Tag: #mcp-server
171 packages • ⭐ 447,619 total stars
Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.
An open-source AI agent that brings the power of Gemini directly into your terminal.
Chrome DevTools for coding agents
AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents
Streaming music player that finds free music for you
This open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) through real-world, cross-language examples in .NET, Java, TypeScript, JavaScript, Rust and Python. Designed for
OpenMetadata is a unified metadata platform for data discovery, data observability, and data governance powered by a central metadata repository, in-depth column level lineage, and seamless team colla
本项目为xiaozhi-esp32提供后端服务，帮助您快速搭建ESP32设备控制服务器。Backend service for xiaozhi-esp32, helps you quickly build an ESP32 device control server.
Official MCP Servers for AWS
A Model Context Protocol (MCP) server and CLI that provides tools for agent use when working on iOS and macOS projects.
Own your AI. The native macOS harness for AI agents -- any model, persistent memory, autonomous execution, cryptographic identity. Built in Swift. Fully offline. Open source.
Exa MCP for web search and web crawling!
The official C# SDK for Model Context Protocol servers and clients. Maintained in collaboration with Microsoft.
Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP Support
Fastest enterprise AI gateway (50x faster than LiteLLM) with adaptive load balancer, cluster mode, guardrails, 1000+ models support & <100 µs overhead at 5k RPS.
Advanced TradingView MCP Server for AI-powered market analysis. Real-time crypto & stock screening, technical indicators, Bollinger Band intelligence, and candlestick patterns. Works with Claude Desk
The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.
Official data.gouv.fr Model Context Protocol (MCP) server that allows AI chatbots to search, explore, and analyze datasets from the French national Open Data platform, directly through conversation.
Connect AI models like Claude & GPT with robots using MCP and ROS.
The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, or any other website using thousands of ready-made scrapers, crawlers, and automa
A Model Context Protocol server to connect to MongoDB databases and MongoDB Atlas Clusters.
Single-file memory layer for AI agents, sub mili-second RAG on Apple Silicon. Metal Optimized On-Device. No Server. No API. One File. Pure Swift
A local Apple Documentation crawler and MCP server. Written in Swift.
An MCP server for interacting with Sentry via LLMs.
MCP Server for SearXNG
MeiGen-AI-Design-MCP — Turn Claude Code / OpenClaw into your local Lovart. Local ComfyUI, 1,400+ prompt library, multi-direction parallel generation.
MCP server that integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.
A MCP (Model Context Protocol) server for interacting with dbt.
Decision audit trail + persistent memory for AI trading agents. Outcome-weighted recall, SHA-256 tamper detection, 17 MCP tools.
A comprehensive Model Context Protocol (MCP) server that enables AI assistants to control Unreal Engine through the native C++ Automation Bridge plugin. Built with TypeScript and C++.
BioMCP: Biomedical Model Context Protocol
CoexistAI is a modular, developer-friendly research assistant framework . It enables you to build, search, summarize, and automate research workflows using LLMs, web search, Reddit, YouTube, and mappi
🗂️🤖 Airtable Model Context Protocol Server, for allowing AI systems to interact with your Airtable bases
A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.
Give your AI agents persistent memory.
A powerful multi-database server implementing the Model Context Protocol (MCP) to provide AI assistants with structured access to databases.
Open-source control plane for your AI agents. Connect tools, hire agents, track every token and dollar
Semantic code searcher and codebase utility
Free, open-source SQL Server performance monitoring — 32 collectors, real-time alerts, graphical plan viewer, MCP server for AI analysis. Supports SQL 2016-2025, Azure SQL, AWS RDS.
Browser automation clicks buttons. OpenTabs calls APIs.
Compact, efficient, and extensible long-term memory for LLM agents.
Tableau's official MCP Server. Helping Agents see and understand data.
🔥 Lightweight, Airbrake/Sentry-compatible, PostgreSQL-based Open Source Error Catcher
Local-first RAG server for developers. Semantic + keyword search for code and technical docs. Works with MCP or CLI. Fully private, zero setup.
