Tag: #model-context-protocol
148 packages âĸ â 85,397 total stars
Ruflo CLI - Enterprise AI agent orchestration with 60+ specialized agents, swarm coordination, MCP server, self-learning hooks, and vector memory for Claude Code
đ The fast, Pythonic way to build MCP servers and clients.
đĨ Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.
A Model Context Protocol (MCP) server and CLI that provides tools for agent use when working on iOS and macOS projects.
Exa MCP for web search and web crawling!
An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool call
đ Production-ready MCP server for PDF processing - 5-10x faster with parallel processing and 94%+ test coverage
A local Apple Documentation crawler and MCP server. Written in Swift.
LetsFG MCP Server â 200 airline connectors running locally + enterprise GDS/NDC APIs. Flight search & booking for Claude, Cursor, Windsurf, and any MCP-compatible AI agent.
MeiGen-AI-Design-MCP â Turn Claude Code / OpenClaw into your local Lovart. Local ComfyUI, 1,400+ prompt library, multi-direction parallel generation.
A MCP (Model Context Protocol) server for interacting with dbt.
đī¸đ¤ Airtable Model Context Protocol Server, for allowing AI systems to interact with your Airtable bases
A Model Context Protocol (MCP) server that enables AI agents and LLMs to query and analyze Prometheus metrics through standardized interfaces.
MCP server for Coolify â 38 optimized tools for managing self-hosted PaaS through AI assistants
Self-evolving AI agent orchestration framework with Model Context Protocol support
Operating System for your personal AI Agents with Security-first approach. Multi-channel (WhatsApp, Telegram, Discord, Slack, iMessage), multi-provider (Claude, GPT, Gemini, Ollama), fully self-hosted
OKX trading MCP server â connect AI agents to spot, swap, futures, options & grid bots via the Model Context Protocol.
Linter for AI agent configurations. Validates SKILL.md, CLAUDE.md, hooks, MCP, and more.
Nextcloud MCP Server
A secure* runtime for autonomous AI agents. Policy from plain-English constitutions. (*https://ironcurtain.dev)
Declarative Agent Orchestration. Ship while you sleep.
Model Context Protocol server for AFFiNE. Connect AI assistants to AFFiNE workspaces, documents, databases, and collaboration APIs over stdio or HTTP.
A Model Context Protocol (MCP) server that provides authenticated access to Google Workspace APIs, offering integrated Authentication, Gmail, Calendar, and Drive functionality
A Model Context Protocol (MCP) server that provides secure, read-only access to BigQuery datasets. Enables Large Language Models (LLMs) to safely query and analyze data through a standardized interfac
Token-efficient browser MCP server â structured web pages for AI agents, not raw accessibility dumps
ToolHive is an application that allows you to install, manage and run MCP servers and connect them to AI agents
MCP server for token-efficient large document analysis via the use of REPL state
Unity plugin for Coplay
Rails Engine with MCP compliant Spec.
Open source AI agent CLI with executor framework (a8e, Claude Code), gateway relay, MCP support, and scrolling TUI
Open-source AI desktop app with built-in knowledge base, MCP support, and multi-provider models like OpenAI, Gemini, Grok, and Ollama.
Cesium MCP Runtime Server â AI Agent éčŋ MCP å莎ææ§æĩč§å¨ Cesium
Submit and manage Forma (https://joinforma.com) claims from the command line and Model Context Protocol (MCP) clients
List MCP Server configurations in your system used by AI applications like Cursor, Claude Desktop, VS Code and others
Model Context Protocol (MCP) Server to connect your AI with any MediaWiki
Self improving agents through iterations
MCP server for controlling a real iPhone via macOS iPhone Mirroring...and any MacOs app. Screenshot, tap, swipe, type â from any MCP client.
AI agent memory & session orchestrator for MCP â persistent KV-Cache, Soul Board, immutable Ledger
A unified web extraction and stateful automation engine for AI. Replaces heavy testing frameworks with token-optimized browser control, deep research, and HITL.
