Tag: #model-context-protocol
92 packages โข โญ 43,463 total stars
๐ The fast, Pythonic way to build MCP servers and 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
A local Apple Documentation crawler and MCP server. Written in Swift.
๐ Production-ready MCP server for PDF processing - 5-10x faster with parallel processing and 94%+ test coverage
MeiGen-AI-Design-MCP โ 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.
๐๏ธ๐ค 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 โ 38 optimized tools for managing self-hosted PaaS through AI assistants
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
Nextcloud MCP Server
OKX trading MCP server โ connect AI agents to spot, swap, futures, options & grid bots via the Model Context Protocol.
A secure* runtime for autonomous AI agents. Policy from plain-English constitutions. (*https://ironcurtain.dev)
A Model Context Protocol (MCP) server that provides authenticated access to Google Workspace APIs, offering integrated Authentication, Gmail, Calendar, and Drive functionality
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 secure, read-only access to BigQuery datasets. Enables Large Language Models (LLMs) to safely query and analyze data through a standardized interfac
ToolHive is an application that allows you to install, manage and run MCP servers and connect them to AI agents
Token-efficient browser MCP server โ structured web pages for AI agents, not raw accessibility dumps
MCP server for token-efficient large document analysis via the use of REPL state
Rails Engine with MCP compliant Spec.
Declarative Agent Orchestration. Ship while you sleep.
List MCP Server configurations in your system used by AI applications like Cursor, Claude Desktop, VS Code and others
Open-source AI desktop app with built-in knowledge base, MCP support, and multi-provider models like OpenAI, Gemini, Grok, and Ollama.
MCP server for controlling a real iPhone via macOS iPhone Mirroring...and any MacOs app. Screenshot, tap, swipe, type โ from any MCP client.
A unified web extraction and stateful automation engine for AI. Replaces heavy testing frameworks with token-optimized browser control, deep research, and HITL.
Thoughtbox is an intention ledger for agents. Evaluate AI's decisions against its decision-making.
Structured, auditable AI-assisted development for teams. Zero-dependency MCP server, web dashboard, and multi-provider AI CLI support.
ArifOS โ Constitutional MCP kernel for governed AI execution. AAA architecture: Architect ยท Auditor ยท Agent. Built for the open-source agentic era.
Generate a map of your codebaseto help AI Agents understand your architecture, coding conventions and patterns. Discoverable with Semantic Search
MCP server for querying CKAN open data portals (package search, DataStore SQL, organizations, groups, tags)
Deterministic CI scanner and surface-risk scoring for MCP (Model Context Protocol) servers.
๐ฌ The first AI-powered MCP server for Final Cut Pro XML. Control your edits with natural language.
MCP server for Kaseya Autotask PSA โ 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 โ ACT โ EVAL workflow.
MCP server for semantic search using local Qdrant vector database and OpenAI embeddings
Self improving agents through iterations
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:
Your AI forgets everything between sessions. SAME fixes that. Local-first, no API keys, single binary.
AI-first, zero-dependency JavaScript database. Vector search, agent memory, MCP server, and encryption built in. Node.js, Bun, Deno, browsers, and edge runtimes.
Stop juggling, start finishing. GSD Task Manager makes it easy to sort your to-dos into whatโs urgent and whatโs important, so you can finally get stuff done without burning out. Itโs simple, visual,
ๅฐ็ฃๅธๆณ้ขๅคๆฑบ + ๅ จๅๆณ่ฆ่ณๆๅบซ MCP server ยท Query Taiwan legal data from any MCP AI agent
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
๐ Discover and explore a curated list of MCP servers, tools, and resources for AI assistants, enhancing your development and productivity.
Local-first AI agent memory โ 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.
Local-first knowledge base with semantic search for AI coding assistants. Fewer tokens, faster context.
๐จ Extract complete design systems from websites and generate AI-ready skill.md files to replicate exact design elements efficiently.
๐ง Accelerate research with SynapseFlow, an AI assistant utilizing 66 agents for swift literature reviews, citation analysis, and hypothesis generation.
๐ Streamline web scraping with Scraper MCP, a server that optimizes content for AI by filtering data and reducing token usage for LLMs.
Route, manage, and analyze your LLM requests across multiple providers with a unified API interface
Compiler truth in, AI context out. Open semantic glue between language intelligence and AI tools.
๐ง Enhance Claude AI context retention by optimizing prompt efficiency and enabling seamless session handoff for consistent memory across interactions
๐ง Enhance agent skills with the Awesome Agent Skills MCP Server, providing powerful tools for managing and optimizing agent functionality.
๐ ๏ธ Enhance Claude Code CLIโs refactoring with JetBrains IDEs, leveraging advanced semantic analysis for smarter code usage handling.
๐ง Store and search your notes effectively with Git-native memory storage, enhancing productivity for Claude Code users.
๐ ๏ธ Build efficient Zig-based tools with MCP.zig, focusing on modularity and performance for streamlined software development.
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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.
OpenGrok MCP Server is a native Model Context Protocol server that bridges your organization's OpenGrok search engine with AI assistants โ enabling instant, natural language search and deep repository
๐ Manage domains, DNS, contacts, and listings with spaceship-mcp, a community-built MCP server for the Spaceship API.
๐ Streamline build and dev output by feeding logs directly into AI coding sessions using Model Context Protocol for seamless automation.
๐ค Create and modify workflows effortlessly with ComfyUI's AI assistant, enabling natural conversations with agents like Claude and Gemini.
๐ Simulate a complete modern web ecosystem for autonomous AI agents to explore, interact, and be observed within a robust research platform.
๐ง Unlock Apple Mail's potential with 42 powerful tools for full scripting control, enabling advanced mailbox and email management.
๐ Build a robust MCP gateway platform to enhance your Plex experience with seamless integration and reliable performance.
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๐ Enable seamless browser automation in OpenCode with the Browser MCP plugin for easy navigation and task execution.
๐ค Orchestrate AI models like GPT and Claude for seamless collaboration in multi-agent development tasks with the Claude Team MCP Server.
๐ Simplify payment processing with PayLink, a unified API for multi-provider checkouts, ensuring reliable transactions and seamless integration.
๐ Track token consumption in real-time with MCP Audit. Diagnose context bloat and unexpected spikes across MCP servers and tools efficiently.
๐ Build a production-ready RAG system that combines LangGraph and MCP integration for precise, context-aware AI-driven question answering.
๐ Fetch real-time cryptocurrency prices with a reliable server that uses Binance and CoinMarketCap for seamless data access and fallback.
๐ค Explore and utilize top open-source tools for running, fine-tuning, and building LLMs entirely locally, without cloud dependencies or API keys.
๐ Build and launch a dynamic multi-agent ecosystem quickly with Swarm Factory, your go-to solution for adaptive AI development.
๐ 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.
Control plane for governed AI coding: validate agent changes, enforce policy, track findings, and ship with proof.
Local-first autonomous coding agent that plans, executes, validates, and finishes software tasks end-to-end.
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.
The most comprehensive MCP server for Polymarket โ 48 tools spanning direct trading, market discovery, smart money tracking, copy trading, backtesting, risk management, and portfolio optimization. Wor
Open infrastructure/control plane for Unchained
An AI guardian that remembers, watches, and acts.