MCP Notes
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- AlicenseNot gradedqualityAmaintenanceEnables AI agents to store, search, and relate typed memories with a graph-native knowledge base via the Model Context Protocol.Apache 2.0
- AlicenseNot gradedqualityAmaintenanceA knowledge-graph-based persistent memory server for the Model Context Protocol, storing entities, observations, and relations in SQLite with semantic vector search and temporal versioning.21 npmMIT

LogicMem MCP Serverofficial
AlicenseBqualityDmaintenanceProvides persistent memory, reasoning, agent-to-agent sharing, and immutable audit trail for AI agents via the Model Context Protocol.121MIT- AlicenseNot gradedqualityDmaintenanceImplements the Model Context Protocol for managing, ingesting, and querying structured and unstructured data with integration to graph databases, vector search, and LLMs.3MIT
- AlicenseNot gradedqualityCmaintenanceProvides AI assistants with persistent graph database memory using Neo4j, enabling task management, relationship understanding, semantic search with embeddings, file indexing, and multi-agent coordination through the Model Context Protocol.18 npm285MIT
- AlicenseBqualityDmaintenanceProvides persistent memory, reasoning engine, agent-to-agent sharing, and immutable audit trail for AI agents via the Model Context Protocol.12MIT
TDQS
Scored across 13 tools
Each tool targets a specific operation on the knowledge graph, like creating entities, adding observations, or searching nodes. No two tools have overlapping purposes, ensuring clear distinction for an agent.
All tools use snake_case with a consistent verb_noun pattern (e.g., create_entities, delete_observations). Minor deviations like 'get_recent' still follow the pattern, making the set predictable.
With 13 tools, the server covers core knowledge graph operations without being bloated. Each tool serves a clear purpose, and the count is well-scoped for the domain.
The tool set includes create, read, delete, and query operations, but lacks dedicated update tools for entities, observations, and relations. While updates can be achieved via delete+create, this is a minor gap.