7220": 0.11,
+    "django__django-12747": 0.11,
+    "sympy__sympy-13031": 0.12,
+    "django__django-13660": 0.12,
+    "scikit-learn__scikit-learn-14983": 0.12,
+    "sphinx-doc__sphinx-8435": 0.14,
+    "sympy__sympy-20590": 0.14,
+    "scikit-learn__scikit-learn-14087": 0.14,
+    "sympy__sympy-24909": 0.14,
+    "django__django-15400": 0.14,
+    "matplotlib__matplotlib-25311": 0.14,
+    "pylint-dev__pylint-6506": 0.15,
+    "django__django-12125": 0.15,
+    "matplotlib__matplotlib-24334": 0.15,
+    "scikit-learn__scikit-learn-13497": 0.17,
+    "sympy__sympy-16792": 0.17,
+    "django__django-14580": 0.17,
+    "pylint-dev__pylint-7080": 0.18,
+    "matplotlib__matplotlib-25332": 0.18,
+    "sympy__sympy-22005": 0.18,
+    "sympy__sympy-20442": 0.2,
+    "django__django-13551": 0.2,
+    "sympy__sympy-14817": 0.2,
+    "matplotlib__matplotlib-23987": 0.2,
+    "django__django-13033": 0.21,
+    "sphinx-doc__sphinx-7975": 0.21,
+    "django__django-13925": 0.23,
+    "sphinx-doc__sphinx-10325": 0.23,
+    "sympy__sympy-16988": 0.23,
+    "pytest-dev__pytest-7490": 0.24,
+    "django__django-15213": 0.24,
+    "django__django-12284": 0.24,
+    "pytest-dev__pytest-11148": 0.24,
+    "django__django-11964": 0.24,
+    "pylint-dev__pylint-7114": 0.26,
+    "django__django-11422": 0.26,
+    "django__django-14017": 0.27,
+    "django__django-15902": 0.27,
+    "django__django-10924": 0.27,
+    "django__django-13158": 0.29,
+    "django__django-11620": 0.29,
+    "sympy__sympy-13971": 0.29,
+    "django__django-15498": 0.3,
+    "django__django-12184": 0.3,
+    "django__django-13964": 0.3,
+    "psf__requests-1963": 0.3,
+    "matplotlib__matplotlib-25442": 0.3,
+    "django__django-13757": 0.32,
+    "scikit-learn__scikit-learn-15512": 0.32,
+    "sympy__sympy-21614": 0.33,
+    "sympy__sympy-15609": 0.33,
+    "matplotlib__matplotlib-23562": 0.33,
+    "django__django-13315": 0.33,
+    "django__django-11848": 0.35,
+    "django__django-17087": 0.35,
+    "matplotlib__matplotlib-26011": 0.36,
+    "sympy__sympy-21055": 0.36,
+    "sympy__sympy-17022": 0.36,
+    "pylint-dev__pylint-7993": 0.36,
+    "astropy__astropy-6938": 0.38,
+    "sympy__sympy-15678": 0.38,
+    "django__django-17051": 0.38,
+    "scikit-learn__scikit-learn-14092": 0.38,
+    "pylint-dev__pylint-5859": 0.39,
+    "django__django-14411": 0.39,
+    "django__django-11001": 0.41,
+    "astropy__astropy-12907": 0.41,
+    "sympy__sympy-18057": 0.42,
+    "sympy__sympy-23262": 0.44,
+    "sympy__sympy-18189": 0.44,
+    "sympy__sympy-17139": 0.45,
+    "django__django-15790": 0.45,
+    "django__django-14999": 0.45,
+    "sympy__sympy-18532": 0.47,
+    "scikit-learn__scikit-learn-11281": 0.47,
+    "django__django-12915": 0.47,
+    "sympy__sympy-12481": 0.47,
+    "sympy__sympy-24066": 0.48,
+    "django__django-11815": 0.48,
+    "django__django-13028": 0.48,
+    "sympy__sympy-17655": 0.48,
+    "django__django-12708": 0.48,
+    "matplotlib__matplotlib-24970": 0.5,
+    "mwaskom__seaborn-3190": 0.52,
+    "scikit-learn__scikit-learn-13142": 0.52,
+    "matplotlib__matplotlib-26020": 0.53,
+    "scikit-learn__scikit-learn-15535": 0.53,
+    "sympy__sympy-13471": 0.53,
+    "sympy__sympy-15011": 0.53,
+    "psf__requests-3362": 0.55,
+    "matplotlib__matplotlib-24149": 0.55,
+    "matplotlib__matplotlib-23314": 0.55,
+    "django__django-14608": 0.56,
+    "scikit-learn__scikit-learn-13241": 0.56,
+    "scikit-learn__scikit-learn-25570": 0.56,
+    "sympy__sympy-18621": 0.56,
+    "scikit-learn__scikit-learn-13584": 0.56,
+    "django__django-13401": 0.58,
+    "pytest-dev__pytest-5692": 0.58,
+    "django__django-14787": 0.58,
+    "django__django-15814": 0.58,
+    "sphinx-doc__sphinx-8721": 0.58,
+    "django__django-14016": 0.58,
+    "django__django-11999": 0.59,
+    "django__django-12497": 0.59,
+    "psf__requests-2674": 0.59,
+    "matplotlib__matplotlib-23913": 0.59,
+    "pytest-dev__pytest-7432": 0.59,
+    "django__django-11049": 0.59,
+    "sympy__sympy-22714": 0.62,
+    "scikit-learn__scikit-learn-12471": 0.62,
+    "psf__requests-863": 0.62,
+    "django__django-14672": 0.62,
+    "sympy__sympy-20154": 0.62,
+    "django__django-13590": 0.64,
+    "django__django-12700": 0.64,
+    "sphinx-doc__sphinx-8595": 0.64,
+    "django__django-15789": 0.65,
+    "django__django-12453": 0.68,
+    "django__django-13447": 0.68,
+    "psf__requests-2317": 0.7,
+    "django__django-11583": 0.7,
+    "django__django-16046": 0.7,
+    "django__django-14238": 0.71,
+    "django__django-15851": 0.71,
+    "django__django-13710": 0.73,
+    "sympy__sympy-21847": 0.73,
+    "sympy__sympy-23117": 0.73,
+    "django__django-12983": 0.73,
+    "scikit-learn__scikit-learn-13779": 0.74,
+    "sympy__sympy-13647": 0.74,
+    "django__django-16041": 0.74,
+    "scikit-learn__scikit-learn-10297": 0.74,
+    "django__django-15347": 0.74,
+    "scikit-learn__scikit-learn-13496": 0.74,
+    "sympy__sympy-20212": 0.76,
+    "scikit-learn__scikit-learn-13439": 0.76,
+    "django__django-13933": 0.76,
+    "django__django-12286": 0.76,
+    "django__django-13230": 0.77,
+    "astropy__astropy-14995": 0.77,
+    "django__django-11179": 0.77,
+    "sphinx-doc__sphinx-8713": 0.77,
+    "sympy__sympy-24213": 0.77,
+    "matplotlib__matplotlib-23964": 0.79,
+    "scikit-learn__scikit-learn-14894": 0.79,
+    "django__django-10914": 0.8,
+    "pydata__xarray-5131": 0.8,
+    "django__django-11039": 0.82,
+    "pytest-dev__pytest-7373": 0.82,
+    "django__django-14915": 0.82,
+    "django__django-16595": 0.83,
+    "pytest-dev__pytest-11143": 0.85,
+    "sympy__sympy-14774": 0.85,
+    "pytest-dev__pytest-5227": 0.85,
+    "django__django-16873": 0.85,
+    "django__django-16139": 0.85,
+    "mwaskom__seaborn-3010": 0.86,
+    "django__django-14382": 0.86,
+    "django__django-14752": 0.86,
+    "sympy__sympy-13480": 0.86,
+    "django__django-16379": 0.86,
+    "sympy__sympy-24152": 0.88,
+    "django__django-14855": 0.88,
+    "django__django-11133": 0.88,
+    "django__django-11099": 0.91,
+    "django__django-13658": 0.91,
+    "django__django-16255": 0.91,
+    "django__django-16527": 0.91,
+}
diff --git a/src/codegen/extensions/swebench/utils.py b/src/codegen/extensions/swebench/utils.py
index cd1ded36e..d977dce4e 100644
--- a/src/codegen/extensions/swebench/utils.py
+++ b/src/codegen/extensions/swebench/utils.py
@@ -1,17 +1,14 @@
 import json
 from dataclasses import dataclass
-from enum import Enum
 from pathlib import Path
 from pprint import pprint
 from typing import Literal, Optional
 
 from datasets import load_dataset
 
-
-class SWEBenchDataset(Enum):
-    LITE = "princeton-nlp/SWE-bench_Lite"
-    FULL = "princeton-nlp/SWE-bench"
-    VERIFIED = "princeton-nlp/SWE-bench-verified"
+from codegen.extensions.swebench.enums import SWEBenchDataset, SWEBenchLiteSubset
+from codegen.extensions.swebench.subsets import LITE_SUBSETS
+from codegen.extensions.swebench.success_rates import LITE_SUCCESS_RATES
 
 
 @dataclass
@@ -30,6 +27,7 @@ class SweBenchExample:
     fail_to_pass: str
     pass_to_pass: Optional[str]
     environment_setup_commit: Optional[str]
+    difficulty: Optional[int]
 
 
 def load_predictions(paths):
@@ -64,11 +62,16 @@ def load_predictions(paths):
     return predictions
 
 
+def get_difficulty(instance_id: str) -> int | None:
+    if instance_id in LITE_SUCCESS_RATES:
+        return 10 - int(LITE_SUCCESS_RATES[instance_id] * 10)
+    return None
+
+
 def get_swe_bench_examples(
-    dataset: SWEBenchDataset = SWEBenchDataset.LITE,
+    dataset: SWEBenchDataset | SWEBenchLiteSubset = SWEBenchLiteSubset.LITE_SMALL,
     split: Literal["train", "dev", "test"] = "test",
-    offset: int = 0,
-    length: int = 100,
+    length: int | None = None,
     instance_id: str | None = None,
     repo: str | None = None,
 ) -> list[SweBenchExample]:
@@ -87,31 +90,26 @@ def get_swe_bench_examples(
     # Convert string dataset name to enum
 
     # Load the dataset with caching enabled
-    swe_bench_dataset = load_dataset(dataset.value, download_mode="reuse_dataset_if_exists")
+    instance_ids = []
+    if isinstance(dataset, SWEBenchLiteSubset):
+        swe_bench_dataset = load_dataset(SWEBenchDataset.LITE.value, download_mode="reuse_dataset_if_exists")
+        instance_ids = LITE_SUBSETS[dataset]
+    else:
+        swe_bench_dataset = load_dataset(dataset.value, download_mode="reuse_dataset_if_exists")
 
     # Get the requested split
     split_data = swe_bench_dataset[split]
 
-    # Apply offset and length
-    if instance_id or repo:
-        offset = 0
-        end_idx = len(split_data)
-    else:
-        end_idx = min(offset + length, len(split_data))
-        if offset >= len(split_data):
-            return []
-
-    # Use the select method instead of slicing
-    # This ensures we get dictionary-like objects
-    selected_rows = split_data.select(range(offset, end_idx))
-
     # Convert to SweBenchExample objects
     examples = []
-    for row in selected_rows:
+    for row in split_data:
         if instance_id and row["instance_id"] != instance_id:
             continue
         if repo and row["repo"] != repo:
             continue
+        if instance_ids and row["instance_id"] not in instance_ids:
+            continue
+
         example = SweBenchExample(
             repo=row["repo"],
             instance_id=row["instance_id"],
@@ -125,7 +123,11 @@ def get_swe_bench_examples(
             fail_to_pass=row["FAIL_TO_PASS"],
             pass_to_pass=row.get("PASS_TO_PASS"),
             environment_setup_commit=row.get("environment_setup_commit"),
+            difficulty=get_difficulty(row["instance_id"]),
         )
         examples.append(example)
 
-    return examples[:length]
+    if length:
+        examples = examples[:length]
+
+    return examples

From 0d600cf625287485a0fe72cc948d5b940def07d3 Mon Sep 17 00:00:00 2001
From: Edo Pujol <ed@codegen.com>
Date: Fri, 7 Mar 2025 20:01:07 -0500
Subject: [PATCH 54/66] chore: reverts to clasic regex + ripgrep search (#776)

