mcp-memory-service v11.8 — Now Available

Memory for AI Agents

Persistent memory for AI agents — REST API, MCP, OAuth, CLI, dashboard. Semantic search, knowledge graph, automatic consolidation. One self-hosted service, every transport.

Try the Live Demo Codeberg PyPI Package

Interactive 3D knowledge graph — every memory a glowing node, every relationship a curved edge.

What's New in v11.8

MINOR release: the knowledge-graph layer actually works now. Entity extraction was discarding every memory tag, so memory_explore returned nothing on any store. ~2,839 tests.

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Entity Graph Was Never Populated

maintain's batch extraction discarded every memory tag before it reached the entity extractor, and two graph features were gated on a storage attribute nothing ever set. A 16,986-memory store had zero entities. (#218, #219)

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CLI TLS Handling Catches Up

The memory CLI's launch/stop/restart/info/health commands verify certificates by default now, completing the self-signed-cert opt-in, and a stray .env no longer decides the CLI's scheme behind your back. (#216, #224, thanks timkjr)

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Milvus Fix & New Retrieval Docs

Milvus implements the storage methods the web API was calling unguarded, fixing 501s on /api/tags (#214, reported by @ghulands). Token-efficient retrieval and the two-phase entity tools get their first user-facing docs. (#215, #217, #220, #222)

How It Works

Claude.ai connects to your memory server through Streamable HTTP with OAuth 2.1 authentication.

Browser
Claude.ai
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Transport
Streamable HTTP
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Auth
OAuth 2.1 + PKCE
→
Server
MCP Memory
→
Storage
Knowledge Graph
Data flow Auth boundary

Built for Production

Battle-tested with comprehensive testing and optimized for performance.

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Tests
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AI Apps Supported
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Read Latency
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Cache Speedup

In the Media

Talks and coverage from the community.

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Agents Overdrawn at the Memory Bank

Heavybit's Humans in the Loop deep dive talks to maintainer Heinrich Krupp about agent amnesia and why persistent memory is the missing infrastructure layer for agentic systems.
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AI Tinkerers Zürich Talk

Maintainer Heinrich Krupp presents mcp-memory-service at the AI Tinkerers Zürich meetup — persistent memory architecture, semantic search, and multi-agent memory sharing. Watch the full video →

Get Started in Seconds

Install from PyPI and connect your AI agents to persistent memory.

Click to copy pip install mcp-memory-service
View on Codeberg Documentation Live Demo: Memory in Your Browser Blog: 5-Min claude.ai Setup Release Notes

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