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GPC_October25

A batteries-included starter for autonomous-feeling development with AI agents (Codex, Copilot Agents). It is polyglot (TypeScript/Node, Python, Go) and only runs language-specific CI jobs when those stacks are detected.

What you get

  • CI: lint, type-check, tests, coverage (Cobertura) with a sticky PR coverage summary
  • CodeQL: security-extended + quality queries per language
  • Dependabot: actions + ecosystem updates
  • Pre-commit hooks: format, lint, secrets checks
  • Dev container: reproducible dev with core tools preinstalled
  • Contributor hygiene: PR/issue templates, CODEOWNERS, CoC, SECURITY
  • Auto-merge on label: optional “automerge” label to finish the loop

Quick start

  • Node/TS:
    • Install: npm ci (or pnpm/yarn)
    • Scripts: npm run lint, npm run typecheck, npm test
  • Python:
    • Install: python -m venv .venv && source .venv/bin/activate
    • pip install -e . || pip install .; pip install -r requirements-dev.txt (if any)
    • Run: ruff/black/mypy/pytest (see pyproject config)
  • Go:
    • go test ./...

AI-usage tips

  • Keep functions small; co-locate tests
  • Start with tests or acceptance criteria; ask the agent for minimal diffs
  • Use labels “ai-generated” and “automerge” (if you want the bot to finish after required checks)
  • Never put secrets in code; use GitHub Secrets and OIDC for cloud creds

Branch protection recommendations

  • Protect main: require
    • All CI checks
    • CodeQL for languages you use
    • 1+ approving review (2+ for critical dirs via CODEOWNERS)
    • Linear history (optional)
  • Enable secret scanning and push protection

Coverage thresholds

  • By default we don’t fail below a minimum. To enforce a gate:
    • Edit CI coverage job to set fail_below_min: true and minimums

Monorepo notes

  • The CI autodetects presence of package.json, pyproject, go.mod.
  • Add more language sections similarly (Java/.NET/etc.) if needed.

License

  • MIT (see LICENSE)

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