# Motivation

<!-- Why is this change necessary? -->

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [ ] I have added tests for my changes
- [ ] I have updated the documentation or added new documentation as
needed
---
 src/codegen/extensions/langchain/tools.py | 105 ++----------
 src/codegen/extensions/tools/search.py    | 185 +++++++++++++---------
 2 files changed, 115 insertions(+), 175 deletions(-)

diff --git a/src/codegen/extensions/langchain/tools.py b/src/codegen/extensions/langchain/tools.py
index 8551b68e6..7cda6d7f9 100644
--- a/src/codegen/extensions/langchain/tools.py
+++ b/src/codegen/extensions/langchain/tools.py
@@ -112,111 +112,24 @@ def _run(self, dirpath: str = "./", depth: int = 1) -> str:
 
 
 class SearchInput(BaseModel):
+    """Input for searching the codebase."""
+
     query: str = Field(
         ...,
-        description="""The text or pattern to search for in the codebase.
-
-        For simple text search (use_regex=False):
-        - Uses ripgrep's fixed-strings mode (--fixed-strings)
-        - Case-insensitive matching (--ignore-case)
-        - All characters are treated literally, including special regex characters
-        - Exact string matching (no regex interpretation)
-
-        For regex search (use_regex=True):
-        - Full regex pattern support
-        - Case-sensitive by default
-        - Special characters have regex meaning and need proper escaping
-        - Uses ripgrep's default regex mode
-
-        If no exact matches are found, automatically falls back to semantic search
-        to find relevant code even without exact text matches.""",
-    )
-
-    target_directories: Optional[list[str]] = Field(
-        default=None,
-        description="""Optional list of directories to limit the search scope.
-
-        - Paths should be relative to the workspace root
-        - Multiple directories are searched in parallel
-        - If None, searches the entire codebase
-
-        Example: ["src/frontend", "tests/unit"]""",
-    )
-
-    file_extensions: Optional[list[str]] = Field(
-        default=None,
-        description="""Optional list of file extensions to filter the search.
-
-        - Include the dot in extensions (e.g. ['.py', '.ts'])
-        - Multiple extensions are combined with OR logic
-        - If None, searches all file types
-        - Binary files are automatically excluded
-
-        Example: [".py", ".tsx", ".md"]""",
-    )
-
-    page: int = Field(
-        default=1,
-        description="""Page number for paginated results (1-based indexing).
-
-        - Use with files_per_page to navigate large result sets
-        - If page exceeds available pages, returns last available page
-        - Note: When falling back to semantic search, pagination is not supported
-
-        Example: page=2 with files_per_page=10 shows files 11-20""",
-    )
-
-    files_per_page: int = Field(
-        default=10,
-        description="""Number of files to show per page.
-
-        - Each file can contain multiple matching lines
-        - Reasonable values are between 5 and 50
-        - Larger values may impact performance
-        - When falling back to semantic search, this becomes the number of semantic results
-
-        Example: files_per_page=20 shows up to 20 files with matches""",
-    )
-
-    use_regex: bool = Field(
-        default=False,
-        description="""Whether to treat the query as a regex pattern.
-
-        - False (default): Simple text search, case-insensitive
-        - True: Full regex syntax, case-sensitive
-        - Invalid regex patterns will return an error
-        - Note: Semantic fallback is used regardless of this setting when no matches found
-
-        Example: Set to True to use patterns like "test_.*_func.*" """,
+        description="The search query to find in the codebase. When ripgrep is available, this will be passed as a ripgrep pattern. For regex searches, set use_regex=True. Ripgrep is the preferred method.",
     )
+    target_directories: Optional[list[str]] = Field(default=None, description="Optional list of directories to search in")
+    file_extensions: Optional[list[str]] = Field(default=None, description="Optional list of file extensions to search (e.g. ['.py', '.ts'])")
+    page: int = Field(default=1, description="Page number to return (1-based, default: 1)")
+    files_per_page: int = Field(default=10, description="Number of files to return per page (default: 10)")
+    use_regex: bool = Field(default=False, description="Whether to treat query as a regex pattern (default: False)")
 
 
 class SearchTool(BaseTool):
     """Tool for searching the codebase."""
 
     name: ClassVar[str] = "search"
-    description: ClassVar[str] = r"""Search the codebase using text search or regex pattern matching.
-
-    This tool provides powerful text-based search capabilities across your codebase,
-    with support for both simple text matching and regular expressions. It uses ripgrep
-    when available for high-performance searches.
-
-    If no exact matches are found, automatically falls back to semantic search to find
-    relevant code even without exact text matches.
-
-    Features:
-    - Plain text or regex pattern matching
-    - Directory and file type filtering
-    - Paginated results for large codebases
-    - Case-insensitive by default for simple text searches
-    - Semantic fallback for finding related code
-
-    Example queries:
-    1. Simple text: "function calculateTotal" (matches exactly, case-insensitive)
-    2. Regex: "def.*calculate.*\(.*\)" (with use_regex=True)
-    3. File-specific: "TODO" with file_extensions=[".py", ".ts"]
-    4. Directory-specific: "api" with target_directories=["src/backend"]
-    """
+    description: ClassVar[str] = "Search the codebase using text search or regex pattern matching"
     args_schema: ClassVar[type[BaseModel]] = SearchInput
     codebase: Codebase = Field(exclude=True)
 
diff --git a/src/codegen/extensions/tools/search.py b/src/codegen/extensions/tools/search.py
index 8083e7db8..4bcdfb74e 100644
--- a/src/codegen/extensions/tools/search.py
+++ b/src/codegen/extensions/tools/search.py
@@ -3,8 +3,6 @@
 This performs either a regex pattern match or simple text search across all files in the codebase.
 Each matching line will be returned with its line number.
 Results are paginated with a default of 10 files per page.
-
-If no exact matches are found, falls back to semantic search to find relevant code.
 """
 
 import os
@@ -17,7 +15,6 @@
 from codegen.sdk.core.codebase import Codebase
 
 from .observation import Observation
-from .semantic_search import SearchResult, semantic_search
 
 
 class SearchMatch(Observation):
@@ -128,7 +125,7 @@ def _search_with_ripgrep(
     This is faster than the Python implementation, especially for large codebases.
     """
     # Build ripgrep command
-    cmd = ["rg", "--line-number", "--with-filename"]
+    cmd = ["rg", "--line-number"]
 
     # Add case insensitivity if not using regex
     if not use_regex:
@@ -203,6 +200,8 @@ def _search_with_ripgrep(
                 match_text = query
                 if use_regex:
                     # For regex, we need to find what actually matched
+                    # This is a simplification - ideally we'd use ripgrep's --json option
+                    # to get the exact match positions
                     pattern = re.compile(query)
                     match_obj = pattern.search(content)
                     if match_obj:
@@ -227,20 +226,11 @@ def _search_with_ripgrep(
         # Convert to SearchFileResult objects
         file_results = []
         for filepath, matches in all_results.items():
-            # Sort matches by line number and deduplicate
-            unique_matches = []
-            seen = set()
-            for match in sorted(matches, key=lambda x: x.line_number):
-                key = (match.line_number, match.match)
-                if key not in seen:
-                    seen.add(key)
-                    unique_matches.append(match)
-
             file_results.append(
                 SearchFileResult(
                     status="success",
                     filepath=filepath,
-                    matches=unique_matches,
+                    matches=sorted(matches, key=lambda x: x.line_number),
                 )
             )
 
@@ -271,40 +261,120 @@ def _search_with_ripgrep(
         raise
 
 
-def _convert_semantic_to_search_results(semantic_results: list[SearchResult], query: str) -> list[SearchFileResult]:
-    """Convert semantic search results to regular search results format."""
-    file_results = []
-    for result in semantic_results:
-        file_results.append(
-            SearchFileResult(
-                status="success",
-                filepath=result.filepath,
-                matches=[
+def _search_with_python(
+    codebase: Codebase,
+    query: str,
+    target_directories: Optional[list[str]] = None,
+    file_extensions: Optional[list[str]] = None,
+    page: int = 1,
+    files_per_page: int = 10,
+    use_regex: bool = False,
+) -> SearchObservation:
+    """Search the codebase using Python's regex engine.
+
+    This is a fallback for when ripgrep is not available.
+    """
+    # Validate pagination parameters
+    if page < 1:
+        page = 1
+    if files_per_page < 1:
+        files_per_page = 10
+
+    # Prepare the search pattern
+    if use_regex:
+        try:
+            pattern = re.compile(query)
+        except re.error as e:
+            return SearchObservation(
+                status="error",
+                error=f"Invalid regex pattern: {e!s}",
+                query=query,
+                page=page,
+                total_pages=0,
+                total_files=0,
+                files_per_page=files_per_page,
+                results=[],
+            )
+    else:
+        # For non-regex searches, escape special characters and make case-insensitive
+        pattern = re.compile(re.escape(query), re.IGNORECASE)
+
+    # Handle file extensions
+    extensions = file_extensions if file_extensions is not None else "*"
+
+    all_results = []
+    for file in codebase.files(extensions=extensions):
+        # Skip if file doesn't match target directories
+        if target_directories and not any(file.filepath.startswith(d) for d in target_directories):
+            continue
+
+        # Skip binary files
+        try:
+            content = file.content
+        except ValueError:  # File is binary
+            continue
+
+        file_matches = []
+        # Split content into lines and store with line numbers (1-based)
+        lines = enumerate(content.splitlines(), 1)
+
+        # Search each line for the pattern
+        for line_number, line in lines:
+            match = pattern.search(line)
+            if match:
+                file_matches.append(
                     SearchMatch(
                         status="success",
-                        line_number=1,  # We don't have line numbers for semantic matches
-                        line=result.preview,
-                        match=query,
+                        line_number=line_number,
+                        line=line.strip(),
+                        match=match.group(0),
                     )
-                ],
+                )
+
+        if file_matches:
+            all_results.append(
+                SearchFileResult(
+                    status="success",
+                    filepath=file.filepath,
+                    matches=sorted(file_matches, key=lambda x: x.line_number),
+                )
             )
-        )
-    return file_results
+
+    # Sort all results by filepath
+    all_results.sort(key=lambda x: x.filepath)
+
+    # Calculate pagination
+    total_files = len(all_results)
+    total_pages = (total_files + files_per_page - 1) // files_per_page
+    start_idx = (page - 1) * files_per_page
+    end_idx = start_idx + files_per_page
+
+    # Get the current page of results
+    paginated_results = all_results[start_idx:end_idx]
+
+    return SearchObservation(
+        status="success",
+        query=query,
+        page=page,
+        total_pages=total_pages,
+        total_files=total_files,
+        files_per_page=files_per_page,
+        results=paginated_results,
+    )
 
 
 def search(
     codebase: Codebase,
     query: str,
     target_directories: Optional[list[str]] = None,
-    file_extensions: Optional[list[str] | str] = None,
+    file_extensions: Optional[list[str]] = None,
     page: int = 1,
     files_per_page: int = 10,
     use_regex: bool = False,
 ) -> SearchObservation:
     """Search the codebase using text search or regex pattern matching.
 
-    Uses ripgrep for performance when available. If no exact matches are found,
-    falls back to semantic search to find relevant code.
+    Uses ripgrep for performance when available, with fallback to Python's regex engine.
     If use_regex is True, performs a regex pattern match on each line.
     Otherwise, performs a case-insensitive text search.
     Returns matching lines with their line numbers, grouped by file.
@@ -323,52 +393,9 @@ def search(
     Returns:
         SearchObservation containing search results with matches and their sources
     """
+    # Try to use ripgrep first
     try:
-        # Try ripgrep first
-        result = _search_with_ripgrep(codebase, query, target_directories, file_extensions, page, files_per_page, use_regex)
-
-        # If no results found, try semantic search
-        if not result.results:
-            semantic_results = semantic_search(codebase, query, k=files_per_page)
-            if semantic_results.status == "success" and semantic_results.results:
-                # Convert semantic results to regular search results format
-                file_results = _convert_semantic_to_search_results(semantic_results.results, query)
-
-                return SearchObservation(
-                    status="success",
-                    query=query,
-                    page=1,  # Semantic search doesn't support pagination yet
-                    total_pages=1,
-                    total_files=len(file_results),
-                    files_per_page=files_per_page,
-                    results=file_results,
-                )
-
-        return result
-
+        return _search_with_ripgrep(codebase, query, target_directories, file_extensions, page, files_per_page, use_regex)
     except (FileNotFoundError, subprocess.SubprocessError):
-        # If ripgrep fails, try semantic search directly
-        semantic_results = semantic_search(codebase, query, k=files_per_page)
-        if semantic_results.status == "success":
-            file_results = _convert_semantic_to_search_results(semantic_results.results, query)
-
-            return SearchObservation(
-                status="success",
-                query=query,
-                page=1,
-                total_pages=1,
-                total_files=len(file_results),
-                files_per_page=files_per_page,
-                results=file_results,
-            )
-        else:
-            return SearchObservation(
-                status="error",
-                error=f"Both text search and semantic search failed: {semantic_results.error}",
-                query=query,
-                page=page,
-                total_pages=0,
-                total_files=0,
-                files_per_page=files_per_page,
-                results=[],
-            )
+        # Fall back to Python implementation if ripgrep fails or isn't available
+        return _search_with_python(codebase, query, target_directories, file_extensions, page, files_per_page, use_regex)

From e8783f6f1dd6a5a926d19683b792824543a2db08 Mon Sep 17 00:00:00 2001
From: jemeza-codegen <165736868+jemeza-codegen@users.noreply.github.com>
Date: Fri, 7 Mar 2025 17:45:52 -0800
Subject: [PATCH 55/66] chore: improvements to command line arguments (#781)

# Motivation

Makes `run_eval` command require explicit arguments

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [ ] I have added tests for my changes
- [ ] I have updated the documentation or added new documentation as
needed
---
 .../examples/swebench_agent_run/run_eval.py        | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/codegen-examples/examples/swebench_agent_run/run_eval.py b/codegen-examples/examples/swebench_agent_run/run_eval.py
index b38041c88..b1567f8f6 100644
--- a/codegen-examples/examples/swebench_agent_run/run_eval.py
+++ b/codegen-examples/examples/swebench_agent_run/run_eval.py
@@ -269,14 +269,14 @@ def process_batch_local(examples: list[SweBenchExample], model: str, num_workers
 
 
 async def run_eval(
-    use_existing_preds: str | None,
     dataset: str,
-    length: int,
+    use_existing_preds: str | None = None,
+    length: int | None = None,
     instance_id: str | None = None,
     local: bool = False,
     codebases: dict[str, Codebase] = {},
     repo: str | None = None,
-    num_workers: int = 5,
+    num_workers: int = 2,
     model: str = "claude-3-7-sonnet-latest",
 ):
     run_id = use_existing_preds or str(uuid.uuid4())
@@ -353,9 +353,9 @@ async def run_eval(
 
