Persona Overview
- Agent: agentic-workflows
- Personas This Run: Product Manager, QA Tester, DevOps Engineer
- Scenarios Tested: 4
- Average Quality Score: 4.7/5.0
Key Findings
- The guidance consistently maps PR-local analysis to
pull_request plus PR comments, and recurring stakeholder or triage outputs to schedule + workflow_dispatch.
- Coverage and reporting scenarios are especially strong because the docs already prescribe artifact-first reads, explicit windows, grouping, dedup keys, and
noop fallbacks.
- Security posture was consistently good: read-only permissions,
gh-proxy reads, safe-output-only writes, and explicit no-op behavior when nothing is actionable.
- Incident-style DevOps scenarios are well supported on deduplication, but root-cause hinting remains less prescriptive than trigger/output selection.
- Direct custom-agent conversation invocation was unavailable in this harness, so results are based on the published agent spec and linked
.github/aw/*.md guidance.
Top Patterns
- Most common trigger types:
pull_request for scoped PR analysis; schedule + workflow_dispatch for digests and nightly triage; deployment_status for incident-style deployment alerts.
- Most recommended tools:
github in gh-proxy mode, with safe outputs split between PR comments for local findings and issues for recurring or escalated reports.
- Security practices observed: minimal read permissions, scoped
paths: filters, stable dedup-key checks before escalation, and explicit noop handling.
View High Quality Responses (Top 2-3)
- QA-1 — Best overall match: it aligns tightly with
.github/aw/test-coverage.md by preferring existing artifacts/check annotations before recomputation and keeping output PR-local.
- PMD-1 — Strong recurring-digest behavior with explicit weekly windows, grouping by customer impact, and an
Unclassified fallback instead of inventing metadata.
- DO-1 — Clear incident pattern with
deployment_status, stable incident keys, dedup-before-create, and noop for recovered or non-terminal states.
View Areas for Improvement (Top 2-3)
- DevOps incident guidance could be more explicit about lightweight root-cause hint heuristics after a deployment failure is detected.
- Recurring report examples would benefit from more concrete stable title-prefix / dedup-key examples for PM-style weekly digests.
- Nightly QA triage patterns could better distinguish “new failures” from long-running flakes in the concise creation guidance.
Recommendations
- Add a concise deployment-failure example to
.github/aw/create-agentic-workflow.md that pairs deployment_status with root-cause hint sourcing and incident dedup behavior.
- Expand
.github/aw/report.md with one PM-focused weekly digest example showing a stable title-prefix/dedup key alongside impact-grouping and Unclassified fallback.
- Strengthen
.github/aw/test-coverage.md or .github/aw/create-agentic-workflow-trigger-details.md with a short nightly-QA example that separates new failures from persistent flakes before opening a triage issue.
View Scenario Assessment Data
| Scenario |
Status |
Avg |
Notes |
| QA-1 |
response_unavailable_fallback |
5.0 |
Excellent coverage-analysis pattern with artifact-first guidance |
| QA-2 |
response_unavailable_fallback |
4.4 |
Good nightly triage report; flake/new-failure distinction could be stronger |
| PMD-1 |
response_unavailable_fallback |
4.6 |
Strong weekly digest/report pattern with metadata fallback |
| DO-1 |
response_unavailable_fallback |
4.6 |
Strong deployment incident trigger and dedup guidance |
[!NOTE]
Live custom-agent invocation was unavailable in this environment. The evaluation used the installed agent specification and linked .github/aw/*.md guidance as the documented fallback path.
Generated by 🎭 Agent Persona Explorer · gpt54 · 12.2 AIC · ⌖ 6.93 AIC · ⊞ 7.5K · ◷
Persona Overview
Key Findings
pull_requestplus PR comments, and recurring stakeholder or triage outputs toschedule+workflow_dispatch.noopfallbacks.gh-proxyreads, safe-output-only writes, and explicit no-op behavior when nothing is actionable..github/aw/*.mdguidance.Top Patterns
pull_requestfor scoped PR analysis;schedule+workflow_dispatchfor digests and nightly triage;deployment_statusfor incident-style deployment alerts.githubingh-proxymode, with safe outputs split between PR comments for local findings and issues for recurring or escalated reports.paths:filters, stable dedup-key checks before escalation, and explicitnoophandling.View High Quality Responses (Top 2-3)
.github/aw/test-coverage.mdby preferring existing artifacts/check annotations before recomputation and keeping output PR-local.Unclassifiedfallback instead of inventing metadata.deployment_status, stable incident keys, dedup-before-create, andnoopfor recovered or non-terminal states.View Areas for Improvement (Top 2-3)
Recommendations
.github/aw/create-agentic-workflow.mdthat pairsdeployment_statuswith root-cause hint sourcing and incident dedup behavior..github/aw/report.mdwith one PM-focused weekly digest example showing a stable title-prefix/dedup key alongside impact-grouping andUnclassifiedfallback..github/aw/test-coverage.mdor.github/aw/create-agentic-workflow-trigger-details.mdwith a short nightly-QA example that separates new failures from persistent flakes before opening a triage issue.View Scenario Assessment Data