/now

MisakaNet Active

Failure-memory MCP server for AI coding agents.

• 244 indexed failure lessons across 18 domains
• 235+ registered nodes
• MCP Registry published · Glama evaluated · PyPI 2.12.2
• Current focus: usefulness proof — making lessons actually consumed by agents

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.