 
 @click.command()
-@click.option("--use-existing-preds", help="The run ID of the existing predictions to use.", type=str, default=None)
 @click.option("--dataset", help="The dataset to use.", type=click.Choice(["lite", "full", "verified", "lite_small", "lite_medium", "lite_large"]), default="lite")
-@click.option("--length", help="The number of examples to process.", type=int, default=10)
+@click.option("--use-existing-preds", help="The run ID of the existing predictions to use.", type=str, default=None)
+@click.option("--length", help="The number of examples to process.", type=int, default=None)
 @click.option("--instance-id", help="The instance ID of the example to process.", type=str, default=None)
 @click.option("--local", help="Run the evaluation locally.", is_flag=True, default=False)
 @click.option("--repo", help="The repo to use.", type=str, default=None)
@@ -363,10 +363,10 @@ async def run_eval(
     "--num-workers", help="The number of workers to use. This is the number of examples that will be processed concurrently. A large number may lead to rate limiting issues.", type=int, default=5
 )
 @click.option("--model", help="The model to use.", type=str, default="claude-3-7-sonnet-latest")
-def run_eval_command(use_existing_preds, dataset, length, instance_id, local, repo, num_workers, model):
+def run_eval_command(dataset, use_existing_preds, length, instance_id, local, repo, num_workers, model):
     print(f"Repo: {repo}")
     print(f"Model: {model}")
-    asyncio.run(run_eval(use_existing_preds=use_existing_preds, dataset=dataset, length=length, instance_id=instance_id, codebases=None, local=local, repo=repo, num_workers=num_workers, model=model))
+    asyncio.run(run_eval(dataset=dataset, use_existing_preds=use_existing_preds, length=length, instance_id=instance_id, local=local, repo=repo, num_workers=num_workers, model=model))
 
 
 if __name__ == "__main__":

From 8a5818ead966118b068771085e1e6c93206fc149 Mon Sep 17 00:00:00 2001
From: "renovate[bot]" <29139614+renovate[bot]@users.noreply.github.com>
Date: Sun, 9 Mar 2025 14:49:59 +0000
Subject: [PATCH 56/66] fix(deps): update dependency openai to v1.65.5 (#782)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

This PR contains the following updates:

| Package | Change | Age | Adoption | Passing | Confidence |
|---|---|---|---|---|---|
| [openai](https://redirect.github.com/openai/openai-python) |
`==1.65.4` -> `==1.65.5` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/openai/1.65.5?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![adoption](https://developer.mend.io/api/mc/badges/adoption/pypi/openai/1.65.5?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![passing](https://developer.mend.io/api/mc/badges/compatibility/pypi/openai/1.65.4/1.65.5?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/pypi/openai/1.65.4/1.65.5?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|

---

### Release Notes

<details>
<summary>openai/openai-python (openai)</summary>

###
[`v1.65.5`](https://redirect.github.com/openai/openai-python/blob/HEAD/CHANGELOG.md#1655-2025-03-09)

Full Changelog:
[v1.65.4...v1.65.5](https://redirect.github.com/openai/openai-python/compare/v1.65.4...v1.65.5)

##### Chores

- move ChatModel type to shared
([#&#8203;2167](https://redirect.github.com/openai/openai-python/issues/2167))
([104f02a](https://redirect.github.com/openai/openai-python/commit/104f02af371076d5d2498e48ae14d2eacc7df8bd))

</details>

---

### Configuration

📅 **Schedule**: Branch creation - At any time (no schedule defined),
Automerge - "* 0-3 * * 1" (UTC).

🚦 **Automerge**: Enabled.

♻ **Rebasing**: Whenever PR is behind base branch, or you tick the
rebase/retry checkbox.

🔕 **Ignore**: Close this PR and you won't be reminded about this update
again.

---

- [ ] <!-- rebase-check -->If you want to rebase/retry this PR, check
this box

---

This PR was generated by [Mend Renovate](https://mend.io/renovate/).
View the [repository job
log](https://developer.mend.io/github/codegen-sh/codegen).

<!--renovate-debug:eyJjcmVhdGVkSW5WZXIiOiIzOS4xODUuNCIsInVwZGF0ZWRJblZlciI6IjM5LjE4NS40IiwidGFyZ2V0QnJhbmNoIjoiZGV2ZWxvcCIsImxhYmVscyI6W119-->

Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
---
 pyproject.toml |  2 +-
 uv.lock        | 10 +++++-----
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 777d80ec1..bbbb9ccde 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,7 +6,7 @@ readme = "README.md"
 # renovate: datasource=python-version depName=python
 requires-python = ">=3.12, <3.14"
 dependencies = [
-  "openai==1.65.4",
+  "openai==1.65.5",
   "tiktoken<1.0.0,>=0.5.1",
   "tabulate>=0.9.0,<1.0.0",
   "codeowners<1.0.0,>=0.6.0",
diff --git a/uv.lock b/uv.lock
index 9796f29bb..27f9fed2e 100644
--- a/uv.lock
+++ b/uv.lock
@@ -690,7 +690,7 @@ requires-dist = [
     { name = "langchain-anthropic", specifier = ">=0.3.7" },
     { name = "langchain-core" },
     { name = "langchain-openai" },
-    { name = "langchain-xai" },
+    { name = "langchain-xai", specifier = ">=0.2.1" },
     { name = "langgraph" },
     { name = "langgraph-prebuilt" },
     { name = "langsmith" },
@@ -703,7 +703,7 @@ requires-dist = [
     { name = "neo4j" },
     { name = "networkx", specifier = ">=3.4.1" },
     { name = "numpy", specifier = ">=2.2.2" },
-    { name = "openai", specifier = "==1.65.4" },
+    { name = "openai", specifier = "==1.65.5" },
     { name = "packaging", specifier = ">=24.2" },
     { name = "pip", specifier = ">=24.3.1" },
     { name = "plotly", specifier = ">=5.24.0,<7.0.0" },
@@ -2733,7 +2733,7 @@ wheels = [
 
 [[package]]
 name = "openai"
-version = "1.65.4"
+version = "1.65.5"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "anyio" },
@@ -2745,9 +2745,9 @@ dependencies = [
     { name = "tqdm" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/fa/8d/1f7aace801afbbe4d6b8c7fa89b76eb9a3a8eeff38b84d4005d47b226b30/openai-1.65.4.tar.gz", hash = "sha256:0b08c58625d556f5c6654701af1023689c173eb0989ce8f73c7fd0eb22203c76", size = 359365 }
+sdist = { url = "https://files.pythonhosted.org/packages/56/cf/e02fb2c5a834803e6f29f43fd3dfe010303282d1ea450a5b95e28608860a/openai-1.65.5.tar.gz", hash = "sha256:17d39096bbcaf6c86580244b493a59e16613460147f0ba5ab6e608cdb6628149", size = 359548 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ba/db/7bab832be24631a793492c1c61ecbf029018b99696f435db3b63d690bf1c/openai-1.65.4-py3-none-any.whl", hash = "sha256:15566d46574b94eae3d18efc2f9a4ebd1366d1d44bfc1bdafeea7a5cf8271bcb", size = 473523 },
+    { url = "https://files.pythonhosted.org/packages/fc/8f/a178d73277bf2d838617fa20ba4ae6952e26074664aacb53ae4532a69588/openai-1.65.5-py3-none-any.whl", hash = "sha256:5948a504e7b4003d921cfab81273813793a31c25b1d7b605797c01757e0141f1", size = 474468 },
 ]
 
 [[package]]

From d53181c1214035fb46ae9212f32f79c41e080532 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Sun, 9 Mar 2025 14:51:50 +0000
Subject: [PATCH 57/66] update changelog

---
 docs/changelog/changelog.mdx | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/docs/changelog/changelog.mdx b/docs/changelog/changelog.mdx
index 947a1a9ee..9cd4834aa 100644
--- a/docs/changelog/changelog.mdx
+++ b/docs/changelog/changelog.mdx
@@ -4,6 +4,13 @@ icon: "clock"
 iconType: "solid"
 ---
 
+<Update label="v0.48.5" description="March 09, 2025">
+### [Adds dataset subsets and improves CLI arguments.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.48.5)
+- Updated OpenAI dependency
+- Improved command line arguments
+- Added subsets of swe-bench lite dataset
+</Update>
+
 <Update label="v0.48.4" description="March 07, 2025">
 ### [Fixes import issue and removes outdated Chat Agent.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.48.4)
 - Fix search tool import issue

From d9cb6d94124c07567f7c9d9c4553a3a9a408b75d Mon Sep 17 00:00:00 2001
From: "renovate[bot]" <29139614+renovate[bot]@users.noreply.github.com>
Date: Mon, 10 Mar 2025 02:31:21 +0000
Subject: [PATCH 58/66] chore(deps): lock file maintenance (#784)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

This PR contains the following updates:

| Update | Change |
|---|---|
| lockFileMaintenance | All locks refreshed |

🔧 This Pull Request updates lock files to use the latest dependency
versions.

---

### Configuration

📅 **Schedule**: Branch creation - "* 0-3 * * 1" (UTC), Automerge - "*
0-3 * * 1" (UTC).

🚦 **Automerge**: Enabled.

♻ **Rebasing**: Whenever PR is behind base branch, or you tick the
rebase/retry checkbox.

👻 **Immortal**: This PR will be recreated if closed unmerged. Get
[config
help](https://redirect.github.com/renovatebot/renovate/discussions) if
that's undesired.

---

- [ ] <!-- rebase-check -->If you want to rebase/retry this PR, check
this box

---

This PR was generated by [Mend Renovate](https://mend.io/renovate/).
View the [repository job
log](https://developer.mend.io/github/codegen-sh/codegen).

<!--renovate-debug:eyJjcmVhdGVkSW5WZXIiOiIzOS4xODUuNCIsInVwZGF0ZWRJblZlciI6IjM5LjE4NS40IiwidGFyZ2V0QnJhbmNoIjoiZGV2ZWxvcCIsImxhYmVscyI6W119-->

Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
---
 codegen-examples/uv.lock | 482 ++++++++++++++-----------------------
 uv.lock                  | 496 ++++++++++++++-------------------------
 2 files changed, 343 insertions(+), 635 deletions(-)

diff --git a/codegen-examples/uv.lock b/codegen-examples/uv.lock
index d34fae7ac..268c77f50 100644
--- a/codegen-examples/uv.lock
+++ b/codegen-examples/uv.lock
@@ -14,11 +14,11 @@ members = [
 
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.4.6"
+version = "2.5.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/08/07/508f9ebba367fc3370162e53a3cfd12f5652ad79f0e0bfdf9f9847c6f159/aiohappyeyeballs-2.4.6.tar.gz", hash = "sha256:9b05052f9042985d32ecbe4b59a77ae19c006a78f1344d7fdad69d28ded3d0b0", size = 21726 }
+sdist = { url = "https://files.pythonhosted.org/packages/a2/0c/458958007041f4b4de2d307e6b75d9e7554dad0baf26fe7a48b741aac126/aiohappyeyeballs-2.5.0.tar.gz", hash = "sha256:18fde6204a76deeabc97c48bdd01d5801cfda5d6b9c8bbeb1aaaee9d648ca191", size = 22494 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/44/4c/03fb05f56551828ec67ceb3665e5dc51638042d204983a03b0a1541475b6/aiohappyeyeballs-2.4.6-py3-none-any.whl", hash = "sha256:147ec992cf873d74f5062644332c539fcd42956dc69453fe5204195e560517e1", size = 14543 },
+    { url = "https://files.pythonhosted.org/packages/1b/9a/e4886864ce06e1579bd428208127fbdc0d62049c751e4e9e3b509c0059dc/aiohappyeyeballs-2.5.0-py3-none-any.whl", hash = "sha256:0850b580748c7071db98bffff6d4c94028d0d3035acc20fd721a0ce7e8cac35d", size = 15128 },
 ]
 
 [[package]]
@@ -82,15 +82,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/ec/6a/bc7e17a3e87a2985d3e8f4da4cd0f481060eb78fb08596c42be62c90a4d9/aiosignal-1.3.2-py2.py3-none-any.whl", hash = "sha256:45cde58e409a301715980c2b01d0c28bdde3770d8290b5eb2173759d9acb31a5", size = 7597 },
 ]
 
-[[package]]
-name = "alabaster"
-version = "1.0.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/a6/f8/d9c74d0daf3f742840fd818d69cfae176fa332022fd44e3469487d5a9420/alabaster-1.0.0.tar.gz", hash = "sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e", size = 24210 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/7e/b3/6b4067be973ae96ba0d615946e314c5ae35f9f993eca561b356540bb0c2b/alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b", size = 13929 },
-]
-
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -143,11 +134,11 @@ wheels = [
 
 [[package]]
 name = "argcomplete"
-version = "3.5.3"
+version = "3.6.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/0c/be/6c23d80cb966fb8f83fb1ebfb988351ae6b0554d0c3a613ee4531c026597/argcomplete-3.5.3.tar.gz", hash = "sha256:c12bf50eded8aebb298c7b7da7a5ff3ee24dffd9f5281867dfe1424b58c55392", size = 72999 }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/be/29abccb5d9f61a92886a2fba2ac22bf74326b5c4f55d36d0a56094630589/argcomplete-3.6.0.tar.gz", hash = "sha256:2e4e42ec0ba2fff54b0d244d0b1623e86057673e57bafe72dda59c64bd5dee8b", size = 73135 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c4/08/2a4db06ec3d203124c967fc89295e85a202e5cbbcdc08fd6a64b65217d1e/argcomplete-3.5.3-py3-none-any.whl", hash = "sha256:2ab2c4a215c59fd6caaff41a869480a23e8f6a5f910b266c1808037f4e375b61", size = 43569 },
+    { url = "https://files.pythonhosted.org/packages/08/94/e786d91ccc3a1fc664c20332825b73da20928eb067cdc984b821948a1acc/argcomplete-3.6.0-py3-none-any.whl", hash = "sha256:4e3e4e10beb20e06444dbac0ac8dda650cb6349caeefe980208d3c548708bedd", size = 43769 },
 ]
 
