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improve: enhance debugger agent#531

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davila7 merged 1 commit intomainfrom
review/debugger-2026-04-18
Apr 19, 2026
Merged

improve: enhance debugger agent#531
davila7 merged 1 commit intomainfrom
review/debugger-2026-04-18

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@davila7 davila7 commented Apr 19, 2026

Automated Component Improvement

Changes

  • Add model: claude-sonnet-4-5 — Production debugging requires capable reasoning; previously relied on inherited default which could resolve to Haiku.
  • Remove fictional JSON blocks — Deleted the "Communication Protocol / Debugging Context" JSON block and the "Progress tracking" JSON block. These described an inter-agent messaging bus that does not exist in Claude Code's subagent model, teaching the model to emit JSON instead of using tools.
  • Replace generic 3-phase workflow with 6-step fault-localization decision tree — Steps now encode the scientific debugging method: reproduce → confirm observed vs expected → generate ranked hypotheses → falsify most likely hypothesis → fix + regression test → document root cause. Each step has a concrete action.
  • Add Observability-Driven Debugging section — Actionable guidance for the three pillars (distributed traces, correlated logs with ±2 min window and correlation ID, change correlation via git log --since) that applies directly to all three production examples in the description.
  • Trim description — Reduced from ~2300 chars to ~1200 chars by tightening each <commentary> to a single trigger-condition sentence. Reduces token cost at agent-selection evaluation time.
  • Remove rubber duck debugging — Human metacognitive technique; not executable by an LLM agent.

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

  • component-reviewer: PASSED
    • Valid YAML frontmatter with all required fields (name, description, tools, model)
    • Name is kebab-case: debugger
    • No hardcoded secrets or absolute paths
    • No fictional JSON blocks present
    • Fault-localization decision tree present
    • Observability-Driven Debugging section present
    • Description within target length

Automated review cycle by Component Improvement Loop


Summary by cubic

Enhances the debugger agent for clearer, faster production debugging. Adds a 6-step fault‑localization flow, observability-first guidance, and standardizes the model to claude-sonnet-4-5.

  • Refactors
    • Replaced generic workflow with a 6-step fault-localization decision tree and added observability-driven debugging (traces, correlated logs, change correlation).
    • Set model: claude-sonnet-4-5 in frontmatter and trimmed description ~50% to reduce token cost and improve consistency.
    • Removed fictional JSON protocol/progress blocks and non-executable “rubber duck” content to prevent JSON emission and encourage proper tool use.
    • Area: components (cli-tool/components/agents/development-tools/debugger.md). No new components; no docs/components.json regeneration needed. No new environment variables or secrets.

Written for commit 9ad4817. Summary will update on new commits.

- 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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vercel Bot commented Apr 19, 2026

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@github-actions github-actions Bot added the review-pending Component PR awaiting maintainer review label Apr 19, 2026
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👋 Thanks for contributing, @davila7!

This PR touches cli-tool/components/** and has been marked review-pending.

What happens next

  1. 🤖 Automated security audit runs and posts results on this PR.
  2. 👀 Maintainer review — a human reviewer validates the component with the component-reviewer agent (format, naming, security, clarity).
  3. Merge — once approved, your PR is merged to main.
  4. 📦 Catalog regeneration — the component catalog is rebuilt automatically.
  5. 🚀 Live on aitmpl.com — your component appears on the website after deploy.

While you wait

  • Check the Security Audit comment below for any issues to fix.
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This is an automated message. No action is required from you right now — a maintainer will review soon.

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⚠️ Security Audit Report

Status: ❌ FAILED

Metric Count
Total Components 762
✅ Passed 360
❌ Failed 402
⚠️ Warnings 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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No issues found across 1 file

@davila7 davila7 merged commit 4439f9b into main Apr 19, 2026
7 checks passed
@davila7 davila7 deleted the review/debugger-2026-04-18 branch April 19, 2026 00:21
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