MCP Server 排行

Private, on-device AI desktop app — GGUF (llama.cpp) & MLX, with Qwen3.8's native reasoning-effort ladder wired in as a real control. Local coding agent, RAG knowledge base, Deep Research, vision and voice. 100% offline, no account, no telemetry. Windows & macOS.

Make any Claude model adopt Claude Fable 5's working style in Claude Code — always-on output style + zero-dependency MCP + subagent injection. A style transplant, not a capability transplant.

local-first MCP discovery runtime for agents — search before invoke, reduce prompt bloat, and route to local MCP tools

Gemini Vision & Image Generation MCP for Claude Desktop and Claude Code

📄 Professional MCP server for converting 29+ file formats to Markdown - Perfect for Claude Desktop and AI workflows!

MindSpark - Mind Map for Everyone

MCP server + prompt that turns any AI coding agent (Cursor, Claude Code, Cline, Kiro, Windsurf…) into your Digital Twin — generate a project-specific AGENTS.md and give every tool a shared, persistent memory of how you build.

A unified Model Context Protocol server for MiniMax CLI (mmx)

Brewcode - full-featured development platform for Claude Code: infinite focus tasks with automatic context handoff, prompt optimization, skill/agent creation, quorum code reviews, project rules management, and knowledge persistence

Public, source-cited Fable 5, Mythos, Claude Code, and agent-operations second brain. Not affiliated with Anthropic.

YouTube MCP Server is an AI-powered solution designed to revolutionize your YouTube experience. It empowers users to search for YouTube videos, retrieve detailed transcripts, and perform semantic searches over video content—all without relying on the official API. By integrating with a vector database, this server streamlines content discovery.

A local LLM workhorse that keeps a memory of your workday. On-device meeting notes, dictation, autocomplete, and recall for macOS. GPLv3.

ContextAtlas — context infrastructure for AI coding agents: hybrid retrieval, project memory and retrieval observability via CLI, MCP server or embeddable library. Tree-sitter indexing, LanceDB vector search, FTS5 and token-aware context packing.

Swift 6 agent SDK: type-safe tools, streaming, cloud + on-device inference via MLX on Apple Silicon

Self-hosted voice assistant. Speak to your computer: it answers aloud, types your dictation, and operates your apps.

VideoNote：视频链接 → 结构化笔记。理解画面/弹幕/评论；支持主流平台；工具解耦；多格式导出。

An advanced Self-Centered Intelligence (SCI) prototype that represents a new paradigm in AI-human interaction.

A semantic code search tool for intelligent, cross-repo context retrieval.

Uncensor Qwen 3.8 27B with a pre-baked system pack for Ollama, plus GGUF download links.

🧠 Stop building AI that forgets. Master MCP (Model Context Protocol) with production-ready semantic memory, hybrid RAG, and the WARNERCO Schematica teaching app. FastMCP + LangGraph + Vector/Graph stores. Your AI assistant's long-term memory starts here.