 [[package]]
@@ -407,7 +398,7 @@ wheels = [
 
 [[package]]
 name = "codegen"
-version = "0.43.2"
+version = "0.48.5"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "astor" },
@@ -431,6 +422,7 @@ dependencies = [
     { name = "langchain-anthropic" },
     { name = "langchain-core" },
     { name = "langchain-openai" },
+    { name = "langchain-xai" },
     { name = "langgraph" },
     { name = "langgraph-prebuilt" },
     { name = "langsmith" },
@@ -484,14 +476,14 @@ dependencies = [
     { name = "xmltodict" },
 ]
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/eb/e1/ff1a5bc1c5e4e030e176eb37c3e480395a38e0ce613cc7c9af0ccb378f15/codegen-0.43.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:936004461a5bf014ae887e200a235ad7731d54057a7ba148c3224b5a6f1a8b96", size = 1146690 },
-    { url = "https://files.pythonhosted.org/packages/4c/4e/d4f7043fadd416dc5b0d9ec9a11aa86d0d11d4d9f130e9c862b756cf481a/codegen-0.43.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:36533914fbb78e16708c280320e2fa65bfff404dc3b7fb276b4f02a899f1b793", size = 1137829 },
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 [[package]]

From 2f7d00257cc45380ebd805b5898b7c7eb9f141cf Mon Sep 17 00:00:00 2001
From: Christine Wang <christine@codegen.com>
Date: Mon, 10 Mar 2025 09:11:20 -0700
Subject: [PATCH 59/66] fix: pull request context - body can be null (#787)

---
 src/codegen/git/models/pull_request_context.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/codegen/git/models/pull_request_context.py b/src/codegen/git/models/pull_request_context.py
index 6729acf63..1f97afbd1 100644
--- a/src/codegen/git/models/pull_request_context.py
+++ b/src/codegen/git/models/pull_request_context.py
@@ -14,10 +14,10 @@ class PullRequestContext(BaseModel):
     state: str
     title: str
     user: GithubNamedUserContext
-    body: str
     draft: bool
     head: PRPartContext
     base: PRPartContext
+    body: str | None = None
     merged: bool | None = None
     merged_by: dict | None = None
     additions: int | None = None

From 7de5af70de04c705c8bf45887d44a73bd2b8e4b8 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Mon, 10 Mar 2025 16:14:40 +0000
Subject: [PATCH 60/66] update changelog

---
 docs/changelog/changelog.mdx | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/docs/changelog/changelog.mdx b/docs/changelog/changelog.mdx
index 9cd4834aa..49e17df61 100644
--- a/docs/changelog/changelog.mdx
+++ b/docs/changelog/changelog.mdx
@@ -4,6 +4,11 @@ icon: "clock"
 iconType: "solid"
 ---
 
+<Update label="v0.48.6" description="March 10, 2025">
+### [Fixes null body issue in pull request context.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.48.6)
+- Fix null body issue in pull request context
+</Update>
+
 <Update label="v0.48.5" description="March 09, 2025">
 ### [Adds dataset subsets and improves CLI arguments.](https://github.com/codegen-sh/codegen-sdk/releases/tag/v0.48.5)
 - Updated OpenAI dependency

From 6629cd14369496d7be5a8237972751eff02f8ae0 Mon Sep 17 00:00:00 2001
From: Tawsif Kamal <tawsifkamal123@gmail.com>
Date: Mon, 10 Mar 2025 11:48:27 -0700
Subject: [PATCH 61/66] CG-10967: Create Custom Langgraph Nodes + Retry Policy
 (#788)

- No more `create_react_agent` from `langgraph.prebuilt`
- In `graph.py` we now have our own nodes for langgraph
- Retry policy with the following parameters `30s` for interval and back
off factor `0.5`. so it will be 30s first wait, then `15s`, then `7.5s`,
etc.
---
 .../examples/langchain_agent/run.py           |   4 +-
 .../swebench_agent_run/local_run.ipynb        |  52 ++-------
 pyproject.toml                                |   1 +
 src/codegen/agents/chat_agent.py              |  95 ++++++++++++++++
 src/codegen/agents/code_agent.py              |  23 +++-
 src/codegen/extensions/langchain/agent.py     |  17 +--
 src/codegen/extensions/langchain/graph.py     | 102 ++++++++++++++++++
 src/codegen/extensions/langchain/llm.py       |   4 +-
 src/codegen/extensions/langchain/tools.py     |  39 ++++---
 .../extensions/tools/replacement_edit.py      |  17 ++-
 src/codegen/extensions/tools/search.py        |   2 +-
 11 files changed, 283 insertions(+), 73 deletions(-)
 create mode 100644 src/codegen/agents/chat_agent.py
 create mode 100644 src/codegen/extensions/langchain/graph.py

diff --git a/codegen-examples/examples/langchain_agent/run.py b/codegen-examples/examples/langchain_agent/run.py
index 0d4d4f837..5c6891889 100644
--- a/codegen-examples/examples/langchain_agent/run.py
+++ b/codegen-examples/examples/langchain_agent/run.py
@@ -20,7 +20,7 @@
 
 from langgraph.checkpoint.memory import MemorySaver
 from langgraph.graph.graph import CompiledGraph
-from langgraph.prebuilt import create_react_agent
+from codegen.extensions.langchain.graph import create_react_agent
 from langchain_core.messages import SystemMessage
 
 
@@ -70,7 +70,7 @@ def create_codebase_agent(
 
     memory = MemorySaver() if memory else None
 
-    return create_react_agent(model=llm, tools=tools, prompt=system_message, checkpointer=memory, debug=debug)
+    return create_react_agent(model=llm, tools=tools, system_message=system_message, checkpointer=memory, debug=debug)
 
 
 if __name__ == "__main__":
diff --git a/codegen-examples/examples/swebench_agent_run/local_run.ipynb b/codegen-examples/examples/swebench_agent_run/local_run.ipynb
index 1f27f470c..0b212fa40 100644
--- a/codegen-examples/examples/swebench_agent_run/local_run.ipynb
+++ b/codegen-examples/examples/swebench_agent_run/local_run.ipynb
@@ -7,7 +7,14 @@
    "outputs": [],
    "source": [
     "%load_ext autoreload\n",
-    "%autoreload 2"
+    "%autoreload 2\n",
+    "\n",
+    "from dotenv import load_dotenv  # type: ignore\n",
+    "\n",
+    "load_dotenv()\n",
+    "\n",
+    "from codegen.extensions.swebench.utils import SWEBenchDataset, get_swe_bench_examples  # noqa: E402\n",
+    "from run_eval import run_eval  # noqa: E402"
    ]
   },
   {
@@ -16,9 +23,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from codegen.sdk.core.codebase import Codebase\n",
-    "from codegen.extensions.swebench.utils import SWEBenchDataset, get_swe_bench_examples\n",
-    "from run_eval import run_eval"
+    "examples = get_swe_bench_examples(dataset=SWEBenchDataset.LITE, split=\"test\", offset=0, length=10)"
    ]
   },
   {
@@ -27,43 +32,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "examples = get_swe_bench_examples(dataset=SWEBenchDataset.LITE, split=\"test\", offset=0, length=1)"
+    "await run_eval(use_existing_preds=None, dataset=\"lite\", length=20, repo=\"django/django\", num_workers=10, model=\"claude-3-7-sonnet-latest\")"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "codebase = Codebase.from_repo(examples[0].repo, commit=examples[0].base_commit, tmp_dir=f\"/tmp/{examples[0].instance_id}\")\n",
-    "# this will allow us to reuse the codebase for multiple examples\n",
-    "codebases = {examples[0].instance_id: codebase}"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "await run_eval(use_existing_preds=None, dataset=\"lite\", length=None, instance_id=examples[0].instance_id, local=True, codebases=codebases)\n",
-    "codebases[examples[0].instance_id].reset()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
@@ -82,7 +52,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.1"
+   "version": "3.13.0"
   }
  },
  "nbformat": 4,
diff --git a/pyproject.toml b/pyproject.toml
index bbbb9ccde..3f30ba581 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,6 +10,7 @@ dependencies = [
   "tiktoken<1.0.0,>=0.5.1",
   "tabulate>=0.9.0,<1.0.0",
   "codeowners<1.0.0,>=0.6.0",
+  "anthropic",
   "dataclasses-json<1.0.0,>=0.6.4",
   "dicttoxml<2.0.0,>=1.7.16",
   "xmltodict<1.0.0,>=0.13.0",
diff --git a/src/codegen/agents/chat_agent.py b/src/codegen/agents/chat_agent.py
new file mode 100644
index 000000000..24ecada26
--- /dev/null
+++ b/src/codegen/agents/chat_agent.py
@@ -0,0 +1,95 @@
+from typing import TYPE_CHECKING, Optional
+from uuid import uuid4
+
+from langchain.tools import BaseTool
+from langchain_core.messages import AIMessage
+
+from codegen.extensions.langchain.agent import create_chat_agent
+
+if TYPE_CHECKING:
+    from codegen import Codebase
+
+
+class ChatAgent:
+    """Agent for interacting with a codebase."""
+
+    def __init__(self, codebase: "Codebase", model_provider: str = "anthropic", model_name: str = "claude-3-5-sonnet-latest", memory: bool = True, tools: Optional[list[BaseTool]] = None, **kwargs):
+        """Initialize a CodeAgent.
+
+        Args:
+            codebase: The codebase to operate on
+            model_provider: The model provider to use ("anthropic" or "openai")
+            model_name: Name of the model to use
+            memory: Whether to let LLM keep track of the conversation history
+            tools: Additional tools to use
+            **kwargs: Additional LLM configuration options. Supported options:
+                - temperature: Temperature parameter (0-1)
+                - top_p: Top-p sampling parameter (0-1)
+                - top_k: Top-k sampling parameter (>= 1)
+                - max_tokens: Maximum number of tokens to generate
+        """
+        self.codebase = codebase
+        self.agent = create_chat_agent(self.codebase, model_provider=model_provider, model_name=model_name, memory=memory, additional_tools=tools, **kwargs)
+
+    def run(self, prompt: str, thread_id: Optional[str] = None) -> str:
+        """Run the agent with a prompt.
+
+        Args:
+            prompt: The prompt to run
+            thread_id: Optional thread ID for message history. If None, a new thread is created.
+
+        Returns:
+            The agent's response
+        """
+        if thread_id is None:
+            thread_id = str(uuid4())
+
+        input = {"query": prompt}
+        stream = self.agent.stream(input, config={"configurable": {"thread_id": thread_id}}, stream_mode="values")
+
+        for s in stream:
+            message = s["messages"][-1]
+            if isinstance(message, tuple):
+                print(message)
+            else:
+                if isinstance(message, AIMessage) and isinstance(message.content, list) and "text" in message.content[0]:
+                    AIMessage(message.content[0]["text"]).pretty_print()
+                else:
+                    message.pretty_print()
+
+        return s["final_answer"]
+
+    def chat(self, prompt: str, thread_id: Optional[str] = None) -> tuple[str, str]:
+        """Chat with the agent, maintaining conversation history.
+
+        Args:
+            prompt: The user message
+            thread_id: Optional thread ID for message history. If None, a new thread is created.
+
+        Returns:
+            A tuple of (response_content, thread_id) to allow continued conversation
+        """
+        if thread_id is None:
+            thread_id = str(uuid4())
+            print(f"Starting new chat thread: {thread_id}")
+        else:
+            print(f"Continuing chat thread: {thread_id}")
+
+        response = self.run(prompt, thread_id=thread_id)
+        return response, thread_id
+
+    def get_chat_history(self, thread_id: str) -> list:
+        """Retrieve the chat history for a specific thread.
+
+        Args:
+            thread_id: The thread ID to retrieve history for
+
+        Returns:
+            List of messages in the conversation history
+        """
+        # Access the agent's memory to get conversation history
+        if hasattr(self.agent, "get_state"):
+            state = self.agent.get_state({"configurable": {"thread_id": thread_id}})
+            if state and "messages" in state:
+                return state["messages"]
+        return []
diff --git a/src/codegen/agents/code_agent.py b/src/codegen/agents/code_agent.py
index d02cd08a2..03f061cab 100644
--- a/src/codegen/agents/code_agent.py
+++ b/src/codegen/agents/code_agent.py
@@ -3,7 +3,7 @@
 from uuid import uuid4
 
 from langchain.tools import BaseTool
-from langchain_core.messages import AIMessage
+from langchain_core.messages import AIMessage, HumanMessage
 from langchain_core.runnables.config import RunnableConfig
 from langsmith import Client
 
@@ -94,8 +94,17 @@ def run(self, prompt: str, thread_id: Optional[str] = None) -> str:
 
         # this message has a reducer which appends the current message to the existing history
         # see more https://langchain-ai.github.io/langgraph/concepts/low_level/#reducers
-        input = {"messages": [("user", prompt)]}
-        tags, metadata = self.get_tags_metadata()
+        input = {"query": prompt}
+        metadata = {"project": self.project_name}
+        tags = []
+        # Add SWEBench run ID and instance ID to the metadata and tags for filtering
+        if self.run_id is not None:
+            metadata["swebench_run_id"] = self.run_id
+            tags.append(self.run_id)
+
+        if self.instance_id is not None:
+            metadata["swebench_instance_id"] = self.instance_id
+            tags.append(self.instance_id)
 
         config = RunnableConfig(configurable={"thread_id": thread_id}, tags=tags, metadata=metadata, recursion_limit=100)
         # we stream the steps instead of invoke because it allows us to access intermediate nodes
@@ -105,7 +114,11 @@ def run(self, prompt: str, thread_id: Optional[str] = None) -> str:
         run_ids = []
 
         for s in stream:
-            message = s["messages"][-1]
+            if len(s["messages"]) == 0:
+                message = HumanMessage(content=prompt)
+            else:
+                message = s["messages"][-1]
+
             if isinstance(message, tuple):
                 print(message)
             else:
@@ -119,7 +132,7 @@ def run(self, prompt: str, thread_id: Optional[str] = None) -> str:
                     run_ids.append(message.additional_kwargs["run_id"])
 
