Memory & Knowledge MCP Servers for Windsurf (legacy)

Turn editor chat history (Cursor, Claude Code, Windsurf, Copilot) into typed Markdown decisions + AGENTS.md rules — local-first

Local-first, source-backed continuity for AI agents via stdio MCP.

MCP server that gives AI agents persistent memory across sessions. Context recall, encrypted credentials, session notes, export/import —

Assay MCP Server — connect Claude Desktop to your Assay document library

Persistent decision memory for agents — learns which action works in which context

A MCP server for Capacities

MCP server for chen-memory — persistent memory-as-a-service for AI agents. Store, search, list text memories with tags. 5 memories free, no

MCP Server for Cherry Studio Knowledge Base Integration

Standalone MCP server and library for building and managing knowledge workspaces.

Independent, in-process semantic memory MCP server (node:sqlite + sqlite-vec + local Xenova e5) with a lightweight web viewer. No daemon

MCP server for cogitlog — semantic session memory for AI agents

An autonomous graph-vector memory engine powered by SQLite and Ollama.

Session memory for AI coding agents: records decisions and dead ends, flags what went stale.

Unified MCP server for Coherence Network — invite anyone or anything to ask what is alive, browse ideas and field stories, and contribute

Local-first, governable long-term memory for AI coding agents

MCP server for Dify External Knowledge API integration

Persistent local knowledge for AI coding agents with structured records, search, and DOT context.

AI-native structured memory for agents (MCP). Built for agents, not humans.

Governed AI-agent memory, Evidence Ledger traces, evals, and portable context tools.

Knowledge graph memory system that gives LLMs persistent, structured memory.

Embedded memory for AI agents with SQLite, pgvector, and Neo4j graph search.