Memory Search Mcp
Give Claude Code or Cursor semantic search over project or session memory so agents recall past decisions without re-pasting context.
Overview
memory-search-mcp is a MCP server for the Build phase that lets coding agents search MEOK-style memory stores over stdio MCP.
What is this MCP server?
- 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
- 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
What problem does it solve?
Agents forget earlier session decisions and you waste tokens re-explaining the same architecture and bug history every chat.
Who is it for?
Indie builders running Claude Code or Cursor with a MEOK memory stack who want retrieval without custom plugin code.
Skip if: Teams that only need file grep or repo-wide RAG with no MEOK memory layer, or hosts that cannot run stdio MCP.
What do I get? / Deliverables
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
Recommended MCP Servers
Journey fit
How it compares
MCP memory-retrieval integration, not a hosted memory SaaS or a single SKILL.md workflow.
Common Questions / FAQ
Who is memory-search-mcp for?
Solo and indie 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.