         # Get the last message content
-        result = s["messages"][-1].content
+        result = s["final_answer"]
 
         # Try to find run IDs in the LangSmith client's recent runs
         try:
diff --git a/src/codegen/extensions/langchain/agent.py b/src/codegen/extensions/langchain/agent.py
index aabc57847..fe44594b1 100644
--- a/src/codegen/extensions/langchain/agent.py
+++ b/src/codegen/extensions/langchain/agent.py
@@ -6,11 +6,10 @@
 from langchain_core.messages import SystemMessage
 from langgraph.checkpoint.memory import MemorySaver
 from langgraph.graph.graph import CompiledGraph
-from langgraph.prebuilt import create_react_agent
 
-from .llm import LLM
-from .prompts import REASONER_SYSTEM_MESSAGE
-from .tools import (
+from codegen.extensions.langchain.llm import LLM
+from codegen.extensions.langchain.prompts import REASONER_SYSTEM_MESSAGE
+from codegen.extensions.langchain.tools import (
     CreateFileTool,
     DeleteFileTool,
     ListDirectoryTool,
@@ -25,6 +24,8 @@
     ViewFileTool,
 )
 
+from .graph import create_react_agent
+
 if TYPE_CHECKING:
     from codegen import Codebase
 
@@ -88,7 +89,7 @@ def create_codebase_agent(
 
     memory = MemorySaver() if memory else None
 
-    return create_react_agent(model=llm, tools=tools, prompt=system_message, checkpointer=memory, debug=debug)
+    return create_react_agent(model=llm, tools=tools, system_message=system_message, checkpointer=memory, debug=debug)
 
 
 def create_chat_agent(
@@ -137,7 +138,7 @@ def create_chat_agent(
 
     memory = MemorySaver() if memory else None
 
-    return create_react_agent(model=llm, tools=tools, prompt=system_message, checkpointer=memory, debug=debug)
+    return create_react_agent(model=llm, tools=tools, system_message=system_message, checkpointer=memory, debug=debug)
 
 
 def create_codebase_inspector_agent(
@@ -174,7 +175,7 @@ def create_codebase_inspector_agent(
     ]
 
     memory = MemorySaver() if memory else None
-    return create_react_agent(model=llm, tools=tools, prompt=system_message, checkpointer=memory, debug=debug)
+    return create_react_agent(model=llm, tools=tools, system_message=system_message, checkpointer=memory, debug=debug)
 
 
 def create_agent_with_tools(
@@ -208,4 +209,4 @@ def create_agent_with_tools(
 
     memory = MemorySaver() if memory else None
 
-    return create_react_agent(model=llm, tools=tools, prompt=system_message, checkpointer=memory, debug=debug)
+    return create_react_agent(model=llm, tools=tools, system_message=system_message, checkpointer=memory, debug=debug)
diff --git a/src/codegen/extensions/langchain/graph.py b/src/codegen/extensions/langchain/graph.py
new file mode 100644
index 000000000..3685ea322
--- /dev/null
+++ b/src/codegen/extensions/langchain/graph.py
@@ -0,0 +1,102 @@
+"""Demo implementation of an agent with Codegen tools."""
+
+from typing import TYPE_CHECKING, Annotated, Any, Literal, Optional
+
+import anthropic
+import openai
+from langchain.tools import BaseTool
+from langchain_core.messages import AIMessage, AnyMessage, HumanMessage, SystemMessage
+from langgraph.checkpoint.memory import MemorySaver
+from langgraph.graph import END, START
+from langgraph.graph.message import add_messages
+from langgraph.graph.state import CompiledGraph, StateGraph
+from langgraph.prebuilt import ToolNode
+from langgraph.pregel import RetryPolicy
+
+
+class GraphState(dict[str, Any]):
+    """State of the graph."""
+
+    query: str
+    final_answer: str
+    messages: Annotated[list[AnyMessage], add_messages]
+
+
+class AgentGraph:
+    """Main graph class for the agent."""
+
+    def __init__(self, model: "LLM", tools: list[BaseTool], system_message: SystemMessage):
+        self.model = model.bind_tools(tools)
+        self.tools = tools
+        self.system_message = system_message
+
+    # =================================== NODES ====================================
+
+    # Reasoner node
+    def reasoner(self, state: GraphState) -> dict[str, Any]:
+        new_turn = len(state["messages"]) == 0 or isinstance(state["messages"][-1], AIMessage)
+        messages = state["messages"]
+        if new_turn:
+            query = state["query"]
+            messages.append(HumanMessage(content=query))
+
+        result = self.model.invoke([self.system_message, *messages])
+
+        if isinstance(result, AIMessage):
+            return {"messages": [*messages, result], "final_answer": result.content}
+
+        return {"messages": [*messages, result]}
+
+    # =================================== EDGE CONDITIONS ====================================
+    def should_continue(self, state: GraphState) -> Literal["tools", END]:
+        messages = state["messages"]
+        last_message = messages[-1]
+        if hasattr(last_message, "tool_calls") and last_message.tool_calls:
+            return "tools"
+        return END
+
+    # =================================== COMPILE GRAPH ====================================
+    def create(self, checkpointer: Optional[MemorySaver] = None, debug: bool = False) -> CompiledGraph:
+        """Create and compile the graph."""
+        builder = StateGraph(GraphState)
+
+        # the retry policy has an initial interval, a backoff factor, and a max interval of controlling the
+        # amount of time between retries
+        retry_policy = RetryPolicy(
+            retry_on=[anthropic.RateLimitError, openai.RateLimitError],
+            max_attempts=10,
+            initial_interval=30.0,  # Start with 30 second wait
+            backoff_factor=2,  # Double the wait time each retry
+            max_interval=1000.0,  # Cap at 1000 second max wait
+            jitter=True,
+        )
+
+        # Add nodes
+        builder.add_node("reasoner", self.reasoner, retry=retry_policy)
+        builder.add_node("tools", ToolNode(self.tools), retry=retry_policy)
+
+        # Add edges
+        builder.add_edge(START, "reasoner")
+        builder.add_edge("tools", "reasoner")
+        builder.add_conditional_edges(
+            "reasoner",
+            self.should_continue,
+        )
+
+        return builder.compile(checkpointer=checkpointer, debug=debug)
+
+
+def create_react_agent(
+    model: "LLM",
+    tools: list[BaseTool],
+    system_message: SystemMessage,
+    checkpointer: Optional[MemorySaver] = None,
+    debug: bool = False,
+) -> CompiledGraph:
+    """Create a reactive agent graph."""
+    graph = AgentGraph(model, tools, system_message)
+    return graph.create(checkpointer=checkpointer, debug=debug)
+
+
+if TYPE_CHECKING:
+    from codegen.extensions.langchain.llm import LLM
diff --git a/src/codegen/extensions/langchain/llm.py b/src/codegen/extensions/langchain/llm.py
index d2cec02a3..54b9a91a2 100644
--- a/src/codegen/extensions/langchain/llm.py
+++ b/src/codegen/extensions/langchain/llm.py
@@ -89,13 +89,13 @@ def _get_model(self) -> BaseChatModel:
             if not os.getenv("ANTHROPIC_API_KEY"):
                 msg = "ANTHROPIC_API_KEY not found in environment. Please set it in your .env file or environment variables."
                 raise ValueError(msg)
-            return ChatAnthropic(**self._get_model_kwargs())
+            return ChatAnthropic(**self._get_model_kwargs(), max_retries=10, timeout=1000)
 
         elif self.model_provider == "openai":
             if not os.getenv("OPENAI_API_KEY"):
                 msg = "OPENAI_API_KEY not found in environment. Please set it in your .env file or environment variables."
                 raise ValueError(msg)
-            return ChatOpenAI(**self._get_model_kwargs())
+            return ChatOpenAI(**self._get_model_kwargs(), max_retries=10, timeout=1000)
 
         elif self.model_provider == "xai":
             if not os.getenv("XAI_API_KEY"):
diff --git a/src/codegen/extensions/langchain/tools.py b/src/codegen/extensions/langchain/tools.py
index 7cda6d7f9..2ab5b0179 100644
--- a/src/codegen/extensions/langchain/tools.py
+++ b/src/codegen/extensions/langchain/tools.py
@@ -116,7 +116,8 @@ class SearchInput(BaseModel):
 
     query: str = Field(
         ...,
-        description="The search query to find in the codebase. When ripgrep is available, this will be passed as a ripgrep pattern. For regex searches, set use_regex=True. Ripgrep is the preferred method.",
+        description="""The search query to find in the codebase. When ripgrep is available, this will be passed as a ripgrep pattern. For regex searches, set use_regex=True.
+        Ripgrep is the preferred method.""",
     )
     target_directories: Optional[list[str]] = Field(default=None, description="Optional list of directories to search in")
     file_extensions: Optional[list[str]] = Field(default=None, description="Optional list of file extensions to search (e.g. ['.py', '.ts'])")
@@ -849,31 +850,45 @@ def get_workspace_tools(codebase: Codebase) -> list["BaseTool"]:
 
 
 class ReplacementEditInput(BaseModel):
-    filepath: str = Field(..., description="Path to the file to edit relative to the workspace root. The file must exist and be a text file.")
+    """Input for replacement editing."""
+
+    filepath: str = Field(
+        ...,
+        description=("Path to the file to edit relative to the workspace root. The file must exist and be a text file."),
+    )
     pattern: str = Field(
         ...,
-        description="""Regular expression pattern to match text that should be replaced.
-Supports all Python regex syntax including capture groups (\1, \2, etc). The pattern is compiled with re.MULTILINE flag by default.""",
+        description=(
+            "Regular expression pattern to match text that should be replaced. "
+            "Supports all Python regex syntax including capture groups (\\1, \\2, etc). "
+            "The pattern is compiled with re.MULTILINE flag by default."
+        ),
     )
     replacement: str = Field(
         ...,
-        description="""Text to replace matched patterns with.
-Can reference regex capture groups using \1, \2, etc. If using regex groups in pattern, make sure to preserve them in replacement if needed.""",
+        description=(
+            "Text to replace matched patterns with. Can reference regex capture groups using \\1, \\2, etc. If using regex groups in pattern, make sure to preserve them in replacement if needed."
+        ),
     )
     start: int = Field(
         default=1,
-        description="""Starting line number (1-indexed, inclusive) to begin replacements from.
-Use this with 'end' to limit changes to a specific region. Default is 1 (start of file).""",
+        description=("Starting line number (1-indexed, inclusive) to begin replacements from. Use this with 'end' to limit changes to a specific region. Default is 1 (start of file)."),
     )
     end: int = Field(
         default=-1,
-        description="""Ending line number (1-indexed, inclusive) to stop replacements at.
-Use -1 to indicate end of file. Use this with 'start' to limit changes to a specific region. Default is -1 (end of file).""",
+        description=(
+            "Ending line number (1-indexed, inclusive) to stop replacements at. "
+            "Use -1 to indicate end of file. Use this with 'start' to limit changes to a specific region. "
+            "Default is -1 (end of file)."
+        ),
     )
     count: Optional[int] = Field(
         default=None,
-        description="""Maximum number of replacements to make. Use None to replace all occurrences (default), or specify a number to limit replacements.
-Useful when you only want to replace the first N occurrences.""",
+        description=(
+            "Maximum number of replacements to make. "
+            "Use None to replace all occurrences (default), or specify a number to limit replacements. "
+            "Useful when you only want to replace the first N occurrences."
+        ),
     )
 
 
diff --git a/src/codegen/extensions/tools/replacement_edit.py b/src/codegen/extensions/tools/replacement_edit.py
index 0c61c8f96..aa5cd98be 100644
--- a/src/codegen/extensions/tools/replacement_edit.py
+++ b/src/codegen/extensions/tools/replacement_edit.py
@@ -30,6 +30,14 @@ class ReplacementEditObservation(Observation):
         default=None,
         description="Message describing the result",
     )
+    error: Optional[str] = Field(
+        default=None,
+        description="Error message if an error occurred",
+    )
+    error_pattern: Optional[str] = Field(
+        default=None,
+        description="Regex pattern that failed to compile",
+    )
 
     str_template: ClassVar[str] = "{message}" if "{message}" else "Edited file {filepath}"
 
@@ -138,8 +146,13 @@ def replacement_edit(
         # Compile pattern for better error messages
         regex = re.compile(pattern, flags)
     except re.error as e:
-        msg = f"Invalid regex pattern: {e}"
-        raise ValueError(msg)
+        return ReplacementEditObservation(
+            status="error",
+            error=f"Invalid regex pattern: {e!s}",
+            error_pattern=pattern,
+            filepath=filepath,
+            message="Invalid regex pattern",
+        )
 
     # Perform the replacement
     if count is None:
diff --git a/src/codegen/extensions/tools/search.py b/src/codegen/extensions/tools/search.py
index 4bcdfb74e..08a52c48b 100644
--- a/src/codegen/extensions/tools/search.py
+++ b/src/codegen/extensions/tools/search.py
@@ -146,7 +146,7 @@ def _search_with_ripgrep(
         pass
 
