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- Add model: claude-sonnet-4-5 frontmatter field for consistent reasoning quality - Remove fictional JSON Communication Protocol and Progress Tracking blocks - Replace generic 3-phase workflow with 6-step fault-localization decision tree - Add Observability-Driven Debugging section (traces, logs, change correlation) - Trim description from ~2300 to ~1200 chars by tightening commentary blocks - Remove non-executable rubber duck debugging technique Automated review cycle | Co-Authored-By: Claude Code <noreply@anthropic.com>
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| Metric | Count |
|---|---|
| Total Components | 762 |
| ✅ Passed | 360 |
| ❌ Failed | 402 |
| 1008 |
❌ Failed Components (Top 5)
| Component | Errors | Warnings | Score |
|---|---|---|---|
vercel-edge-function |
3 | 4 | 81/100 |
prompt-engineer |
2 | 0 | 90/100 |
neon-expert |
2 | 2 | 88/100 |
agent-overview |
2 | 1 | 89/100 |
unused-code-cleaner |
2 | 1 | 89/100 |
...and 397 more failed component(s)
📊 View Full Report for detailed error messages and all components
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Automated Component Improvement
Changes
model: claude-sonnet-4-5— Production debugging requires capable reasoning; previously relied on inherited default which could resolve to Haiku.git log --since) that applies directly to all three production examples in the description.<commentary>to a single trigger-condition sentence. Reduces token cost at agent-selection evaluation time.Research Summary
The component had correct tooling and good multi-shot examples, but included fictional inter-agent JSON communication blocks that could cause the model to emit JSON instead of using tools, a generic 3-phase workflow indistinguishable from other agents, and no observability-driven guidance despite all examples being production incidents. The description was also 2x the recommended token ceiling.
Validation
debuggerAutomated review cycle by Component Improvement Loop
Summary by cubic
Enhances the
debuggeragent for clearer, faster production debugging. Adds a 6-step fault‑localization flow, observability-first guidance, and standardizes the model toclaude-sonnet-4-5.model: claude-sonnet-4-5in frontmatter and trimmed description ~50% to reduce token cost and improve consistency.cli-tool/components/agents/development-tools/debugger.md). No new components; nodocs/components.jsonregeneration needed. No new environment variables or secrets.Written for commit 9ad4817. Summary will update on new commits.