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Open Source Flywheel

License Validated Reviewed

The problem: You've built something useful. Self-publishing rarely works. Community review is free QA — if you know where to submit.

The solution: Extract → Find gap → PR hardening → Launch. 4 rounds of bot review found 9 bugs in a 200-line script.

Note: This is a methodology document, not an executable tool. The steps below are a workflow guide — follow them with your own code.


Pre-Flight

Any "no" → stop. Ask someone else — self-assessment of originality is biased.

  • Original? Not a wrapper. Credit ≠ originality. If you wouldn't present it as your own in an interview, don't submit.
  • General? No personal paths, secrets, or machine-specific config.
  • <500 lines? Smaller = faster review. If larger, extract the core.

⚠️ No review bots in target repo? Warn user. Use Named-Persona Adversarial Review — 3+ rounds, 3 personas each (2 engineers + 1 product). Minimum 9 independent perspectives before submitting.


Steps (~hours → days → weeks → hours → ongoing)

1. EXTRACT — Make it standalone

Strip personal data. Stdlib preferred. 3-line usage at top. Gate: Stranger runs it cold. No secrets. Clear enough for 6 months from now.

2. FIND — Locate the right community

Complementary gap, not redundant. Search:

github.com/search: "claude code" stars:>1000 path:skills

Evaluate: Stars >1K, commits <30d, has review bots, gap confirmed, external PRs accepted. ⚠️ Bot check: Verify /.github/workflows/ and closed PRs for bot activity. Skip if: >90 days stale, 50+ open PRs, 3+ feature overlaps.

3. HARDEN — Let review find your bugs

Match their format exactly. Single commit. Respect maintainer time — small PRs, prompt responses to feedback.

Review source Catch Response
Bots Structural bugs, edge cases, compat Minutes
Human Architecture, naming, scope Days-weeks
Community Real-world patterns Ongoing

No bots? Named-persona review (see Pre-Flight). Stuck 2+ weeks? Comment. 4 weeks? Launch with review alone. Rejected? Fix, resubmit — feedback is valuable.

4. LAUNCH — Standalone repo

Push hardened code. README: what/why/install/examples. License compatible. Link PR. Attribute borrowed patterns.

5. LEARN — Close the loop

After launching: What worked? What broke? Update validated cases. The flywheel improves with every cycle.


Attribution

  • Code deps: Link upstream, state what it provides
  • Format patterns: "Inspired by [repo]'s [pattern]" in README
  • Reviewers: Thank by name in commit messages
  • This method borrows: agent-skills invented Rationalizations + Red Flags format — credited

Validated Cases

✅ delivery-gate: ECC (100K★, ✅bots) → 4 rounds, 9 bugs → repo ✅ self-audit: anthropics/skills (154K★, ⚠️no bots, 17-reviewer hardened) → PR #1361 ✅ dual-pool-review: alirezarezvani/claude-skills (18.7K★) → PR #866 ✅ adversarial-review: anthropics/skills → SKILL.md format → PR #1361 ✅ format-consistency: NextFrontierBuilds/agent-best-practices → AGENTS.md anti-pattern → PR #1 ✅ format-consistency-article: DEV.to → cross-posted from PR → article ✅ flywheel: → 8 rounds, 24 persona views → this repo ❌ RapidOCR: Pre-Flight filtered — thin wrapper. ❌ session-quality-gate: no bots, no response. ❌ compact-counter: channel blocked by karma requirements.


FAQ

Q: PR rejected? Read reason. Fix. Resubmit. Q: No community fits? Too niche, or search broader — try adjacent ecosystems. Q: Why not self-publish directly? Bots catch bugs you'll never find alone. Our 200-line script had 9 bugs — 8 found by bots.

See Also

gategrow/checkgrow — quality framework hub · imprint — identity persistence · delivery-gate · dual-pool-review · opensource.guide

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Methodology: personal tools → find complementary gap → PR review hardening → independent open source. Validated through delivery-gate, self-audit, and RapidOCR cases.

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