mcp-server-memory

git-mcp

4.6

by idosal

GitMCP is a free, open-source, remote Model Context Protocol (MCP) server that transforms GitHub projects into documentation hubs, enabling AI tools to access up-to-date documentation and code.

mcp-knowledge-graph

4.3

by shaneholloman

Knowledge Graph Memory Server for AI models using Model Context Protocol.

mindmap-mcp-server

4.2

by YuChenSSR

A Model Context Protocol (MCP) server for converting Markdown content to interactive mindmaps.

mcp-server-qdrant

3.8

by qdrant

The mcp-server-qdrant is a Model Context Protocol server designed to integrate with the Qdrant vector search engine, providing a semantic memory layer for storing and retrieving information.

supabase-mcp-server

3.7

by alexander-zuev

Query MCP is an open-source MCP server that lets your IDE safely run SQL, manage schema changes, call the Supabase Management API, and use Auth Admin SDK — all with built-in safety controls.

graphlit-mcp-server

3.7

by graphlit

The Model Context Protocol (MCP) Server for the Graphlit Platform facilitates integration between MCP clients and the Graphlit service, enabling seamless ingestion, search, and retrieval of knowledge across various platforms.

KuzuMem-MCP

3.7

by Jakedismo

KuzuMem-MCP is a TypeScript implementation of a distributed memory bank as an MCP tool, utilizing KùzuDB for graph-based memory storage.

mcp_godot_rag

3.7

by weekitmo

This MCP server is used to provide Godot documentation to the Godot RAG model.

mcp-mem0

3.7

by coleam00

A template implementation of the Model Context Protocol (MCP) server integrated with Mem0 for providing AI agents with persistent memory capabilities.

mcp-memory-service

3.7

by doobidoo

An MCP server providing semantic memory and persistent storage capabilities for Claude Desktop using ChromaDB and sentence transformers.

atlas-mcp-server

3.6

by cyanheads

ATLAS (Adaptive Task & Logic Automation System) is a project, knowledge, and task management system for LLM Agents, implemented as a Model Context Protocol (MCP) server.

mcp-ragdocs

3.6

by hannesrudolph

An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.

mcp-sequential-thinking

3.6

by arben-adm

A Model Context Protocol (MCP) server that facilitates structured, progressive thinking through defined stages.

MemoryMesh

3.6

by CheMiguel23

MemoryMesh is a knowledge graph server designed for AI models, focusing on text-based RPGs and interactive storytelling.

mcp-apple-notes

3.6

by RafalWilinski

A Model Context Protocol (MCP) server that enables semantic search and RAG over Apple Notes, allowing AI assistants like Claude to search and reference notes during conversations.

search1api-mcp

3.6

by fatwang2

A Model Context Protocol (MCP) server that provides search and crawl functionality using Search1API.

mcp-zotero

3.6

by kaliaboi

A Model Context Protocol server for Zotero integration that allows Claude to interact with your Zotero library.

rust-docs-mcp-server

3.6

by Govcraft

The Rust Docs MCP Server provides an up-to-date knowledge source for specific Rust crates, enhancing the accuracy of AI coding assistants by allowing them to query current documentation.

gistpad-mcp

3.6

by lostintangent

GistPad MCP is a server for managing and sharing personal knowledge, daily notes, and reusable prompts via GitHub Gists, integrated with VS Code and GistPad.dev.

memory-bank-MCP

3.6

by tuncer-byte

Memory Bank MCP is a server that facilitates structured project documentation management using the Model Context Protocol.

mcp-client-server-markdown

3.6

by zou-hong-run

MCP Markdown Server is a server application based on the Model Context Protocol (MCP) that provides functionalities for creating, editing, searching, converting to HTML, and managing Markdown documents.

notion-mcp

3.6

by ccabanillas

A Model Context Protocol (MCP) server implementation for Notion integration, providing a standardized interface for interacting with Notion's API. Compatible with Claude Desktop and other MCP clients.

mcp-package-docs

3.6

by sammcj

An MCP server providing LLMs with efficient access to package documentation across multiple programming languages and LSP capabilities.

mcp-logseq-server

3.6

by ergut

MCP server to interact with LogSeq via its API.

ultimate_mcp_server

3.5

by Dicklesworthstone

Ultimate MCP Server is a comprehensive AI agent operating system that provides advanced capabilities for cognitive augmentation, tool use, and intelligent orchestration.

all-in-one-model-context-protocol

3.5

by nguyenvanduocit

A powerful Model Context Protocol (MCP) server implementation with integrations for GitLab, Jira, Confluence, YouTube, and more.

sanity-mcp-server

3.5

by sanity-io

Sanity MCP Server connects Sanity projects with AI tools, enabling AI models to understand content structure and perform operations through natural language instructions.