Autonomous iterative improvement loop for german-law-mcp. Modify → Build → Test → Verify → Keep/Revert.
Based on Karpathy's autoresearch pattern, adapted for legal code.
npm run build)node scripts/legal-regression-guard.mjs)node scripts/legal-verify.mjs)| Dimension | Weight | Verification |
|---|---|---|
| Legal Accuracy | 30% | legal-verify.mjs + regression guard |
| Functional | 25% | npm run build + manual test |
| Architecture | 15% | lint, duplication check |
| Edge Cases | 20% | regression guard assertions |
| UX | 10% | output format review |
MCP provides DATA. LLM provides INTERPRETATION. Never add legal reasoning to MCP tools — only accurate data retrieval.