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mcp-memory-service MCP Server

doobidoo/mcp-memory-service

Score: 93.9 Rank #132 Agent Framework
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Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.

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Overview

doobidoo/mcp-memory-service is a Python tool licensed under Apache-2.0. Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation. Topics: mcp, memory, semantic-search, vector-database, claude, vector-storage, sqlite-vec, mcp-server, model-context-protocol, agent-memory, agentic-ai, ai-agents, autogen, crewai, knowledge-graph, langgraph, long-term-memory, multi-agent, open-source, rag.

Ranked #132 out of 24840 indexed tools.

In the top 1% of all indexed tools.

Has 1,965 GitHub stars.

Has 103 contributors.

Actively maintained with commits in the last week.

Ecosystem

Python Apache-2.0 1,659 pypi/wk
mcpmemorysemantic-searchvector-databaseclaudevector-storagesqlite-vecmcp-servermodel-context-protocolagent-memoryagentic-aiai-agentsautogencrewaiknowledge-graphlanggraphlong-term-memorymulti-agentopen-sourcerag

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 1,965

1,965 stars → well-known project

Freshness 25% today

Last commit today → actively maintained

Issue Health 25% 95%

425/448 issues closed → responsive maintainer

Contributors 10% 103

103 contributors → active community

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads 13% 1,659/wk

1,659 weekly installs → gaining traction

Forks 325
Description Good
License Apache-2.0

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

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Matched Queries

topic:mcptopic:mcp-servertopic:model-context-protocol

From the README

> ## This repository has moved to GitHub
>
> Active development, issues, pull requests, CI and releases are at
> **https://github.com/doobidoo/mcp-memory-service** as of 5 September 2026.
>
> This copy stays here, readable and unchanged, so that existing links, issue
> numbers and pull request references keep resolving. It receives no further
> pushes and its CI no longer runs. Please do not open issues or pull requests
> here, they will not be seen.
>
> The wiki moved too: https://github.com/doobidoo/mcp-memory-service/wiki

# mcp-memory-service

## Persistent Shared Memory for AI Agent Pipelines

Open-source memory backend for AI agents — **REST API, MCP, OAuth, CLI, dashboard**. One self-hosted service, every transport.
Agents store decisions, share causal knowledge graphs, and retrieve
context in 5ms — without cloud lock-in or API costs.

**Works with LangGraph · CrewAI · AutoGen · any HTTP client · Claude Desktop · OpenCode**

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Read full README on GitHub →

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