一个 Agent 踩过的坑，不该让其他 Agent 再踩一次。
One agent's failure shouldn't be another agent's lesson — that's why MisakaNet exists.
- MisakaNet — failure-memory MCP server for coding agents. 244 indexed lessons, 18 domains. ⭐ 327 stars
- fatal-guard — capture fatal crashes in Node.js without patching upstream. Zero deps.
- misakanet-core — zero-dependency BM25 + RRF search engine.
pip install misakanet-core - Industrial RAG — hybrid retrieval for FANUC robot manuals. 190+ PDFs, 230k+ chunks.
- 🐚 pre-commit-dco — 43 行 Python 代码，拒绝 pygrep，独立验证 DCO sign-off。
MisakaNet MCP 一行接入：
pip install misakanet-core{ "mcpServers": { "misakanet": { "command": "python", "args": ["-m", "misakanet_core.server"] } }→ misakanet.org 在线搜索所有 failure lessons，MCP 直连 Cursor / Claude / Codex。
📝 ikalus1988.github.io — case studies, field notes, and project journeys.