Token-efficient navigation substrate for AI coding agents. Index code once and retrieve only the symbols you need.
Thoughtbox is an intention ledger for agents. Evaluate AI's decisions against its decision-making.
eBPF-based GPU causal observability agent
Browser-adapted MCP TypeScript SDK - Dynamic tool registration for W3C Web Model Context API and AI agent integration
MCP Workspace Server: A secure Model Context Protocol server providing file, git, and GitHub tools for AI assistants within a sandboxed project directory.
Structured, auditable AI-assisted development for teams. Zero-dependency MCP server, web dashboard, and multi-provider AI CLI support.
Generate a map of your codebaseto help AI Agents understand your architecture, coding conventions and patterns. Discoverable with Semantic Search
ArifOS â Constitutional MCP kernel for governed AI execution. AAA architecture: Architect ¡ Auditor ¡ Agent. Built for the open-source agentic era.
ArifOS â Constitutional MCP kernel for governed AI execution. AAA architecture: Architect ¡ Auditor ¡ Agent. Built for the open-source agentic era.
MCP server for querying CKAN open data portals (package search, DataStore SQL, organizations, groups, tags)
đŦ The first AI-powered MCP server for Final Cut Pro XML. Control your edits with natural language.
Command-line tool for debugging MCP servers
å°įŖå¸æŗéĸå¤æąē + å ¨åæŗčĻčŗæåēĢ MCP server ¡ Query Taiwan legal data from any MCP AI agent
MCP server for Kaseya Autotask PSA â 39 tools for companies, tickets, projects, time entries, and more
Codingbuddy orchestrates 29 specialized AI agents to deliver code quality comparable to a team of human experts through a PLAN â ACT â EVAL workflow.
MCP server for semantic search using local Qdrant vector database and OpenAI embeddings
Deterministic CI scanner and surface-risk scoring for MCP (Model Context Protocol) servers.
Markdown-first MCP server for Notion API - composite tools optimized for AI agents
Session-based Slack MCP for Claude and MCP clients: local-first workflows, secure-default HTTP.
A comprehensive Model Context Protocol (MCP) server that provides access to over 100 IT tools and utilities commonly used by developers, system administrators, and IT professionals. Inspired by https:
ToolHive's registry catalog of MCP servers
Stop juggling, start finishing. GSD Task Manager makes it easy to sort your to-dos into whatâs urgent and whatâs important, so you can finally get stuff done without burning out. Itâs simple, visual,
AI-first, zero-dependency JavaScript database. Vector search, agent memory, MCP server, and encryption built in. Node.js, Bun, Deno, browsers, and edge runtimes.
Your AI forgets everything between sessions. SAME fixes that. Local-first, no API keys, single binary.
arXiv MCP Server Client đ enables AI assistants to search, retrieve, analyze, and summarize arXiv papers with features like author/category browsing, trends, and citation insights.
One memory layer for every AI agent. Local-first, markdown source of truth, and CLI/HTTP/MCP native. Your agent forgot who you are. Again. Dory fixes that.
Personal knowledge graph MCP server on Cloudflare D1 + Vectorize. Deploy your own sovereign second brain in one click â Claude captures atomic concepts, finds cross-domain analogies, and links them wi
âī¸ Enable AI agents to conduct autonomous penetration testing on any Linux distribution with a persistent and robust Model Context Protocol server.
Unify Claude Code, Codex, Cursor, and Gemini CLI with persistent context, governance, and multi-model debate. 186 MCP tools. 123 tests.
Remote MCP server for ChromaDB
MCP server for Google NotebookLM â 32 tools for notebooks, sources, research, and studio content generation
SDK to build Agents in rust. Build and manage complex, self-correcting agent teams. Launch multi-agent systems via configuration files or using an Agent Factory. It's the robust framework for orchestr
đ Discover and explore a curated list of MCP servers, tools, and resources for AI assistants, enhancing your development and productivity.
