Memory Search Mcp

Name: Memory Search Mcp
Author: CSOAI-ORG

CSOAI-ORG/memory-search-mcp

Updated July 26, 2026
CSOAI-ORG/memory-search-mcp

memory-search-mcp is a MCP server that lets coding agents search MEOK-style memory stores over stdio MCP.

About

memory-search-mcp is a Model Context Protocol server from MEOK AI Labs that exposes memory search capabilities to AI coding agents over stdio. developers shipping agent-assisted products install it when they need the assistant to query stored memories—notes, prior fixes, or indexed project knowledge—instead of relying on a shrinking context window. The catalog entry is registry-first (server.schema.json 2025-12-11); treat capabilities as MEOK’s memory-search integration surface, not a bundled vector database. Pair it with your own embedding or storage layer. Complexity is intermediate because you must understand MCP config, Python runtime, and how your agent names tools.

Stdio MCP transport for local agent hosts (Claude Desktop, Claude Code, compatible clients)
Published on PyPI as memory-search-mcp at version 1.0.4
From MEOK AI Labs via CSOAI-ORG GitHub registry entry
Designed for memory-search workflows in agent sessions rather than generic web scraping

Memory Search Mcp by the numbers

Data as of Jul 27, 2026 (Skillselion catalog sync)

terminal

claude mcp add memory-search-mcp -- uvx memory-search-mcp

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Package	memory-search-mcp
Transport	STDIO
Auth	None
Last updated	July 26, 2026
Repository	CSOAI-ORG/memory-search-mcp ↗

What it does

Give Claude Code or Cursor semantic search over project or session memory so agents recall past decisions without re-pasting context.

Who is it for?

Best when you're running Claude Code or Cursor with a MEOK memory stack and want retrieval without custom plugin code.

Skip if: Skip if you only need file grep or repo-wide RAG with no MEOK memory layer, or hosts that cannot run stdio MCP.

What you get

After you register the server, your agent can call memory-search tools to pull relevant prior context into the current task.

Registered stdio MCP server in your agent client
Callable memory search tools available in agent sessions
Retrieved memory snippets injected into agent reasoning for build tasks

By the numbers

Server version 1.0.4 on PyPI identifier memory-search-mcp
Transport type stdio per MCP server.schema.json 2025-12-11
Repository source github.com/CSOAI-ORG/memory-search-mcp

README.md

Memory Search MCP

Persistent AI memory system with semantic search, care-weighted episodes, temporal chains, knowle...

Persistent AI memory system with semantic search, care-weighted episodes, temporal chains, knowledge base, and memory consolidation.

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

🚀 Quick Start

# Install via pip
pip install memory_search_mcp

# Or install via Smithery
npx -y @smithery/cli@latest install memory-search-mcp --client claude

✨ Features

MCP protocol compliant
Easy installation
Well-documented API
Production-ready
Active maintenance

📖 Documentation

🛡️ Compliance

This MCP server is built with EU AI Act compliance built-in:

✅ Article 9 — Risk Management System
✅ Article 13 — Transparency & Instructions for Use
✅ Article 15 — Bias Detection & Testing
✅ Article 26 — FRIA Support (where applicable)
✅ Article 50 — AI Content Watermarking (where applicable)

Need help getting compliant? Book a free 15-min diagnostic →

🏢 Enterprise

Need custom development, SLA guarantees, or white-label deployment?

Pro: $99/mo — Full MCP suite + EU AI Act tracking
Enterprise: $499/mo — Custom dev + SLA + Dedicated support

View Pricing → | Contact Sales →

🤝 Part of the MEOK Ecosystem

This server is part of the MEOK AI Labs ecosystem — 300+ MCP servers for sovereign AI governance.

Domain	Purpose
councilof.ai	EU AI Act compliance marketplace
safetyof.ai	AI safety & monitoring
meok.ai	Sovereign AI platform
cobolbridge.ai	Legacy modernization

📜 License

MIT © CSOAI-ORG

_{Built with 💜 by MEOK AI Labs · UK Companies House 16939677}

MIT © [MEOK AI Labs](https://meok.ai)

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.

→ Full catalogue: councilof.ai/catalogue → MEOK AI Labs: meok.ai

💸 Try MEOK in 30 seconds — instant buy ladder

Tier	Price	What you get	Stripe
Smoke test	£1	Signed sample MCP-Hardening report + Article 50 PDF	https://buy.stripe.com/aFa7sNcgAdQS0ZT1Uc8k91t
Quick Kit	£9	EU AI Act Article 50 implementation guide (C2PA + EU-Icon)	https://buy.stripe.com/aFa7sNcgAdQS0ZT1Uc8k91t
Founder Call	£29	30-min 1-on-1 with the founder	https://buy.stripe.com/aFa7sNcgAdQS0ZT1Uc8k91t

Refundable. UK Stripe — VAT-clean. Builds on the 81-MCP MEOK fleet. Verify any signed report at https://meok.ai/verify.

Configuration

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

{
  "mcpServers": {
    "memory-search-mcp": {
      "command": "uvx",
      "args": ["memory-search-mcp"]
    }
  }
}

Or: pip install memory-search-mcp then run the memory-search-mcp command (stdio transport).

Examples

Once configured, ask your assistant, for example:

"Use record_memory to …"
"Use search_memory to …"
"Use add_knowledge to …"

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How it compares

MCP memory-retrieval integration, not a hosted memory SaaS or a single SKILL.md workflow.

FAQ

Who is memory-search-mcp for?

Developers using Claude Code, Cursor, or other MCP clients who already use or plan MEOK AI Labs memory search patterns.

When should I use memory-search-mcp?

Use it during Build when you are wiring agent-tooling and need repeatable semantic search over stored memories during coding sessions.

How do I add memory-search-mcp to my agent?

Install the PyPI package memory-search-mcp (1.0.4), add a stdio MCP server entry in your client config pointing at that package, restart the host, and confirm the memory search tools appear.

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