Memory systems

mcp-memory-service

Self-hosted MCP memory server: semantic memory, knowledge graph, autonomous consolidation; REST API + web dashboard, ONNX local embeddings

Open source

★ 2,106 on GitHub · last commit Nov 10, 2026

What it is

Our note

Recurring pick in 2026 MCP-memory-server comparisons; backend for LangGraph/CrewAI/AutoGen pipelines

At a glance

Business model
Open source
License
Apache-2.0

GitHub activity

This product has a public repository, so we read it nightly from the GitHub API. Stars measure developer attention, not quality or market share.

“Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.” (repository description)

Stars
2,106
Forks
402
Open issues
25
Last commit
Nov 10, 2026 (0 days ago)
License (GitHub)
Apache-2.0

Added nov 9, 2026. Vendor facts come from the vendor’s own pages; benchmark claims are self-reported unless we say otherwise.

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