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Project-scoped, cross-session episodic memory for AI coding agents (Google Antigravity, Claude Code, Cursor MCP) — local SQLite hybrid keyword+semantic store.

Willow platform session runtime — MCP client, capability gate, JSONL sessions, Grove bus, tier-0 sync

Vector DB & RAG toolkit for Zenn articles and books with MCP server support

Let an AI agent work directly on the design file you have open: find and read nodes, inspect styles, export images — and change properties, edit text, and create, move, group or delete nodes.

A pool of long-lived Model Context Protocol clients, exposing every connected server's tools to an OpenAI-compatible agent loop as `<slug>__<tool>`.

Model Context Protocol (MCP) server and prototyping harness for Instrument Wizard Spells

CLI tools for the MCP Consultant Tools audit subsystem (verify, quarantine, search)

MCP server for speaker-attributed speech-to-text: tells apart who is speaking (voiceprint / diarization) and transcribes what they said. Point it at any backend with --url.