mcp-memory-service v10.58 — 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 v10.58

InsightGenerator: configurable tag exclusion, automated-type heuristic, and acknowledgement sentinel flow. ~1,983 tests.

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Configurable Tag Exclusion

New MCP_INSIGHT_EXCLUDE_TAGS env var — comma-separated list of tags to exclude from InsightGenerator gap detection, in addition to the built-in set. Example: MCP_INSIGHT_EXCLUDE_TAGS=ci,radar. Prevents noisy system tags from polluting insight results.

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Automated-Type Heuristic

Gap detection is now skipped for tags where >90% of memories have an automated memory_type (session, auto-generated, temporary). Catches status markers not in the exclusion list without manual configuration.

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Insight Card Acknowledgement

Tagging an insight card with acknowledged materialises a stable sentinel so the card is never regenerated — even after deletion. The sentinel hash is independent of source memories, making acknowledgement permanent across consolidation cycles.

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