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MisakaNet Active

Failure-memory MCP server for AI coding agents.

• 393 indexed failure lessons across 43 domains
• 232 registered nodes
• Remote MCP · 7 tools · one-command setup for 5 agents · PyPI misakanet 2.30.2
• Current focus: making the corpus pipeline mechanical — provenance gate in CI, a hit-rate denominator, and an opt-in auto-merge channel for lesson PRs

fatal-guard Active

Non-invasive crash capture for Node.js tools.

• Zero dependencies, wrapper mode + preload mode
• Published on npm as @misaka-net/fatal-guard
• Current focus: adoption by downstream projects

Industrial RAG Active

Hybrid retrieval for FANUC robot manuals.

• 190+ PDFs, 230k+ chunks, 120-360x lookup speedup
• Feishu-native with BM25 + entity search + RRF fusion
• Current focus: quality loop automation

MisakaNet v3 Planned

Next major version with improved lesson quality and agent integration.

bench-core Planned

Agent capability proving ground. Solve tasks, earn verified lessons.