AI coding agent for your terminal, implemented in pure Rust
Local-first AI agent memory â one command, 13+ IDEs, works offline. Persistent memory for Claude Code, Cursor, Windsurf, OpenClaw. Zero-code interceptors for OpenAI/Anthropic. Python & TypeScript SDKs
Production-ready MCP server exposing JustOneAPI endpoints to AI agents with raw JSON responses.
MCP server for elisym - AI agent discovery, jobs, and payments
MCP server for AvatarBook â autonomous AI agent social platform
Unofficial MCP server for Mistral AI developer docs and API reference. One public URL, no auth, works in every MCP client.
The API layer for AI agents. Dashboard + 22K APIs + 18 Direct Call providers. MCP native.
MCP server giving AI a knowledge graph over Obsidian vaults. 13-layer scoring that learns. Local-first, zero cloud.
đ Generate and extend production-ready Model Context Protocol (MCP) servers with a modern CLI tool that showcases all MCP features in one cohesive example.
Automate cold email campaigns effortlessly with SmartLead MCP Server. Integrate with AI tools for streamlined communication. đđģ
Compiler truth in, AI context out. Open semantic glue between language intelligence and AI tools.
MCP server for Deckpipe â create, edit, and export slide decks from any AI agent
Local-first knowledge base with semantic search for AI coding assistants. Fewer tokens, faster context.
The most comprehensive MCP server for Meta's business platform. 200+ tools covering Facebook Pages, Instagram, Threads, Ads Manager, Commerce, Conversions API, Audiences, Insights, and Ad Library.
đ ī¸ Connect Blender to Claude AI for seamless 3D modeling and scene manipulation using the Model Context Protocol for enhanced creative workflows.
XC-MCP delivers an intelligent MCP server for Xcode tooling with progressive disclosure and caching to prevent token overflow. It speeds workflows and boosts reliability in development đ
AI agent platform and MCP server â knowledge packs, AI agent tools, workflow automation, and CLI
MoFlo â AI agent orchestration for Claude Code. Forked from ruflo/claude-flow with patches applied to source, plus feature-level orchestration.
Three-tier AI agent MCP orchestration system: Chancellor (Opus), Executor (Sonnet), Aide (Haiku)
MCP server exposing public instruction workflows as tools, backed by hidden AI agent skills for requirements, orchestration, quality, research, evaluation, governance, resilience, and physics-inspired
The most comprehensive MCP server for Polymarket â 48 tools spanning direct trading, market discovery, smart money tracking, copy trading, backtesting, risk management, and portfolio optimization. Wor
Tired of hardcoding secrets like API keys in your MCP client configuration (e.g., mcp.json, claude_desktop_config.json)? mcp-secure-launcher lets you run your existing MCP servers securely without mod
Route, manage, and analyze your LLM requests across multiple providers with a unified API interface
CLI + MCP server for ZuckerBot â run Facebook ad campaigns from your terminal or AI agent
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đ§ Accelerate research with SynapseFlow, an AI assistant utilizing 66 agents for swift literature reviews, citation analysis, and hypothesis generation.
đ Streamline web scraping with Scraper MCP, a server that optimizes content for AI by filtering data and reducing token usage for LLMs.
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Control plane for governed AI coding: validate agent changes, enforce policy, track findings, and ship with proof.
đ¨ Extract complete design systems from websites and generate AI-ready skill.md files to replicate exact design elements efficiently.
MCP server for microsandbox â manage microVM sandboxes from any AI agent
đ§ Store and search your notes effectively with Git-native memory storage, enhancing productivity for Claude Code users.
đ ī¸ Build efficient Zig-based tools with MCP.zig, focusing on modularity and performance for streamlined software development.
đ¤ Explore and utilize top open-source tools for running, fine-tuning, and building LLMs entirely locally, without cloud dependencies or API keys.
A curated, daily-updated list of awesome resources, tools, SDKs, papers, and projects for Anthropic & Claude AI
Manage and automate Obsidian vaults from the command line with 100+ commands and direct file access for efficient workflows.
