mcp-memory-service v11.7 — 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 v11.7

MINOR release, in substance a security release: three unconditional TLS certificate-verification bypasses are gated behind explicit opt-in, and a real credential committed in the bundled hooks config is gone. ~2,725 tests.

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TLS Bypasses Gated Behind Opt-In

claude-hooks, the opencode plugin, and examples/http-mcp-bridge.js all skipped certificate verification unconditionally. All three now require an explicit allowSelfSignedCerts opt-in and log a warning on every use. (#198, #210, timkjr; bridge fix)

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Committed Credential Removed

The bundled claude-hooks/config.json shipped with a live apiKey and a maintainer-local path since 24af496c. Both are now placeholders, and a new CI gate fails the build if either comes back. (#197/#200, reported by timkjr)

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Backend & Container Fixes

Milvus's store(), count_all_memories(), and search_memories() accept the store keyword like every other backend (#148, closes #133, reported by @ghulands); MCP_QUALITY_ONNX_MODEL_DIR fixes non-root container deployments (#171/#209, reported by @tecnobrat).

How It Works

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

Browser
Claude.ai
→
Transport
Streamable HTTP
→
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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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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