The engine powering hundreds of thousands of MCP connections 🤖 🔥
vMLX - Home of JANG_Q - Cont Batch, Prefix, Paged, KV Cache Quant, VL - Powers MLX Studio. Image gen/edit, OpenAI/Anth
AI-powered spec generation and review using multi-repo code graph intelligence for backend teams that ship to production.
Nextcloud MCP Server
Let LLMs interface with your tasks and projects through the Model Context Protocol. Add, organize, and query your OmniFocus database with natural language commands.
A comprehensive set of samples of creating and using MCP servers and clients with .NET
The Google Ads MCP Server is an implementation of the Model Context Protocol (MCP) that enables Large Language Models (LLMs), such as Gemini, to interact directly with the Google Ads API.
Free, open-source SQL Server execution plan analyzer — cross-platform GUI + CLI with 30 analysis rules, missing index detection, SSMS extension. Built-in MCP server for AI-assisted plan review.
Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.
An interactive disassembler for the CPU 6502, focused mostly on Commodore 8-bit computers. Features a TUI with modern features like x-ref, undo/redo, arrows, keyboard-driven, mcp server, VICE debugger
Pragmatic AI Labs MCP Agent Toolkit - An MCP Server designed to make code with agents more deterministic
TypeScript-first framework for the Model Context Protocol (MCP). You write clean, typed code; FrontMCP handles the protocol, transport, DI, session/auth, and execution flow.
All-in-one Kubernetes SDK: create, manage, and operate clusters across distributions (Kind, K3d, Talos, VCluster) with built-in GitOps, secrets, AI assistant, and MCP server. Only requires Docker.
The leading, most token-efficient MCP server for documentation exploration and retrieval via structured section indexing
Agent-native TypeScript framework for building MCP servers. Build tools, not infrastructure.
MCP Server to previewing mermaid diagrams with live reload
Token-efficient browser MCP server — structured web pages for AI agents, not raw accessibility dumps
MCP server for token-efficient large document analysis via the use of REPL state
The Execution Security Layer for the Agentic Era. Providing deterministic "Sudo" governance and audit logs for autonomous AI agents.
Markdown and OFM SDK w/ MCP server that transforms your Obsidian vault into an intelligent knowledge system
Wanaku MCP Router
Model Context Protocol server for Firefox DevTools - enables AI assistants to inspect and control Firefox browser through the Remote Debugging Protocol
List MCP Server configurations in your system used by AI applications like Cursor, Claude Desktop, VS Code and others
Zettelkasten-based persistent memory for AI coding agents. Works with Claude Code, Cursor, VS Code Copilot, Codex, Windsurf & any MCP client. No vector DB — just markdown + git sync.
CLI, MCP server, and npm library that turns any website into an API — no docs, no SDK, no browser.
[Community Supported] Perforce P4 MCP Server is a Model Context Protocol (MCP) server that integrates with the Perforce P4 version control system.
A comprehensive MCP server for Metabase with 70+ tools.
The implementation of Model Context Protocol (MCP) server for VictoriaLogs.
🗓️ A CalDAV Model Context Protocol (MCP) server to expose calendar operations as tools for AI assistants.
MCP server for controlling a real iPhone via macOS iPhone Mirroring...and any MacOs app. Screenshot, tap, swipe, type — from any MCP client.
Structured, auditable AI-assisted development for teams. Zero-dependency MCP server, web dashboard, and multi-provider AI CLI support.
A comprehensive MCP server for Gradle.
Your second brain, starting today. CLI + MCP server that helps you build, maintain, and search a knowledge vault that gets better every day. Works with any AI provider. Local-first, zero-prereq instal
The Control Plane for MCP — secure vault, managed runtime, audit trail, and policy-based approvals.
Enhanced MCP server for SearXNG: category-aware web-search, web-scraping, and date/time retrieval.
