memory-search-mcp 1.0.6

MCP server for memory search. Features record memory, search memory, add knowledge. From MEOK AI Labs.

Memory Search MCP

MCP server for memory search mcp operations

Quick Install

Client	Install
Claude Desktop
Cursor
VS Code
Windsurf
Docker	docker run -p 8000:8000 memory-search-mcp
pip	pip install memory-search-mcp

Overview

Memory Search MCP provides AI-powered tools via the Model Context Protocol (MCP).

Tools

Tool	Description
record_memory	Record a memory episode with care-weighting and emotional valence.
search_memory	Semantic search across all memories using full-text search with relevance rankin
add_knowledge	Add a knowledge entry to the persistent knowledge base.
search_knowledge	Search the knowledge base by topic or content. Returns facts and reference
list_memories	List recent memories, optionally filtered by type. Sort by created_at,
get_memory_stats	Get statistics about the memory store: total count, type breakdown,
get_temporal_chain	Follow the temporal chain from a memory episode forward or backward in time.
consolidate_memories	Consolidate old, low-access memories by summarizing and archiving them.
semantic_search	Semantic search using TF-IDF cosine similarity (no external deps).

Installation

pip install meok-memory-search-mcp

Usage with Claude Desktop

Add to your Claude Desktop MCP config (claude_desktop_config.json):

{
  "mcpServers": {
    "memory-search-mcp": {
      "command": "python",
      "args": ["-m", "meok_memory_search_mcp.server"]
    }
  }
}

Usage with FastMCP

from mcp.server.fastmcp import FastMCP

# This server exposes 9 tool(s) via MCP
# See server.py for full implementation

License

MIT © MEOK AI Labs

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Pairs with MEOK Governance Suite

Build something that touches users? You need compliance. MEOK ships 38 governance MCPs that drop in alongside this tool — EU AI Act, DORA, NIS2, CRA, GDPR, ISO 42001, FDA SaMD, MDR, Basel, MiFID II, MiCA, COPPA, and more.

# One-shot install of the governance pack
npx meok-setup --pack governance

Free tier: 10 calls/day per MCP. Pro tier (£79/mo): unlimited + cryptographically signed compliance attestations your auditor verifies independently.

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