Ross ROSS = Recommend OSS · open-source software intelligence for agents

doobidoo/mcp-memory-service

Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation. observed · 2026-08-28

github.com/doobidoo/mcp-memory-service · Python · Apache-2.0 (permissive) observed · 2026-08-28

Health v2 · maintenance only

84/100

  • Activity 99
  • Release rhythm 87
  • Longevity 43
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: 0
  • age_days: 615
  • days_rel: 10
  • days_push: 7
  • n_releases_24m: 350

Full methodology

Adoption not part of the score

1907 stars · 291 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A self-hosted persistent memory service for AI agents and Claude, exposing storage and semantic retrieval via REST API, MCP, OAuth, CLI, and a dashboard. It supports shared causal knowledge graphs and autonomous memory consolidation across frameworks like LangGraph, CrewAI, and AutoGen.

Use cases

  • give my ai agent persistent long-term memory
  • share memory between multiple ai agents in a pipeline
  • add memory to claude desktop via mcp
  • store and semantically search agent decisions and context
  • self-host a memory backend without cloud api costs
  • build a knowledge graph of agent conversations
  • remember project context across chat sessions

When to choose

  • you need persistent, shared memory for agent frameworks like LangGraph, CrewAI, or AutoGen
  • you want a self-hosted MCP memory server with REST and OAuth support
  • you need fast semantic retrieval with knowledge graph relationships and no cloud lock-in

When to avoid

  • you only need simple key-value session storage without semantic search
  • you prefer a fully managed cloud memory service
  • your stack cannot run a Python service or SQLite-based vector store

Facets

service · maturity active

vector-database rag mcp search-engine api-framework self-hosted large-language-models databases self-hosted developer-tools python self-hosted cross-platform cli agent-memory mcp-server knowledge-graph semantic-search sqlite-vec long-term-memory multi-agent claude langgraph crewai autogen memory-consolidation ai-agents retrieval-augmented-generation docker web-server

1 source

Member repositories

RepositoryRoleHealth v2
doobidoo/mcp-memory-servicemain84

For agents

markdown · JSON · MCP: product_card(name="doobidoo/mcp-memory-service")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem