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local-memory-mcp
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local-memory-mcp

Active·★ 15·MIT·Updated 2026-10-21

local-memory-mcp provides persistent local memory for AI assistants like Claude, Cursor, and Codex, addressing the issue of AI forgetting past conversations. It stores learnings, decisions, and knowledge graphs in a single SQLite file on your machine, utilizing hybrid retrieval and multilingual embeddings for robust information recall without cloud services or API keys.

#Local Memory#Hybrid Retrieval#Vector Embeddings#Knowledge Graph#LLM Context Management#Session Management
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Guides
#SQLite
#TypeScript
$ Install
$ npx -y @studiomeyer/local-memory-mcp
↗ Visit site★ GitHub
01

Features

01Knowledge Graph with entities, bi-temporal observations, and typed relations.
02Hybrid retrieval combining BM25 keyword search with vector cosine via Reciprocal Rank Fusion.
03Duplicate gatekeeper using FTS5 similarity to prevent storing identical information.
04Automatic session context loading, allowing AI to pick up from previous conversations.
05Local-first design with zero configuration, running entirely on your machine without cloud services or API keys.
02

Compatibility

TypeScript
Language
Verified via docs
Claude Code
Integration
Verified via docs
Claude Desktop
Integration
Verified via docs
Cursor / VS Code
Integration
Verified via docs
Linux
OS
Verified via docs
macOS
OS
Verified via docs
03

Quick start

1
$ npx -y @studiomeyer/local-memory-mcp
04

Use cases

↳Provide persistent memory for AI assistants, ensuring they remember past conversations and context across sessions.
↳Store and retrieve structured knowledge like learnings, decisions, and entity observations in a local knowledge base.
↳Perform unified, hybrid semantic search across various memory types to quickly recall relevant information.
↳Log and review important decisions along with their reasoning and considered alternatives.
↳Enable LLM-free reflection to identify most-used learnings, stale information, and open decisions.
05

Alternatives

⚡Top VS:
VSmemora★744→VSsqlite-memory-mcp★18→VScaura-memclaw★504→

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On this page
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See all alternatives →
studiomeyer-io /
local-memory-mcp
↗

Persistent local memory for Claude, Cursor & Codex. 21 MCP tools, hybrid retrieval (BM25 + vector RRF), bi-temporal queries, contradiction detection. SQLite + Knowledge Graph. No cloud, no API keys. npx @studiomeyer/local-memory-mcp

15MIT
Last commit1d ago
StatusActive
CategoryMemory & Context
Links
Documentation↗Discussion↗Issues↗Releases↗
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