mcp-memory
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- FlicenseNot gradedqualityDmaintenanceEnables AI systems to remember interactions, understand document context through semantic search, and intelligently route requests with persistent memory and quality-scored content synthesis.-
- AlicenseNot gradedqualityDmaintenancePersistent memory and knowledge graph server that fuses keyword, vector, and graph search into a single query, enabling AI assistants to recall typed entities and relationships across sessions.MIT
- AlicenseNot gradedqualityDmaintenanceEnables AI agents to store and retrieve persistent memories using BM25 search, allowing them to remember past conversations and context across sessions.8MIT
- FlicenseBqualityDmaintenanceEnables persistent memory for AI systems by providing tools for episodic, semantic, and procedural data storage through a vector-and-graph-enhanced database. It allows models to maintain long-term continuity using similarity search, thematic clustering, and identity tracking.241-
- FlicenseNot gradedqualityDmaintenanceProvides AI agents with persistent, searchable memory that survives across conversations using semantic search, temporal versioning, and smart organization. Enables long-term context retention and cross-session continuity for AI assistants.14-

Memsolus MCP Serverofficial
AlicenseAqualityDmaintenanceProvides persistent long-term memory for AI agents through semantic search and automated knowledge graph extraction. It enables agents to store, recall, and reason over facts, preferences, and relationships across multiple conversations and sessions.1414 npmMIT
TDQS
Scored across 7 tools
The core CRUD tools (write/read/update/delete) are clearly distinct. However, search_memories and recall overlap in retrieval, though recall's modes (similar/fuse) are semantically distinct from exact substring matching, so boundaries are mostly clear.
All tool names follow a consistent verb_noun pattern in snake_case (write_memory, read_memories, search_memories, update_memory, delete_memory, get_stats). 'recall' is a single verb but fits the action-oriented style without breaking consistency.
Seven tools is well-scoped for a memory management server, covering all essential operations without redundancy or bloat. Each tool serves a clear purpose and earns its place.
The set provides full CRUD lifecycle (create, read, update, delete), plus dedicated search and statistical functions. The multi-mode recall covers advanced retrieval needs, leaving no obvious gaps in the memory domain.