feat: need-driven project intelligence pipeline - #99
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Add the deterministic Starboard side of the need-driven recommendation system (issue #82): extract evidence-backed needs per project, search the full eligible catalog independently for each need, classify candidates into five buckets, persist draft reports with incremental reruns, and expose a provider-neutral external review ingestion contract. - D1 migration 0004 adds 7 tables: repo_capability_cards, project_fingerprints, project_needs, need_candidate_pools, project_draft_reports, external_review_requests, project_reviewed_reports - src/lib/need-driven-intelligence.ts: full pipeline implementation with fingerprinting, need extraction, per-need retrieval, five-bucket classification, draft report persistence, cached candidate pools, incremental evaluation, and idempotent review ingestion - API endpoints: GET /api/projects/[slug]/intelligence (read), POST /api/internal/project-intelligence/run (operator run), POST /api/internal/external-reviews/ingest (review ingestion) - 249 tests pass (including 30+ new need-driven intelligence tests) - Starboard contains no Devin credentials; Devin is optional, not required - Docs: need-driven-intelligence.md, updated data-flow, features, index Closes #82 Generated with [Devin](https://devin.ai) Co-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>
sarthakagrawal927
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All 26 tasks complete. PR #99 merged, migration applied, production deployed at SHA 11b0a62. Issue #82 closed. Generated with [Devin](https://devin.ai) Co-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>
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Summary
0004_need_driven_intelligence.sqlwith 7 new tables: capability cards, project fingerprints, needs, candidate pools, draft reports, external review requests, reviewed reportssrc/lib/need-driven-intelligence.ts: fingerprinting, need extraction (5–10 evidence-backed needs), per-need full-catalog retrieval (Vectorize + FTS + structured), five-bucket classification, draft report persistence with incremental reruns, cached candidate pools, and provider-neutral external review ingestion with idempotencyGET /api/projects/[slug]/intelligence(read),POST /api/internal/project-intelligence/run(operator run),POST /api/internal/external-reviews/ingest(review ingestion)docs/architecture/need-driven-intelligence.md, updated data-flow, features, and indexTest plan
pnpm typecheck)pnpm lint— 1 pre-existing warning)pnpm test)pnpm docs:check— 57 files)pnpm build:cf)pnpm db:migrate)Closes #82
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