     # Add the query and path
-    cmd.append(query)
+    cmd.append(f"{query}")
     cmd.append(search_path)
 
     # Run ripgrep

From 6da11739724648e3720fca2fbaad2fea9cba3d0a Mon Sep 17 00:00:00 2001
From: Tawsif Kamal <tawsifkamal123@gmail.com>
Date: Mon, 10 Mar 2025 12:04:10 -0700
Subject: [PATCH 62/66] 500 Error Anthropic Retry Policy (#789)

added `anthropic.InternalServerError` in the retry policy
---
 src/codegen/extensions/langchain/graph.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/codegen/extensions/langchain/graph.py b/src/codegen/extensions/langchain/graph.py
index 3685ea322..e5116630f 100644
--- a/src/codegen/extensions/langchain/graph.py
+++ b/src/codegen/extensions/langchain/graph.py
@@ -63,7 +63,7 @@ def create(self, checkpointer: Optional[MemorySaver] = None, debug: bool = False
         # the retry policy has an initial interval, a backoff factor, and a max interval of controlling the
         # amount of time between retries
         retry_policy = RetryPolicy(
-            retry_on=[anthropic.RateLimitError, openai.RateLimitError],
+            retry_on=[anthropic.RateLimitError, openai.RateLimitError, anthropic.InternalServerError],
             max_attempts=10,
             initial_interval=30.0,  # Start with 30 second wait
             backoff_factor=2,  # Double the wait time each retry

From a652487d94e5ea2a2da66e95c15da67cab1cc1a3 Mon Sep 17 00:00:00 2001
From: jemeza-codegen <165736868+jemeza-codegen@users.noreply.github.com>
Date: Mon, 10 Mar 2025 12:05:54 -0700
Subject: [PATCH 63/66] chore: minor tag and metadata refactor (#780)

# Motivation

Tags and Metadata are now optional parameters to the CodeAgent class.
These will be added to the agent trace

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [ ] I have added tests for my changes
- [ ] I have updated the documentation or added new documentation as
needed
---
 src/codegen/agents/code_agent.py           | 32 ++++++++++------------
 src/codegen/extensions/swebench/harness.py |  4 ++-
 2 files changed, 18 insertions(+), 18 deletions(-)

diff --git a/src/codegen/agents/code_agent.py b/src/codegen/agents/code_agent.py
index 03f061cab..99c01a874 100644
--- a/src/codegen/agents/code_agent.py
+++ b/src/codegen/agents/code_agent.py
@@ -33,9 +33,8 @@ def __init__(
         model_name: str = "claude-3-7-sonnet-latest",
         memory: bool = True,
         tools: Optional[list[BaseTool]] = None,
-        run_id: Optional[str] = None,
-        instance_id: Optional[str] = None,
-        difficulty: Optional[int] = None,
+        tags: Optional[list[str]] = [],
+        metadata: Optional[dict] = {},
         **kwargs,
     ):
         """Initialize a CodeAgent.
@@ -46,6 +45,8 @@ def __init__(
             model_name: Name of the model to use
             memory: Whether to let LLM keep track of the conversation history
             tools: Additional tools to use
+            tags: Tags to add to the agent trace. Must be of the same type.
+            metadata: Metadata to use for the agent. Must be a dictionary.
             **kwargs: Additional LLM configuration options. Supported options:
                 - temperature: Temperature parameter (0-1)
                 - top_p: Top-p sampling parameter (0-1)
@@ -63,14 +64,21 @@ def __init__(
         )
         self.model_name = model_name
         self.langsmith_client = Client()
-        self.run_id = run_id
-        self.instance_id = instance_id
-        self.difficulty = difficulty
 
         # Get project name from environment variable or use a default
         self.project_name = os.environ.get("LANGCHAIN_PROJECT", "RELACE")
         print(f"Using LangSmith project: {self.project_name}")
 
+        # Initialize tags for agent trace
+        self.tags = [*tags, self.model_name]
+
+        # Initialize metadata for agent trace
+        self.metadata = {
+            "project": self.project_name,
+            "model": self.model_name,
+            **metadata,
+        }
+
     def run(self, prompt: str, thread_id: Optional[str] = None) -> str:
         """Run the agent with a prompt.
 
@@ -95,18 +103,8 @@ def run(self, prompt: str, thread_id: Optional[str] = None) -> str:
         # this message has a reducer which appends the current message to the existing history
         # see more https://langchain-ai.github.io/langgraph/concepts/low_level/#reducers
         input = {"query": prompt}
-        metadata = {"project": self.project_name}
-        tags = []
-        # Add SWEBench run ID and instance ID to the metadata and tags for filtering
-        if self.run_id is not None:
-            metadata["swebench_run_id"] = self.run_id
-            tags.append(self.run_id)
-
-        if self.instance_id is not None:
-            metadata["swebench_instance_id"] = self.instance_id
-            tags.append(self.instance_id)
 
-        config = RunnableConfig(configurable={"thread_id": thread_id}, tags=tags, metadata=metadata, recursion_limit=100)
+        config = RunnableConfig(configurable={"thread_id": thread_id}, tags=self.tags, metadata=self.metadata, recursion_limit=100)
         # we stream the steps instead of invoke because it allows us to access intermediate nodes
         stream = self.agent.stream(input, config=config, stream_mode="values")
 
diff --git a/src/codegen/extensions/swebench/harness.py b/src/codegen/extensions/swebench/harness.py
index dbf9f6b9b..7eaacd5ad 100644
--- a/src/codegen/extensions/swebench/harness.py
+++ b/src/codegen/extensions/swebench/harness.py
@@ -70,7 +70,9 @@ def run_agent_on_entry(entry: SweBenchExample, model: str, codebase: Codebase |
         )
         codebase = Codebase.from_repo(repo_full_name=entry.repo, commit=base_commit, language="python", config=config)  # check out the repo
 
-    agent = CodeAgent(codebase=codebase, run_id=run_id, instance_id=instance_id, model_name=model, difficulty=entry.difficulty)
+    metadata = {"run_id": run_id, "instance_id": instance_id, "difficulty": f"difficulty_{entry.difficulty}"}
+    tags = [str(value) for value in metadata.values()]
+    agent = CodeAgent(codebase=codebase, tags=tags, metadata=metadata)
 
     pprint.pprint(instance_id)
     pprint.pprint(gold_files)

From ef1dba8a82331685d642d014238a671ba0a48ae3 Mon Sep 17 00:00:00 2001
From: Vishal Shenoy <vishal.nshenoy@icloud.com>
Date: Mon, 10 Mar 2025 16:06:23 -0700
Subject: [PATCH 64/66] From repo with full history (#790)

Add optional full_history argument to from_repo to get all commit
history.
---
 docs/api-reference/core/Codebase.mdx           |  6 +++---
 src/codegen/git/repo_operator/repo_operator.py | 11 ++++++++---
 src/codegen/sdk/core/codebase.py               |  3 ++-
 3 files changed, 13 insertions(+), 7 deletions(-)

diff --git a/docs/api-reference/core/Codebase.mdx b/docs/api-reference/core/Codebase.mdx
index bcfbc0c38..529d9eb13 100644
--- a/docs/api-reference/core/Codebase.mdx
+++ b/docs/api-reference/core/Codebase.mdx
@@ -328,10 +328,10 @@ Fetches a codebase from GitHub and returns a Codebase instance.
     defaultValue="None"
 />
 <Parameter
-    name="shallow"
+    name="full_history"
     type={ <code className="text-sm bg-gray-100 px-2 py-0.5 rounded">bool</code> }
-    description="Whether to do a shallow clone. Defaults to True"
-    defaultValue=""
+    description="Whether to clone the full git history. Defaults to False"
+    defaultValue="False"
 />
 <Parameter
     name="language"
diff --git a/src/codegen/git/repo_operator/repo_operator.py b/src/codegen/git/repo_operator/repo_operator.py
index b5febfe14..c68ce1157 100644
--- a/src/codegen/git/repo_operator/repo_operator.py
+++ b/src/codegen/git/repo_operator/repo_operator.py
@@ -850,13 +850,14 @@ def create_from_commit(cls, repo_path: str, commit: str, url: str, access_token:
         return op
 
     @classmethod
-    def create_from_repo(cls, repo_path: str, url: str, access_token: str | None = None) -> Self | None:
+    def create_from_repo(cls, repo_path: str, url: str, access_token: str | None = None, full_history: bool = False) -> Self | None:
         """Create a fresh clone of a repository or use existing one if up to date.
 
         Args:
             repo_path (str): Path where the repo should be cloned
             url (str): Git URL of the repository
             access_token (str | None): Optional GitHub API key for operations that need GitHub access
+            full_history (bool): If True, clones the complete repository history. If False, performs a shallow clone. Defaults to False.
         """
         access_token = access_token or SecretsConfig().github_token
         if access_token:
@@ -886,9 +887,13 @@ def create_from_repo(cls, repo_path: str, url: str, access_token: str | None = N
             import shutil
 
             shutil.rmtree(repo_path)
+
         try:
-            # Clone the repository
-            GitCLI.clone_from(url=url, to_path=repo_path, depth=1)
+            # Clone the repository with or without full history
+            if full_history:
+                GitCLI.clone_from(url=url, to_path=repo_path)
+            else:
+                GitCLI.clone_from(url=url, to_path=repo_path, depth=1)
 
             # Initialize with the cloned repo
             git_cli = GitCLI(repo_path)
diff --git a/src/codegen/sdk/core/codebase.py b/src/codegen/sdk/core/codebase.py
index 2c641e655..d9a6e6960 100644
--- a/src/codegen/sdk/core/codebase.py
+++ b/src/codegen/sdk/core/codebase.py
@@ -1313,6 +1313,7 @@ def from_repo(
         config: CodebaseConfig | None = None,
         secrets: SecretsConfig | None = None,
         setup_option: SetupOption | None = None,
+        full_history: bool = False,
     ) -> "Codebase":
         """Fetches a codebase from GitHub and returns a Codebase instance.
 
@@ -1352,7 +1353,7 @@ def from_repo(
             if commit is None:
                 repo_config = RepoConfig.from_repo_path(repo_path)
                 repo_config.full_name = repo_full_name
-                repo_operator = RepoOperator(repo_config=repo_config, access_token=access_token, setup_option=setup_option)
+                repo_operator = RepoOperator.create_from_repo(repo_config=repo_config, access_token=access_token, setup_option=setup_option, full_history=full_history)
             else:
                 # Ensure the operator can handle remote operations
                 repo_operator = RepoOperator.create_from_commit(repo_path=repo_path, commit=commit, url=repo_url, full_name=repo_full_name, access_token=access_token)

From 35537882c947dc19b083f951bfdd8221e6c753a8 Mon Sep 17 00:00:00 2001
From: codegen-team <engineering-git@codegen.com>
Date: Mon, 10 Mar 2025 23:08:03 +0000
Subject: [PATCH 65/66] docs: updated API reference

---
 docs/api-reference/core/Codebase.mdx | 20 ++++++++++----------
 1 file changed, 10 insertions(+), 10 deletions(-)

diff --git a/docs/api-reference/core/Codebase.mdx b/docs/api-reference/core/Codebase.mdx
index 529d9eb13..963ee95db 100644
--- a/docs/api-reference/core/Codebase.mdx
+++ b/docs/api-reference/core/Codebase.mdx
@@ -11,7 +11,7 @@ import {HorizontalDivider} from '/snippets/HorizontalDivider.mdx';
 import {GithubLinkNote} from '/snippets/GithubLinkNote.mdx';
 import {Attribute} from '/snippets/Attribute.mdx';
 
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L117-L1539" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L117-L1540" />
 
 
 ## Attributes
@@ -257,7 +257,7 @@ Creates a pull request from the current branch to the repository's default branc
 
 ### <span className="text-primary">create_pr_comment</span>
 Create a comment on a pull request
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1511-L1513" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1512-L1514" />
 
 
 <Return return_type={ <code className="text-sm bg-gray-100 px-2 py-0.5 rounded">None</code> } description=""/>
@@ -265,7 +265,7 @@ Create a comment on a pull request
 
 ### <span className="text-primary">create_pr_review_comment</span>
 Create a review comment on a pull request.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1515-L1539" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1516-L1540" />
 
 
 <Return return_type={ <code className="text-sm bg-gray-100 px-2 py-0.5 rounded">None</code> } description=""/>
@@ -298,7 +298,7 @@ Finds editable objects that overlap with the given source code span.
 
 ### <span className="text-primary">from_files</span>
 Creates a Codebase instance from multiple files.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1421-L1501" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1422-L1502" />
 
 
 <Return return_type={ <><a href="/api-reference/core/Codebase" style={ {fontWeight: "inherit", fontSize: "inherit"} }>Codebase</a></> } description="A Codebase instance initialized with the provided files"/>
@@ -306,7 +306,7 @@ Creates a Codebase instance from multiple files.
 
 ### <span className="text-primary">from_repo</span>
 Fetches a codebase from GitHub and returns a Codebase instance.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1306-L1372" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1306-L1373" />
 
 <ParameterWrapper>
 <Parameter
@@ -328,10 +328,10 @@ Fetches a codebase from GitHub and returns a Codebase instance.
     defaultValue="None"
 />
 <Parameter
-    name="full_history"
+    name="shallow"
     type={ <code className="text-sm bg-gray-100 px-2 py-0.5 rounded">bool</code> }
-    description="Whether to clone the full git history. Defaults to False"
-    defaultValue="False"
+    description="Whether to do a shallow clone. Defaults to True"
+    defaultValue=""
 />
 <Parameter
     name="language"
@@ -359,7 +359,7 @@ Fetches a codebase from GitHub and returns a Codebase instance.
 
