sqlite-memory-mcp
Active·★ 18·MIT·Updated 2026-10-17
SQLite Memory MCP Server provides a governed, local-first cross-agent memory solution for coding agents, built on SQLite. It features provenance-rich knowledge graphs, hybrid retrieval, and reviewable promotion workflows for robust, shared context across multiple AI agents.
#SQLite#Agent Memory#Knowledge Graph#Multi-Agent#Hybrid Retrieval#Local-First#LLM Infra#Concurrency
01
Features
01WAL mode for 10+ concurrent sessions without file locking conflicts, ensuring high availability and performance.
02Hybrid retrieval combining BM25/FTS5 keyword search with optional semantic (sqlite-vec) results using Reciprocal Rank Fusion.
03Provenance tracking and approval-aware promotion of candidate claims to canonical facts through a human or policy-gated review process.
04Cross-machine synchronization of shared entities across multiple devices via a private Git repository for consistent knowledge across workflows.
05Built-in structured task management functionality, including Kanban board generation, and session tracking for context continuity across restarts.
02
Compatibility
Python
Runtime
Verified via docs
Claude Code
Agent Client
Verified via docs
Codex
Agent Client
Verified via docs
SQLite
Database
Verified via docs
PyQt6
GUI Framework
Verified via docs
03
Quick start
1
$ git clone https://github.com/RMANOV/sqlite-memory-mcp.git
2
$ cd sqlite-memory-mcp
3
$ pip install -e .
04
Use cases
↳Providing governed, shared memory for AI coding agents and LLMs to collaborate effectively on complex projects.
↳Deploying agent memory solutions in privacy-first, offline, or embedded environments, including highly regulated sectors (e.g., finance, healthcare).
↳Coordinating complex, multi-agent workflows (e.g., conductor, executor, devil's advocate) with explicit debate protocols and knowledge consolidation.
↳Local-first knowledge management for individual developers or small teams needing zero-configuration data persistence and fast search capabilities.
05
Alternatives
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