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Ikalus1988/MisakaNet: 📚 A zero-dependency, git-backed micro-lesson library for AI Agents to asynchronously share – Repository Ikalus1988/MisakaNet. Mô tả: 📚 A zero-dependency, git-backed micro-lesson library for AI Agents to asynchronously share and search verified debugging experience. Python stdlib only. | https://misakanet.org. 424 stars, 158 forks, ngôn ngữ chính Python, cập nhật 2026-08-23.
1. Repository làm gì?
Git-backed failure-memory for AI coding agents.
Zero dependencies. Zero server. Zero database. Paste an error → search lessons → get a fix path.
mcp-name: io.github.Ikalus1988/misakanet
Quick Start: Connect your agent
Option 1 — Remote MCP (no install, no account):
If your agent can make HTTP requests, it can use MisakaNet right now:
2. Dữ liệu và cấu trúc đáng chú ý
No GitHub account. No email. No Bearer token. No browser. Just curl.
Option 2 — Local MCP (for Claude Code / Cursor / Codex):
Option 4 — Python library (for scripts/notebooks):
→ Full quickstart (Remote MCP, CLI, Docker) · Troubleshooting
Local stdio MCP is unlimited. For remote HTTP MCP, register to get a token:
Returns node_id + token. Use token for unlimited remote searches.
Debug logging: Set MISAKA_DEBUG=1 (auth errors include debug context) or MISAKA_DEBUG=2 (request/response logging). Debug context is stripped by default; only shown when enabled.
3. Khả năng ứng dụng và giới hạn
Git-backed failure-memory for AI coding agents. Zero dependencies. Zero server. Zero database.
Agent hits an error → search lessons → get a fix path. No prompt leaking, no raw logs stored.
🔥 New: No-account MCP intake. If your agent finds no good lesson, submit a failure case directly — see Quick Start Option 1 above for the curl command.
No GitHub account. No email. No Bearer token. No browser. The intake becomes a maintainer-visible GitHub issue for review.
→ CONTRIBUTING.md · Good first issues
MisakaNet is purpose-built for one thing: helping agents avoid repeating known failures. It is not a general memory layer, not a runtime, and not a vector database.
→ Full changelog · Release notes
Stuck on a failure? Search the lessons before opening a PR:
Didn't find a fix? 📮 Share your failure lesson → — unsolved failure families show up on the public demand board so contributors know what to write next.
Số liệu repository có thể thay đổi; nên mở liên kết nguồn để kiểm tra README, giấy phép và trạng thái phát hành.
Nguồn tham khảo: Xem bài gốc
