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Memory Search MCP Server

Persistent memory system for AI agents that records episodic memories with care-weighting and emotional valence, and provides full-text search with temporal chaining and automatic consolidation.

glama
Updated
Apr 14, 2026

Memory Search MCP Server

By MEOK AI Labs — Sovereign AI tools for everyone.

Persistent memory system for AI agents and assistants. Record episodic memories with care-weighting and emotional valence, search with full-text relevance ranking, maintain a knowledge base, follow temporal chains, and consolidate old memories automatically.

MCPize MIT License MEOK AI Labs

Tools

ToolDescription
record_memoryRecord a memory episode with care-weighting and emotional valence
search_memorySemantic search across all memories with relevance ranking
add_knowledgeAdd a knowledge entry to the persistent knowledge base
search_knowledgeSearch the knowledge base by topic or content
list_memoriesList recent memories, optionally filtered by type
get_memory_statsGet statistics about the memory store
get_temporal_chainFollow the temporal chain from a memory forward or backward
consolidate_memoriesConsolidate old, low-access memories by summarizing them

Quick Start

pip install mcp
git clone https://github.com/CSOAI-ORG/memory-search-mcp.git
cd memory-search-mcp
python server.py

Claude Desktop Config

{
  "mcpServers": {
    "memory-search": {
      "command": "python",
      "args": ["server.py"],
      "cwd": "/path/to/memory-search-mcp"
    }
  }
}

Pricing

PlanPriceRequests
Free$0/mo100 requests/day
Pro$9/moUnlimited + vector embeddings + cloud sync
EnterpriseContact usCustom + team sharing + encryption at rest

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Part of MEOK AI Labs

This is one of 255+ MCP servers by MEOK AI Labs. Browse all at meok.ai or GitHub.


MEOK AI Labs | meok.ai | nicholas@meok.ai | United Kingdom

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