đ§ Enhance Claude AI context retention by optimizing prompt efficiency and enabling seamless session handoff for consistent memory across interactions
đ¤ Create and modify workflows effortlessly with ComfyUI's AI assistant, enabling natural conversations with agents like Claude and Gemini.
đ§ Enhance agent skills with the Awesome Agent Skills MCP Server, providing powerful tools for managing and optimizing agent functionality.
đ ī¸ Enhance Claude Code CLIâs refactoring with JetBrains IDEs, leveraging advanced semantic analysis for smarter code usage handling.
MCP server for Botwallet â AI agent payments with FROST threshold signing on Solana
OpenGrok MCP Server is a native Model Context Protocol server that bridges your organization's OpenGrok search engine with AI assistants â enabling instant, natural language search and deep repository
đ Simplify payment processing with PayLink, a unified API for multi-provider checkouts, ensuring reliable transactions and seamless integration.
đ Track token consumption in real-time with MCP Audit. Diagnose context bloat and unexpected spikes across MCP servers and tools efficiently.
đ Build a production-ready RAG system that combines LangGraph and MCP integration for precise, context-aware AI-driven question answering.
đ Fetch real-time cryptocurrency prices with a reliable server that uses Binance and CoinMarketCap for seamless data access and fallback.
đ Build and launch a dynamic multi-agent ecosystem quickly with Swarm Factory, your go-to solution for adaptive AI development.
đ Ask questions about your shop data in natural language and get instant answers about appointments, customers, and repair orders with Tekmetric MCP.
Build and run local AI agents with multi-model support, modular skills, secure controls, and multi-channel access for personal automation tasks.
Aggregate and serve specialized Agent Skills across multiple servers with dynamic tool management and human-in-the-loop security controls.
Provide a JSON-RPC 2.0 server that enables Claude Code access via stdio or WebSocket without requiring an API key or extra authentication.
đ Manage domains, DNS, contacts, and listings with spaceship-mcp, a community-built MCP server for the Spaceship API.
đ Streamline build and dev output by feeding logs directly into AI coding sessions using Model Context Protocol for seamless automation.
đ Simulate a complete modern web ecosystem for autonomous AI agents to explore, interact, and be observed within a robust research platform.
đ§ Unlock Apple Mail's potential with 42 powerful tools for full scripting control, enabling advanced mailbox and email management.
đ Build a robust MCP gateway platform to enhance your Plex experience with seamless integration and reliable performance.
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đ¤ Orchestrate AI models like GPT and Claude for seamless collaboration in multi-agent development tasks with the Claude Team MCP Server.
Local-first autonomous coding agent that plans, executes, validates, and finishes software tasks end-to-end.
Open infrastructure/control plane for Unchained
An AI guardian that remembers, watches, and acts.
A command-line information store for quick reference of frequently used data, with dot notation paths, shell completions, and MCP server for AI agent integration.
MCP server for controlling Apple TV, HomePod, and AirPlay devices. Control your TV with natural language through Claude Desktop.
Let Agents Chat â MCP server for AI agent communication
đ Enable seamless browser automation in OpenCode with the Browser MCP plugin for easy navigation and task execution.
MCP server for tether.name - AI agent identity verification
MCP Server for AI agent browser automation via Chrome Extension
weldable MCP server â give your AI agent hundreds of tools
MCP server for ATOMS.tech â AI agent integration for requirements management
MCP Server for FindSkills â search and discover 32,000+ AI Agent Skills
AI agent OS for vibe coders â MCP server for Claude, Cursor, Windsurf & Lovable. Security audits, SEO, performance, design tokens, copywriting and 76+ dev tools in one CLI.
Paean AI CLI - Claude Code-like AI agent with local MCP integration, task management, and autonomous worker mode
QuetraAI MCP server â AI agent governance as MCP tools
MCP server for ClawVault - AI agent payment security layer
Give your AI agent a career. Persistent memory, reputation, expertise, and community â for any MCP-compatible AI agent.
CSP AI Agent MCP Server - Centralized AI tools distribution and management