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pmb
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pmb

Active·★ 287·Apache-2.0·Updated 2026-09-23

PMB gives Claude Code, Cursor, Codex and other MCP-aware agents a persistent memory kept in one SQLite file on your disk. It offers 29 MCP tools, needs no API keys or subscription, and makes no LLM call on the read path.

pmb sits in the MCP Servers category, so it is usually better judged by workflow fit, deployment style, and team needs than by isolated features alone. Based on the available metadata, it leans most clearly toward 29 MCP tools for storing and recalling decisions, lessons, facts and project structure. A representative use case is Give a coding agent memory of last week's decisions. The listed license is Apache-2.0. GitHub stars are currently 285. Relevant tags include ai-agents, ai-memory.

This write-up is based on the project's README and public repository data. We have not hand-tested the tool.

#ai-agents#ai-memory#bm25#claude-code#codex#cursor#knowledge-graph#lancedb
$ Install
$ pip install pmb-ai
↗ Visit site★ GitHub
01

Features

0129 MCP tools for storing and recalling decisions, lessons, facts and project structure
02Memories survive restarts, model upgrades and agent switches
03Local-first with no cloud, and multilingual
02

Why choose it

+29 MCP tools for storing and recalling decisions, lessons, facts and project structure
+Memories survive restarts, model upgrades and agent switches
+Give a coding agent memory of last week's decisions
+Supports 6 platforms or runtime environments.
03

Trade-offs

!The final decision should still be made through side-by-side comparison with similar tools.
04

Compatibility

Claude Code
Client
Verified via docs
Cursor
IDE / Editor
Verified via docs
Windsurf
IDE / Editor
Verified via docs
VS Code
IDE / Editor
Verified via docs
Zed
IDE / Editor
Verified via docs
Codex
Client
Verified via docs
05

Quick start

1
$ pip install pmb-ai
06

Use cases

↳Give a coding agent memory of last week's decisions
↳Share one memory across Claude Code, Cursor and Codex
07

Alternatives

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Plug-and-play MCP that gives your coding agent UI superpowers. One-line install, zero config. Claude Code, Codex, Cursor, VS Code, and more.
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Deterministic code-graph (GraphRAG) over your repo for LLM agents — local-first, git-native, zero-infra, served via MCP. Python, TS/JS, Rust, Go, Java, C#.
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Turbocharge Claude Code, Cursor, Codex, Gemini & every coding agent: faster, cheaper, with contextual understanding specific to your codebase.
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origin★ 87
Local-first Rust daemon for AI work. Git-versioned memories, distilled wiki pages, sessions for Claude Code, Cursor, Codex, and any MCP client.
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Open-source, local-first desktop for AI coding agents and document work. Run Claude Code, Codex CLI, opencode, and Grok CLI in isolated Git worktrees.
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On this page
01Features02Why choose it03Trade-offs04Compatibility05Quick start06Use cases07Alternatives
oleksiijko /
pmb
↗

Local-first persistent memory for AI coding agents (Claude Code, Cursor, Codex) via MCP. 94.5% LoCoMo recall@10, 70ms p50, multilingual, zero API keys.

287Apache-2.0
Last commit1mo ago
StatusActive
CategoryMCP Servers
Links
Documentation↗Discussion↗Issues↗Releases↗
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