 ### <span className="text-primary">from_string</span>
 Creates a Codebase instance from a string of code.
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1375-L1418" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1376-L1419" />
 
 
 <Return return_type={ <><a href="/api-reference/core/Codebase" style={ {fontWeight: "inherit", fontSize: "inherit"} }>Codebase</a></> } description="A Codebase instance initialized with the provided code Example: >>> # Python code >>> code = &quot;def add(a, b): return a + b&quot; >>> codebase = Codebase.from_string(code, language=&quot;python&quot;) >>> # TypeScript code >>> code = &quot;function add(a: number, b: number): number { return a + b; }&quot; >>> codebase = Codebase.from_string(code, language=&quot;typescript&quot;)"/>
@@ -465,7 +465,7 @@ Retrieves a function from the codebase by its name.
 
 ### <span className="text-primary">get_modified_symbols_in_pr</span>
 Get all modified symbols in a pull request
-<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1503-L1509" />
+<GithubLinkNote link="https://github.com/codegen-sh/codegen/blob/develop/src/codegen/sdk/core/codebase.py#L1504-L1510" />
 
 
 <Return return_type={ <code className="text-sm bg-gray-100 px-2 py-0.5 rounded">tuple[str, dict[str, str], list[str]]</code> } description=""/>

From 8490b3098f98340e672aa26f793a68e84acdb89f Mon Sep 17 00:00:00 2001
From: Edward Li <jiaxi.edwardli@gmail.com>
Date: Mon, 10 Mar 2025 16:23:22 -0700
Subject: [PATCH 66/66] Architecture Docs V1 (#792)

# Motivation

<!-- Why is this change necessary? -->

# Content

<!-- Please include a summary of the change -->

# Testing

<!-- How was the change tested? -->

# Please check the following before marking your PR as ready for review

- [ ] I have added tests for my changes
- [ ] I have updated the documentation or added new documentation as
needed
---
 .../2. parsing/B. AST Construction.md         |  2 +-
 .../2. parsing/C. Directory Parsing.md        | 50 ++++++++++
 architecture/3. imports-exports/A. Imports.md | 57 ++++++++++-
 architecture/3. imports-exports/B. Exports.md | 70 +++++++++++++-
 .../3. imports-exports/C. TSConfig.md         | 76 ++++++++++++++-
 .../5. performing-edits/A. Edit Operations.md |  7 --
 .../5. performing-edits/A. Transactions.md    | 54 +++++++++++
 .../B. Transaction Manager.md                 | 88 ++++++++++++++++-
 architecture/external/dependency-manager.md   | 95 ++++++++++++++++++-
 architecture/external/type-engine.md          | 20 +++-
 10 files changed, 504 insertions(+), 15 deletions(-)
 create mode 100644 architecture/2. parsing/C. Directory Parsing.md
 delete mode 100644 architecture/5. performing-edits/A. Edit Operations.md
 create mode 100644 architecture/5. performing-edits/A. Transactions.md

diff --git a/architecture/2. parsing/B. AST Construction.md b/architecture/2. parsing/B. AST Construction.md
index c6484aaba..06a1cd48c 100644
--- a/architecture/2. parsing/B. AST Construction.md	
+++ b/architecture/2. parsing/B. AST Construction.md	
@@ -74,4 +74,4 @@ Statements have another layer of complexity. They are essentially pattern based
 
 ## Next Step
 
-After the AST is constructed, the system moves on to [Import Resolution](../3.%20imports-exports/A.%20Imports.md) to analyze module dependencies and resolve symbols across files.
+After the AST is constructed, the system moves on to [Directory Parsing](./C.%20Directory%20Parsing.md) to build a hierarchical representation of the codebase's directory structure.
diff --git a/architecture/2. parsing/C. Directory Parsing.md b/architecture/2. parsing/C. Directory Parsing.md
new file mode 100644
index 000000000..f25de2e29
--- /dev/null
+++ b/architecture/2. parsing/C. Directory Parsing.md	
@@ -0,0 +1,50 @@
+# Directory Parsing
+
+The Directory Parsing system is responsible for creating and maintaining a hierarchical representation of the codebase's directory structure in memory. Directories do not hold references to the file itself, but instead holds the names to the files and does a dynamic lookup when needed.
+
+In addition to providing a more cohesive API for listing directory files, the Directory API is also used for [TSConfig](../3.%20imports-exports/C.%20TSConfig.md)-based (Import Resolution)[../3.%20imports-exports/A.%20Imports.md].
+
+## Core Components
+
+The Directory Tree is constructed during the initial build_graph step in codebase_context.py, and is recreated from scratch on every re-sync. More details are below:
+
+## Directory Tree Construction
+
+The directory tree is built through the following process:
+
+1. The `build_directory_tree` method in `CodebaseContext` is called during graph initialization or when the codebase structure changes.
+1. The method iterates through all files in the repository, creating directory objects for each directory path encountered.
+1. For each file, it adds the file to its parent directory using the `_add_file` method.
+1. Directories are created recursively as needed using the `get_directory` method with create_on_missing=True\`.
+
+## Directory Representation
+
+The `Directory` class provides a rich interface for working with directories:
+
+- **Hierarchy Navigation**: Access parent directories and subdirectories
+- **File Access**: Retrieve files by name or extension
+- **Symbol Access**: Find symbols (classes, functions, etc.) within files in the directory
+- **Directory Operations**: Rename, remove, or update directories
+
+Each `Directory` instance maintains:
+
+- A reference to its parent directory
+- Lists of files and subdirectories
+- Methods to recursively traverse the directory tree
+
+## File Representation
+
+Files are represented by the `File` class and its subclasses:
+
+- `File`: Base class for all files, supporting basic operations like reading and writing content
+- `SourceFile`: Specialized class for source code files that can be parsed into an AST
+
+Files maintain references to:
+
+- Their parent directory
+- Their content (loaded dynamically to preserve the source of truth)
+- For source files, the parsed AST and symbols
+
+## Next Step
+
+After the directory structure is parsed, the system can perform [Import Resolution](../3.%20imports-exports/A.%20Imports.md) to analyze module dependencies and resolve symbols across files.
diff --git a/architecture/3. imports-exports/A. Imports.md b/architecture/3. imports-exports/A. Imports.md
index 09d70d902..cca5951ab 100644
--- a/architecture/3. imports-exports/A. Imports.md	
+++ b/architecture/3. imports-exports/A. Imports.md	
@@ -1,7 +1,60 @@
 # Import Resolution
 
-TODO
+Import resolution follows AST construction in the code analysis pipeline. It identifies dependencies between modules and builds a graph of relationships across the codebase.
+
+> NOTE: This is an actively evolving part of Codegen SDK, so some details here may be imcomplete, outdated, or incorrect.
+
+## Purpose
+
+The import resolution system serves these purposes:
+
+1. **Dependency Tracking**: Maps relationships between files by resolving import statements.
+1. **Symbol Resolution**: Connects imported symbols to their definitions.
+1. **Module Graph Construction**: Builds a directed graph of module dependencies.
+1. **(WIP) Cross-Language Support**: Provides implementations for different programming languages.
+
+## Core Components
+
+### ImportResolution Class
+
+The `ImportResolution` class represents the outcome of resolving an import statement. It contains:
+
+- The source file containing the imported symbol
+- The specific symbol being imported (if applicable)
+- Whether the import references an entire file/module
+
+### Import Base Class
+
+The `Import` class is the foundation for language-specific import implementations. It:
+
+- Stores metadata about the import (module path, symbol name, alias)
+- Provides the abstract `resolve_import()` method
+- Adds symbol resolution edges to the codebase graph
+
+### Language-Specific Implementations
+
+#### Python Import Resolution
+
+The `PyImport` class extends the base `Import` class with Python-specific logic:
+
+- Handles relative imports
+- Supports module imports, named imports, and wildcard imports
+- Resolves imports using configurable resolution paths and `sys.path`
+- Handles special cases like `__init__.py` files
+
+#### TypeScript Import Resolution
+
+The `TSImport` class implements TypeScript-specific resolution:
+
+- Supports named imports, default imports, and namespace imports
+- Handles type imports and dynamic imports
+- Resolves imports using TSConfig path mappings
+- Supports file extension resolution
+
+## Implementation
+
+After file and directory parse, we loop through all import nodes and perform `add_symbol_resolution_edge`. This then invokes the language-specific `resolve_import` method that converts the import statement into a resolvable `ImportResolution` object (or None if the import cannot be resolved). This import symbol and the `ImportResolution` object are then used to add a symbol resolution edge to the graph, where it can then be used in future steps to resolve symbols.
 
 ## Next Step
 
-After import resolution, the system analyzes [Export Analysis](./B.%20Exports.md) and handles [TSConfig Support](./C.%20TSConfig.md) for TypeScript projects. This is followed by comprehensive [Type Analysis](../4.%20type-analysis/A.%20Type%20Analysis.md).
+After import resolution, the system analyzes [Export Analysis](./B.%20Exports.md) and handles [TSConfig Support](./C.%20TSConfig.md) for TypeScript projects. This is followed by [Type Analysis](../4.%20type-analysis/A.%20Type%20Analysis.md).
diff --git a/architecture/3. imports-exports/B. Exports.md b/architecture/3. imports-exports/B. Exports.md
index 9da67fcb4..0e42c98c4 100644
--- a/architecture/3. imports-exports/B. Exports.md	
+++ b/architecture/3. imports-exports/B. Exports.md	
@@ -1,6 +1,74 @@
 # Export Analysis
 
-TODO
+Some languages contain additional metadata on "exported" symbols, specifying which symbols are made available to other modules. Export analysis follows import resolution in the code analysis pipeline. It identifies and processes exported symbols from modules, enabling the system to track what each module makes available to others.
+
+## Core Components
+
+### Export Base Class
+
+The `Export` class serves as the foundation for language-specific export implementations. It:
+
+- Stores metadata about the export (symbol name, is default, etc.)
+- Tracks the relationship between the export and its declared symbol
+- Adds export edges to the codebase graph
+
+### TypeScript Export Implementation
+
+The `TSExport` class implements TypeScript-specific export handling:
+
+- Supports various export styles (named exports, default exports, re-exports)
+- Handles export declarations with and without values
+- Processes wildcard exports (`export * from 'module'`)
+- Manages export statements with multiple exports
+
+#### Export Types and Symbol Resolution
+
+The TypeScript implementation handles several types of exports:
+
+1. **Declaration Exports**
+
+   - Function declarations (including generators)
+   - Class declarations
+   - Interface declarations
+   - Type alias declarations
+   - Enum declarations
+   - Namespace declarations
+   - Variable/constant declarations
+
+1. **Value Exports**
+
+   - Object literals with property exports
+   - Arrow functions and function expressions
+   - Classes and class expressions
+   - Assignment expressions
+   - Primitive values and expressions
+
+1. **Special Export Forms**
+
+   - Wildcard exports (`export * from 'module'`)
+   - Named re-exports (`export { name as alias } from 'module'`)
+   - Default exports with various value types
+
+#### Symbol Tracking and Dependencies
+
+The export system:
+
+- Maintains relationships between exported symbols and their declarations
+- Validates export names match their declared symbols
+- Tracks dependencies through the codebase graph
+- Handles complex scenarios like:
+  - Shorthand property exports in objects
+  - Nested function and class declarations
+  - Re-exports from other modules
+
+#### Integration with Type System
+
+Exports are tightly integrated with the type system:
+
+- Exported type declarations are properly tracked
+- Symbol resolution considers both value and type exports
+- Re-exports preserve type information
+- Export edges in the codebase graph maintain type relationships
 
 ## Next Step
 
diff --git a/architecture/3. imports-exports/C. TSConfig.md b/architecture/3. imports-exports/C. TSConfig.md
index e9c77ae0c..b2362a7c8 100644
--- a/architecture/3. imports-exports/C. TSConfig.md	
+++ b/architecture/3. imports-exports/C. TSConfig.md	
@@ -1,6 +1,80 @@
 # TSConfig Support
 
-TODO
+TSConfig support is a critical component for TypeScript projects in the import resolution system. It processes TypeScript configuration files (tsconfig.json) to correctly resolve module paths and dependencies.
+
+## Purpose
+
+The TSConfig support system serves these purposes:
+
+1. **Path Mapping**: Resolves custom module path aliases defined in the tsconfig.json file.
+1. **Base URL Resolution**: Handles non-relative module imports using the baseUrl configuration.
+1. **Project References**: Manages dependencies between TypeScript projects using the references field.
+1. **Directory Structure**: Respects rootDir and outDir settings for maintaining proper directory structures.
+
+## Core Components
+
+### TSConfig Class
+
+The `TSConfig` class represents a parsed TypeScript configuration file. It:
+
+- Parses and stores the configuration settings from tsconfig.json
+- Handles inheritance through the "extends" field
+- Provides methods for translating between import paths and absolute file paths
+- Caches computed values for performance optimization
+
+## Configuration Processing
+
+### Configuration Inheritance
+
+TSConfig files can extend other configuration files through the "extends" field:
+
+1. Base configurations are loaded and parsed first
+1. Child configurations inherit and can override settings from their parent
+1. Path mappings, base URLs, and other settings are merged appropriately
+
+### Path Mapping Resolution
+
+The system processes the "paths" field in tsconfig.json to create a mapping between import aliases and file paths:
+
+1. Path patterns are normalized (removing wildcards, trailing slashes)
+1. Relative paths are converted to absolute paths
+1. Mappings are stored for efficient lookup during import resolution
+
+### Project References
+
+The "references" field defines dependencies between TypeScript projects:
+
+1. Referenced projects are identified and loaded
+1. Their configurations are analyzed to determine import paths
+1. Import resolution can cross project boundaries using these references
+
+## Import Resolution Process
+
+### Path Translation
+
+When resolving an import path in TypeScript:
+
+1. Check if the path matches any path alias in the tsconfig.json
+1. If a match is found, translate the path according to the mapping
+1. Apply baseUrl resolution for non-relative imports
+1. Handle project references for cross-project imports
+
+### Optimization Techniques
+
+The system employs several optimizations:
+
+1. Caching computed values to avoid redundant processing
+1. Early path checking for common patterns (e.g., paths starting with "@" or "~")
+1. Hierarchical resolution that respects the configuration inheritance chain
+
+## Integration with Import Resolution
+
+The TSConfig support integrates with the broader import resolution system:
+
+1. Each TypeScript file is associated with its nearest tsconfig.json
+1. Import statements are processed using the file's associated configuration
+1. Path mappings are applied during the module resolution process
+1. Project references are considered when resolving imports across project boundaries
 
