mcp-memory-service v10.59 — 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.

GitHub PyPI Package

What's New in v10.59

OAuth PEM key files, IDE redirect URI schemes for Cursor/VS Code, and symmetric memory-scorer project-affinity fix. ~1,989 tests.

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PEM Key Files for OAuth

Load OAuth signing keys from files via MCP_OAUTH_PRIVATE_KEY_PATH / MCP_OAUTH_PUBLIC_KEY_PATH — prevents silent JWT invalidation on restart. Startup fails hard if the file cannot be read, so broken configs are never silently ignored.

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IDE OAuth Redirect Schemes

OAuth now accepts cursor://, vscode://, and vscode-insiders:// redirect URI schemes, enabling deep-link OAuth callbacks for Cursor and VS Code extensions without manual workarounds.

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Symmetric Memory-Scorer Affinity

Fixed a bug where short memory tags (e.g. wing:hoi4) were zeroed by the project-affinity filter when the project name was a superset (e.g. hoi4coach). Affinity now checks both directions, so context-relevant memories always surface.

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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Tests
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AI Apps Supported
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Read Latency
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Cache Speedup

Get Started in Seconds

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

Click to copy pip install mcp-memory-service