find-and-fix-bugs

majiayu000's avatarfrom majiayu000

Find, triage, and fix bugs with or without user input. Autonomously scan codebases, produce an issues list, implement a fix, create a fix branch, commit via commit-message, and open a PR with gh.

⭐0stars🔀0forks📁View on GitHub🕐Updated Jan 5, 2026

When & Why to Use This Skill

This Claude skill automates the end-to-end lifecycle of bug management, from autonomous codebase scanning and issue triaging to implementing fixes and opening Pull Requests. It leverages advanced static analysis and LLM reasoning to proactively identify vulnerabilities and logic errors, ensuring high code quality with minimal human intervention while adhering to safety guardrails.

Use Cases

  • Proactive Codebase Maintenance: Autonomously scan repositories for technical debt, 'FIXME' tags, and error-prone patterns to generate a prioritized issues list without requiring manual developer input.
  • Automated Bug Resolution: Process user-provided bug reports by reproducing the issue, identifying the root cause, and implementing a validated fix on a new branch.
  • Continuous Quality Assurance: Streamline the development workflow by automatically running linting and test suites to validate fixes before submitting professional Pull Requests via GitHub CLI.
  • Technical Debt Reduction: Identify and resolve low-to-medium severity issues and 'code smells' autonomously, allowing engineering teams to focus on high-level architecture and feature development.
namefind-and-fix-bugs
descriptionFind, triage, and fix bugs with or without user input. Autonomously scan codebases, produce an issues list, implement a fix, create a fix branch, commit via commit-message, and open a PR with gh.

Find and Fix Bugs

Setup

  • Load commands with source $CLI_TOOLS/tools.sh

Trigger

Use this skill when the user asks to find or fix bugs, or when no concrete issue is provided and you are asked to proactively discover issues.

Intake rules

  • If the user provides a bug report: ensure reproduction steps, expected vs actual, and environment. Ask only for missing details.
  • If the user provides no input: do not ask; proceed autonomously.

Discovery

  • Scope scanning to tracked files only (ignore untracked files).
  • Use rg to scan for bug-prone patterns (TODO, FIXME, BUG, HACK, XXX, panic, unwrap, throw, catch, console.error, assert).
  • Exclude generated, vendor, or codegen directories when present (node_modules, dist, build, vendor, .git, gen, generated, codegen).
  • Keep scan rules general; do not add repo-specific patterns.
  • Do not rely on grep results alone; use LLM analysis to confirm plausibility and impact.
  • Produce an issues list using references/ISSUES_TEMPLATE.md.
  • Use the ID format PR-<number>-BUG-### (example: PR-128-BUG-001). If the PR number is not known yet, use PR-<number> as a placeholder and update after PR creation.
  • For project-specific skills, consider adding a minimal repro script requirement; see references/REPRO_GUIDE.md.

Context window management

  • Prioritize scanning changed files and adjacent code before wider searches.
  • If rg results are large, process in batches (for example: 20-50 hits per batch).
  • Stop after enough high-confidence issues are identified to proceed with a fix.

Selection

  • If user input exists, fix that issue.
  • If autonomous, fix the single most severe or highest-confidence issue.
  • Only fix multiple issues when they share the same root cause and the diff remains small.
  • Severity levels are fixed: critical, high, medium, low.

Severity rubric

  • critical: security exploit, auth bypass, data loss/corruption, or production outage
  • high: frequent crash, major feature broken, or incorrect core outputs
  • medium: incorrect behavior with workaround, edge cases, or performance regression
  • low: minor bug, UX issue, or noisy logs without functional impact

Confidence rubric

  • high: clear reproduction or strong evidence, root cause identified, fix is validated
  • medium: likely issue with partial evidence, root cause inferred, fix is plausible
  • low: speculative issue, weak evidence, or no repro path

High-risk guardrails

  • Do not auto-fix changes involving auth, permission/authorization, payment/billing, migration, or infrastructure/deployment.
  • If autonomous and the top issue is high-risk, record it and move to the next eligible issue. If all issues are high-risk, stop after reporting.

Fix workflow

  1. Create a new branch: fix/<severity>-<slug> using the fixed severity levels.
  2. Implement the fix with minimal scope; avoid refactors.
  3. Add or update tests when possible; run lint/test/build commands when present (see Validation commands). If validation fails, follow Retry policy.
  4. Update the issues list with status.

Validation commands

  • package.json scripts: lint, test, build (npm, pnpm, yarn, or bun)
  • Makefile targets: lint, test, build
  • Justfile targets: lint, test, build
  • Taskfile targets: lint, test, build
  • Language defaults when applicable: go test ./..., pytest, cargo test, mvn test, gradle test, dotnet test

Retry policy

  • If validation fails, fix based on error output and retry up to 2 times.
  • After 2 failed attempts, stop and report the failure with the last error output.

Commit

  • Use the commit-message skill to generate a Semantic Commit message.
  • Prefer a single commit unless there is a clear reason to split.

PR

  • Use gh pr create and write the body using references/PR_TEMPLATE.md.
  • Set the PR title to the primary issue or a short summary of the fix. Do not reuse the commit subject. Capitalize the first word.
  • Replace the first H1 line in references/PR_TEMPLATE.md with the same PR title.
  • The PR must include:
    • Issues found (including those not fixed)
    • Fix approach
    • Testing results or "not run"
  • Include the issues list in the PR body.
  • Use scripts/render_issues_pr.sh --pr (or --issues) to generate templates quickly.

Output and clarification rules

  • Use references/OUTPUT_TEMPLATE.md as the response format.
  • The response must include, in order:
    1. Issues list
    2. git-scope output
    3. Tests run (commands and results)
    4. PR link