 ## Next Step
 
diff --git a/architecture/5. performing-edits/A. Edit Operations.md b/architecture/5. performing-edits/A. Edit Operations.md
deleted file mode 100644
index 850b8e103..000000000
--- a/architecture/5. performing-edits/A. Edit Operations.md	
+++ /dev/null
@@ -1,7 +0,0 @@
-# Edit Operations
-
-TODO
-
-## Next Step
-
-After preparing edits, they are managed by the [Transaction Manager](./B.%20Transaction%20Manager.md) to ensure consistency and atomicity.
diff --git a/architecture/5. performing-edits/A. Transactions.md b/architecture/5. performing-edits/A. Transactions.md
new file mode 100644
index 000000000..c27c7e65f
--- /dev/null
+++ b/architecture/5. performing-edits/A. Transactions.md	
@@ -0,0 +1,54 @@
+# Transactions
+
+Transactions represent atomic changes to files in the codebase. Each transaction defines a specific modification that can be queued, validated, and executed.
+
+## Transaction Types
+
+The transaction system is built around a base `Transaction` class with specialized subclasses:
+
+### Content Transactions
+
+- **RemoveTransaction**: Removes content between specified byte positions
+- **InsertTransaction**: Inserts new content at a specified byte position
+- **EditTransaction**: Replaces content between specified byte positions
+
+### File Transactions
+
+- **FileAddTransaction**: Creates a new file
+- **FileRenameTransaction**: Renames an existing file
+- **FileRemoveTransaction**: Deletes a file
+
+## Transaction Priority
+
+Transactions are executed in a specific order defined by the `TransactionPriority` enum:
+
+1. **Remove** (highest priority)
+1. **Edit**
+1. **Insert**
+1. **FileAdd**
+1. **FileRename**
+1. **FileRemove**
+
+This ordering ensures that content is removed before editing or inserting, and that all content operations happen before file operations.
+
+## Key Concepts
+
+### Byte-Level Operations
+
+All content transactions operate at the byte level rather than on lines or characters. This provides precise control over modifications and allows transactions to work with any file type, regardless of encoding or line ending conventions.
+
+### Content Generation
+
+Transactions support both static content (direct strings) and dynamic content (generated at execution time). This flexibility allows for complex transformations where the new content depends on the state of the codebase at execution time.
+
+Most content transactions use static content, but dynamic content is supported for rare cases where the new content depends on the state of other transactions. One common example is handling whitespace during add and remove transactions.
+
+### File Operations
+
+File transactions are used to create, rename, and delete files.
+
+> NOTE: It is important to note that most file transactions such as `FileAddTransaction` are no-ops (AKA skiping Transaction Manager) and instead applied immediately once the `create_file` API is called. This allows for created files to be immediately available for edit and use. The reason file operations are still added to Transaction Manager is to help with optimizing graph re-parse and diff generation. (Keeping track of which files exist and don't exist anymore).
+
+## Next Step
+
+After understanding the transaction system, they are managed by the [Transaction Manager](./B.%20Transaction%20Manager.md) to ensure consistency and atomicity.
diff --git a/architecture/5. performing-edits/B. Transaction Manager.md b/architecture/5. performing-edits/B. Transaction Manager.md
index a41d91270..4ed78a750 100644
--- a/architecture/5. performing-edits/B. Transaction Manager.md	
+++ b/architecture/5. performing-edits/B. Transaction Manager.md	
@@ -1,6 +1,92 @@
 # Transaction Manager
 
-TODO
+The Transaction Manager coordinates the execution of transactions across multiple files, handling conflict resolution, and enforcing resource limits.
+
+## High-level Concept
+
+Since all node operations are on byte positions of the original file, multiple operations that change the total byte length of the file will result in offset errors and broken code.
+
+Give this example over here:
+
+```
+Original: FooBar
+Operations: Remove "Foo" (bytes 0-3), Insert "Hello" (bytes 0-5)
+            Remove "Bar" (bytes 3-6), Insert "World" (bytes 3-7)
+```
+
+If these operations were applied in order, the result would be:
+
+```
+Result: FooBar
+Operation: Remove "Foo" (bytes 0-3), Insert "Hello" (bytes 0-5)
+Result: HelloBar
+Operation: Remove "Bar" (bytes 3-6), Insert "World" (bytes 3-7)
+Result: HelWorldar
+```
+
+Resulting in an invalid output.
+
+⭐ The key with TransactionManager is that it queues up all transactions in a given Codemod run, the applies all of the ***backwards*** from the last byte range to the first. Given the same example as above but applied backwards:
+
+```
+Result: FooBar
+Operation: Remove "Bar" (bytes 3-6), Insert "World" (bytes 3-7)
+Result: FooWorld
+Operation: Remove "Foo" (bytes 0-3), Insert "Hello" (bytes 0-5)
+Result: HelloWorld
+```
+
+TransactionManager also performs some additional operations such detecting conflicts and coordinating (some basic) conflict resolutions. Overall, the core responsibilities are as follows:
+
+1. **Transaction Queueing**: Maintains a queue of pending transactions organized by file
+1. **Conflict Resolution**: Detects and resolves conflicts between transactions
+1. **Transaction Execution**: Applies transactions in the correct order
+1. **Resource Management**: Enforces limits on transaction count and execution time
+1. **Change Tracking**: Generates diffs for applied changes
+
+## Sorting Transactions
+
+Before execution, transactions are sorted based on (in this priority):
+
+1. Position in the file (higher byte positions first)
+1. Transaction type (following the priority order)
+1. User-defined priority
+1. Creation order
+
+This sorting ensures that transactions are applied in a deterministic order that minimizes conflicts. Larger byte ranges are always edited first, removals happen before insertions, and older transactions are applied before newer ones.
+
+## Conflict Resolution
+
+### Conflict Types
+
+The manager identifies several types of conflicts:
+
+1. **Overlapping Transactions**: Multiple transactions affecting the same byte range
+1. **Contained Transactions**: One transaction completely contained within another
+1. **Adjacent Transactions**: Transactions affecting adjacent byte ranges
+
+In it's current implementation, TransactionManager only handles Contained Transactions that are trivially sovable. (If a remove transaction completely overlaps with another remove transaction, only the larger one will be kept)
+
+## Resource Management
+
+The Transaction Manager enforces two types of limits:
+
+1. **Transaction Count**: Optional maximum number of transactions
+1. **Execution Time**: Optional time limit for transaction processing
+
+These limits prevent excessive resource usage and allow for early termination of long-running operations.
+
+## Commit Process
+
+The commit process applies queued transactions to the codebase:
+
+1. Transactions are sorted according to priority rules
+1. Files are processed one by one
+1. For each file, transactions are executed in order
+1. Diffs are collected for each modified file
+1. The queue is cleared after successful commit
+
+The diff's are later used during resyc to efficiently update the codebase graph as changes occur. See [Incremental Computation](../6.%20incremental-computation/A.%20Overview.md) for more details.
 
 ## Next Step
 
diff --git a/architecture/external/dependency-manager.md b/architecture/external/dependency-manager.md
index 071a10526..ed8e42a3d 100644
--- a/architecture/external/dependency-manager.md
+++ b/architecture/external/dependency-manager.md
@@ -1,6 +1,99 @@
 # Dependency Manager
 
-TODO
+> WARNING: Dependency manager is an experimental feature designed for Codegen Cloud! The current implementation WILL delete any existing `node_modules` folder!
+
+## Motivation
+
+A future goal of Codegen is to support resolving symbols directly from dependencies, instead of falling back to `ExternalModule`s. (In fact, some experimental Codegen features such as [Type Engine](./type-engine.md) already parse and use 3rd party dependencies from `node_modules`)
+
+This requires us to pull and install dependencies from a repository's `package.json`. However, simply installing dependencies from `package.json` is not enough, as many projects require internal dependencies that use custom NPM registries. Others require custom post-install scripts that may not run on our codemod environments.
+
+Dependency Manager is an experimental solution to this problem. It creates a shadow tree of `package.json` files that includes all core dependencies and settings from the repository's original `package.json` without any custom registries or potentially problematic settings.
+
+> NOTE: Currently, this is only implemented for TypeScript projects.
+
+## Implementation
+
+Given this example codebase structure:
+
+```
+repo/
+├── package.json
+├── node_modules/
+├── src/
+│   ├── frontend/
+│   │   └── package.json
+│   └── backend/
+│       └── package.json
+└── tests/
+    └── package.json
+```
+
+Dependency Manager first deletes any existing `node_modules` folder in the user's repository. After this step, Dependency Manager initializes itself to use the correct version of NPM, Yarn, or PNPM for the user's repository.
+
+Dependency Manager then creates a "shadow copy" of the repository's original `package.json` file. This shadow copy is used to later revert any changes made by Codegen before running codemods. With these steps, the codebase structure now looks like this:
+
+```
+repo/
+├── package.json
+├── package.json.gs_internal.bak
+├── src/
+│   ├── frontend/
+│   │   └── package.json
+│   │   └── package.json.gs_internal.bak
+│   └── backend/
+│       └── package.json
+│       └── package.json.gs_internal.bak
+└── tests/
+    └── package.json
+    └── package.json.gs_internal.bak
+```
+
+Next, Dependency Manager iterates through all the `package.json` files and creates a "clean" version of each file. This "clean" version only includes a subset of information from the original, including:
+
+- Name
+- Version
+- Package Manager Details
+- Workspaces
+
+Most importantly, this step iterates through `dependencies` and `devDependencies` of each `package.json` file and validates them against the npm registry. If a package is not found, it is added to a list of invalid dependencies and removed from the `package.json` file.
+
+After this step, the codebase structure now looks like this:
+
+```
+repo/
+├── package.json (modified)
+├── package.json.gs_internal.bak
+├── src/
+│   ├── frontend/
+│   │   └── package.json (modified)
+│   │   └── package.json.gs_internal.bak
+│   └── backend/
+│       └── package.json (modified)
+│       └── package.json.gs_internal.bak
+└── tests/
+    └── package.json (modified)
+    └── package.json.gs_internal.bak
+```
+
+After the shadow and cleaning steps, Dependency Manager proceeds to install the user's dependencies through NPM, Yarn, or PNPM, depending on the detected installer type. Finally, Dependency Manager restores the original `package.json` files and removes the shadow copies.
+
+The final codebase structure looks like this:
+
+```
+repo/
+├── package.json
+├── node_modules/
+├── src/
+│   ├── frontend/
+│   │   └── package.json
+│   └── backend/
+│       └── package.json
+└── tests/
+    └── package.json
+```
+
+If all goes well, Dependency Manager will have successfully installed the user's dependencies and prepared the codebase for codemods.
 
 ## Next Step
 
diff --git a/architecture/external/type-engine.md b/architecture/external/type-engine.md
index 54313a82b..42b96f643 100644
--- a/architecture/external/type-engine.md
+++ b/architecture/external/type-engine.md
@@ -1,6 +1,24 @@
 # Type Engine
 
-TODO
+Type Engine is an experimental feature of Codegen that leverages the [TypeScript Compiler API](https://github.com/microsoft/TypeScript/wiki/Using-the-Compiler-API) to provide deeper insight into a user's codebase (such as resolving return types).
+
+> NOTE: Currently, this is only implemented for TypeScript projects.
+
+There are currently two experimental implementations of TypeScript's Type Engine: an external process-based implementation and a V8-based implementation.
+
+## Implementation (External Process)
+
+During codebase parsing, the Type Engine spawns a type inference subprocess (defined in `src/codegen/sdk/typescript/external/typescript_analyzer/run_full.ts`) that concurrently parses the codebase with the TypeScript API to resolve return types. The final analyzer output is placed in `/tmp/typescript-analysis.json` and is read in by Codegen to resolve return types.
+
+## Implementation (V8)
+
+The V8-based implementation is much more flexible and powerful in comparison but is currently not as stable. It uses the [PyMiniRacer](https://github.com/sqreen/py_mini_racer) package to spawn a V8-based JavaScript engine that can parse the codebase with the TypeScript API to resolve return types.
+
+The entirety of `src/codegen/sdk/typescript/external/typescript_analyzer` is compiled down using [Rollup.js](https://rollupjs.org/) into a single `index.js` file. A couple of patches are applied to the engine source to remove `require` and `export` statements, which are not supported by MiniRacer.
+
+Then, the entire `index.js` file is loaded into the MiniRacer context. To work around file read limitations with V8, an in-memory shadow filesystem is created that mimics the user's repository's filesystem. These are defined in `fsi.ts` (`FileSystemInterface`) and `fs_proxy.ts` (`ProxyFileSystem`). The TypeScript Compiler then uses the custom `ProxyFileSystem.readFile` function instead of the traditional `fs.readFile`.
+
+Once the analyzer is initialized and the codebase is parsed, the entire TypeScript Compiler API is available in the MiniRacer context. The analyzer can then be used to resolve return types for any function in the codebase or to parse the codebase and generate a full type analysis.
 
 ## Next Step