pmb MCP Server
oleksiijko/pmb
[](https://agentrank-ai.com/tool/oleksiijko--pmb/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge) Local-first persistent memory for AI coding agents (Claude Code, Cursor, Codex) over MCP. Decisions, lessons and facts live in one SQLite file on your disk. Offline, multilingual.
claude mcp add agentrank -- npx -y agentrank-mcp-server Overview
oleksiijko/pmb is a Python tool licensed under Apache-2.0. Local-first persistent memory for AI coding agents (Claude Code, Cursor, Codex) over MCP. Decisions, lessons and facts live in one SQLite file on your disk. Offline, multilingual. Topics: ai-agents, ai-memory, bm25, claude-code, codex, cursor, knowledge-graph, lancedb, llm, local-first, mcp, model-context-protocol, privacy, python, rag, semantic-search, sentence-transformers, sqlite, vector-search, memory.
Ranked #5784 out of 24846 indexed tools.
Has 11 contributors.
Ecosystem
Score Breakdown
282 stars → growing community
Last commit 1mo ago → moderate activity
4/12 issues closed → many open issues
11 contributors → active community
No dependents → no downstream usage
7 weekly installs → early adoption
Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →
How to Improve
Matched Queries
From the README
<div align="center"> # PMB ### Local-first memory for your AI coding agent. ### SQLite is the source of truth. No cloud, no API keys, no re-explaining. *Local-first memory, visualized. 3,800+ entities and 41,000+ connections, captured automatically as you work.* [**Website**](https://pmbai.dev) · [**Docs**](https://docs.pmbai.dev) · [Quickstart](#quickstart) · [Demo](#demo) · [Why PMB](#why-pmb) · [How it works](#how-it-works) · [FAQ](#faq) **Your AI agent forgets everything between sessions.** So you re-explain the same decisions, lessons and constraints over and over. PMB remembers them in one local workspace and feeds them back through MCP - no cloud, no API keys, no LLM call on the read path. And it tells you **when memory is actually helping**, instead of claiming "+X%". ⭐ **Star the repo if PMB saves you a re-explanation.** </div> --- PMB gives Claude Code, Cursor, Codex and the other MCP-aware agents a real memory: decisions you made last week, lessons you taught them,Read full README on GitHub →
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