原始内容

kimetsu-pi
Memory for your Pi agent that gets sharper every run.
kimetsu-pi brings Kimetsu — a local-first memory brain for coding agents — to the Pi coding agent.
Coding agents are brilliant and forgetful: every session starts from zero. Kimetsu is a sidecar brain that captures the lessons your agent earns, learns which ones actually help, and hands them back before the next task. The memory pipeline makes no LLM calls — storage and retrieval are 100% local, free, and offline-capable.
Learn more at kimetsu.dev.
What it is
Pi has no MCP layer, so this package brings Kimetsu to Pi through Pi's own extension points:
- Extension (
extensions/kimetsu.ts) — a TypeScript Pi extension that hooks Pi lifecycle events (session_start,agent_end,session_shutdown) and shells out to thekimetsubinary to warm, load, and persist brain context around each session. Each call is capped by a timeout, so a slow or hung binary never stalls Pi. If the binary is not onPATH, every hook silently no-ops and Pi is completely unaffected. - Skill (
skills/kimetsu-brain/SKILL.md) — a Pi skill that teaches the agent when and how to consult and record memories during a task.
Why Kimetsu
- Remembers what matters — conventions, failure patterns, the exact command that regenerates your schema. Captured once, retrieved by meaning.
- Speaks first — proactive session-start digests, episodic resumes, and pre-task context, so the agent's first turn already knows your repo.
- Learns what helps — cited memories get promoted; stale advice decays and is pruned.
- Model-free retrieval — FTS5 + local embeddings + local reranking. Zero API cost, works offline.
- Stays yours — one SQLite file per project. No cloud, no vector DB, no
telemetry. Back it up with
cp.
Benchmarks
| 89.4% | LoCoMo, the long-conversation memory benchmark |
| 83.0% | LongMemEval, the public long-term-memory benchmark |
| 73.3% | BEAM 100K memory benchmark |
| 13× | cheaper per solved task ($0.19 vs $2.47 on a Terminal-Bench slice) |
| ~1M | memories in ~3 GB RAM with sub-2s retrieval, one SQLite file |
Prerequisite
The kimetsu binary must be on PATH. Install it with:
npm install -g kimetsu-ai
or via cargo or a prebuilt archive — see the install guide for all options. If the binary is absent, the extension silently no-ops and Pi is unaffected.
Install
pi install npm:kimetsu-pi
What it does on each event
| Pi lifecycle event | Kimetsu command run |
|---|---|
session_start |
kimetsu brain warm then kimetsu brain context-hook |
agent_end |
kimetsu brain stop-hook |
session_shutdown |
kimetsu brain session-end-hook |
Development
npm install
npm test
npm run typecheck
Links
- Website & docs: kimetsu.dev
- Main project: github.com/RodCor/kimetsu
License
MIT OR Apache-2.0