🧩 دليل MCP Servers
أقوى 400+ خادم Model Context Protocol مصنفة في 34 فئة ومحدثة تلقائيًا أسبوعيًا — مع تقييم ANG لكل خادم.
آخر تحديث: 2026-08-26 • المصدر: best-of-mcp-servers (CC-BY-SA) + بيانات GitHub الرسمية
apecloud/ApeRAG
65/100Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engi
bitbonsai/mcpvault
65/100Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive methods for vault operations including searc
chopratejas/headroom
65/100Context compression layer for AI agents. Compresses tool outputs, logs, RAG chunks, files, and conversation history before they reach the LLM, with reversible
entanglr/zettelkasten-mcp
65/100A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, and search atomic notes
lostintangent/gistpad-mcp
65/100Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the Gist
graphlit/graphlit-mcp-server
65/100Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then search and retrieve relevant knowledge within
hannesrudolph/mcp-ragdocs
65/100An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their re
jinzcdev/markmap-mcp-server
65/100An MCP server built on markmap that converts Markdown to interactive mind maps. Supports multi-format exports (PNG/JPG/SVG), live browser preview, one-click M
mem0ai/mem0-mcp
65/100A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling
pi22by7/In-Memoria
65/100Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and pattern learning. Hybrid TypeScript/Rust
ragieai/ragie-mcp-server
65/100Retrieve context from your Ragie (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
redleaves/context-keeper
65/100LLM-driven context and memory management with wide-recall + precise-reranking RAG architecture. Features multi-dimensional retrieval (vector/timeline/knowledg
shinpr/mcp-local-rag
65/100Privacy-first document search server running entirely locally. Supports semantic search over PDFs, DOCX, TXT, and Markdown files with LanceDB vector storage a
topoteretes/cognee
65/100Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources.
varun29ankuS/shodh-memory
65/100Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary, runs offline on edge devices.
omega-memory/omega-memory
65/100Persistent memory for AI coding agents with semantic search, auto-capture, cross-session learning, and intelligent forgetting. #1 on LongMemEval (95.4%).
upstash/context7
58/100upstash/context7 MCP server connecting AI assistants to knowledge and memory capabilities. Free, open-source setup guide with install commands and a verified
CheMiguel23/MemoryMesh
50/100CheMiguel23/MemoryMesh MCP server connecting AI assistants to knowledge and memory capabilities. Free, open-source setup guide with install commands and a ver