654 Memory & Knowledge MCP Servers & Clients

mcp-md-vector-search

noriaki

A lightweight MCP server implementation that leverages PGLite and pgvector to perform efficient similarity searches on local Markdown documents using the Model Context Protocol (MCP).

Mem

Mem

The AI notebook for everything on your mind

Memory Plus

Yuchen20

🧠 𝑴𝒆𝒎𝒐𝒓𝒚-𝑷𝒍𝒖𝒔 is a lightweight, local RAG memory store for MCP agents. Easily record, retrieve, update, delete, and visualize persistent "memories" across sessions—perfect for developers working with multiple AI coders (like Windsurf, Cursor, or Copilot) or anyone who

MCP-RAG

HarshDindeAI

The MCP-RAG Server is an implementation of the Model Context Protocol (MCP) designed to enhance AI assistants by providing them with real-time access to relevant documentation through semantic vector search. It enables AI models to retrieve and process documentation, allowing for

MCP DuckDB Knowledge Graph Memory Server

MCP-Mirror

Mirror of

Xml Comparison Mcp Server

ravikalla

High-performance XML file comparison with semantic analysis capabilities. Features StAX streaming parser for memory-efficient processing of large XML files (60MB+ tested), order-agnostic semantic comparison, and multiple output formats (text, JSON, Excel). Includes 5 MCP tools fo

Memory MCP Server

MCP-Mirror

Mirror of

MDN Lookup

BabyManisha

Tool to fetch and summarize developer documentation from [MDN Web Docs](https://developer.mozilla.org/).

Privacy-preserving, decentralized memory infrastructure for AI agents. Post-quantum encrypted persistent memory with cross-session, cross-platform, and cross-chain support. 4 tools:

MCP Documentation Server

MCP-Mirror

Mirror of

Confluence MCP server for Cloud/Server/Data Center. Supports whoami, search, raw CQL, create and update page.

MCP Memory Server

sdimitrov

MCP Memory Server with PostgreSQL and pgvector for long-term memory capabilities

ragflow-knowledge-mcp-server

lumerix7

A simple MCP server of knowledge base for RAGFlow.

Cline Memory Bank

dazeb

A memory system for Cline that tracks progress between conversations. Avoid large token usage!

Calypso Multimodal RAG

calypso-so

Launch a hosted Gemini File Search true multimodal RAG layer that answers from your PDFs, docs, screenshots, charts, diagrams, help center, FAQs, and images with citations people can verify.

Constellation

ShiftinBits

Your AI agents don't understand your codebase. Upgrade from text search to code understanding.

Docs Fetch MCP Server

wolfyy970

MCP server for fetching web page content with recursive exploration capability

MCP sever for fetching latest Keyclaok documentation in LLM friendly format

About

Memory Quality Mcp

ladyiceberg

A Claude Code MCP plugin that audits and cleans up your AI memory.

@saihm/mcp-server-pro

SAIHM-Admin

What this is

MCP Memory Gateway is a pre-action gate engine for AI coding agents. Unlike memory servers that store and retrieve context (Mem0, Zep), this server enforces behavior change: repeated failures are auto-promoted into prevention rules, and PreToolUse hooks physically block tool call

Payman AI Documentation MCP Server

MCP-Mirror

Mirror of

open.zhenhua.com

DerekZhenhua

Note for Go.

LinkedIn MCP Server Documentation

wedlock666

Model Context Protocol (MCP) server for LinkedIn integration with n8n

Memra

usememra

Memra MCP server — persistent memory for AI agents. EU-hosted, privacy-first, sub-100ms hybrid recall.

Lipsky Memory MCP

Lipdog

Multi-project memory MCP - A Model Context Protocol server for managing project memory and context

Sticky Note MCP Server is a minimal yet powerful implementation of the **Model Context Protocol (MCP)** built with **FastMCP** in Python.

IaC Memory MCP Server

MCP-Mirror

Mirror of

AI Documentation & Guru Knowledge MCP Server

LaserFocused-ee

MCP server for providing documentation to Claude

AI_README MCP Server

Draco-Cheng

AI_README MCP Server is a Model Context Protocol (MCP) server that helps AI assistants understand your project conventions through dedicated AI_README.md guide files. It automatically discovers, routes, and manages these files so AI can generate consistent, high-quality code that

Self-hostable, markdown-native team wiki with a built-in MCP server: agents search, read, and write your wiki pages (ranked Postgres full-text + semantic search, backlink traversal). Plus Atlas, which auto-generates a cited, coverage-checked wiki from your git repos and Jira. Ope

MCP Server Setup Documentation

mounirelbakkali1

an mcp server serving tools to manage AWS account

MCP server that bridges Torna API documentation system with AI assistants (Cursor, Claude Desktop, etc.). Query, search, and explore your Torna API docs through natural language.

MCP Docs

Omedia

Guides, examples, and resources for working with Drupal and the MCP server.

🧠 Memory MCP Server - Orchestrator

rashee1997

Your AI Agent's Persistent Brain - A Comprehensive Memory & Task Management System

Memory MCP Server

LucienBrule

MCP Memory Server - Qdrant

Read-only MCP server for AI agents to explore an 8-domain collaborative engineering knowledge base. Covers the design of Arcology One — a speculative mile-high city for 10 million people. 32 entries spanning structural engineering, energy systems, environmental systems, mechanica

dbt Semantic Layer MCP Server

MCP-Mirror

Mirror of

Clever Cloud Documentation MCP server

MCP-Mirror

Mirror of

Premium, consistent memory and long-term storage across AI applications. Remote MCP server.

Memorious MCP

cedricvidal

Memorious-MCP is a minimal Model Context Protocol (MCP) server that provides a persistent key-value memory store with vector-similarity lookup using ChromaDB.

Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35 MCP tools for scraping, packaging, and exporting to vector databases. Supports 16+ LLM platforms.

Agent Magnet

helinakdogan

Self-learning memory for AI tools. Remembers user preferences and context across Claude, Cursor, and Codex — with multi-parameter forgetting and cross-tool identity.

Contexo

sugihAF

AI Agent Context Versioning and Synchronization

Read-only knowledge tools with English, Spanish and Portuguese support.

MemCP - Memory Context Protocol for AI Agents

evanmschultz

A memory MCP for IDE AI agent context support based on the mcp_server example by Zep AI