A fully functional and production-grade reverse engineering MCP Server
The Developer's Guide to AI - A Field Guide for the Working Developer
Let your agent write code and execute code directly in the browser with WASM
OSCAL tools for AI agents
Post tweets, reply, like, retweet, follow, DM & more from OpenClaw. Full X/Twitter automation via Xquik — 121 endpoints, reads from $0.00015/call (33x cheaper than official X API). 2 tools, 2 commands
OpenSource MCP Marketplace | MCP Servers Tools Meta Dataset | Web API | Web Client Integration
🪈 Intelligent orchestration system that coordinates multiple AI coding assistants (Claude, Codex, Gemini CLI, Copilot CLI) to collaborate on complex software development tasks via REPL or a Vue/Nuxt
Recallium is a local, self-hosted universal AI memory system providing a persistent knowledge layer for developer tools (Copilot, Cursor, Claude Desktop). It eliminates "AI amnesia" by automatically c
SmartBear's official MCP Server
A comprehensive Python client library and MCP server for Microsoft Dynamics 365 Finance & Operations (D365 F&O) that provides easy access to OData endpoints, metadata operations, label management, and
MCP server for SAP BTP ABAP Cloud and On-Premise ECC/S/4HANA ABAP ADT with full CRUD, JWT/XSUAA, and service-key auth.
Brain-inspired knowledge graph: spreading activation, Hebbian learning, memory consolidation.
MCP server providing tools to create Ms Office documents like presentations, emails, spreadsheets and word docs (pptx, docx, eml, xlsx)
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:
A Unity MCP server that allows MCP clients like Claude Desktop or Cursor to perform Unity Editor actions.
MCP Server for Simplenote integration with Claude Desktop
Security intelligence API and MCP server for AI agents. 25 tools, 35+ endpoints: CVE/EPSS/KEV, domain recon, SSL, IP reputation, threat intel, email security, code scanning. Free, no signup.
Stop juggling, start finishing. GSD Task Manager makes it easy to sort your to-dos into what’s urgent and what’s important, so you can finally get stuff done without burning out. It’s simple, visual,
Intelligent Model Context Protocol (MCP) server for AI-assisted API development. Generate mock servers from OpenAPI specs with advanced logging, performance analytics, and server discovery. Optimized
Persistent memory and session intelligence for AI coding assistants. Auto-tracks mistakes, decisions, and context via hooks. Mines your full session history for patterns, predictions, and cross-sessio
🤖 Discover top AI agent skills with our curated collection, featuring automated updates and precise classification from the GitHub ecosystem.
India-first MCP server for NSE/BSE, fundamentals, analytics, and daily research workflows.
Agent-ready telemetry SDK — enriches OpenTelemetry across Java, Go, Python, Node.js, and browser with structured context for AI-driven observability.
🤖 Manage multiple Telegram accounts effortlessly with AI-driven tools for bulk messaging, scheduling, and more in one easy-to-use platform.
🧠 Transform documentation chaos into a structured memory system with Mnemos, your self-hosted, multi-context knowledge server for developers.
🚀 Build and explore multi-agent AI workflows with ready-to-use projects for document serving, Q/A bots, and orchestration.
🧠 Accelerate research with SynapseFlow, an AI assistant utilizing 66 agents for swift literature reviews, citation analysis, and hypothesis generation.
Enable AI assistants to design, explore, and automate n8n workflows using detailed node info and curated templates for efficient automation.
A MCP server to use StatCAN data
🤖 Develop enterprise AI agents with integrated tools for chat, video, image editing, and secure multi-tenant workflows.
🤖 Build advanced AI agents with a collection of production-ready applications using modern frameworks for single and multi-agent systems.
🚀 Run a high-performance MCP server for Zotero, enabling customizable workflows without cloud dependency or API keys.
🔍 Eliminate data until revealed with Ghost Protocol, a privacy system that ensures security through absence, not secrecy.
🌐 Transform your ideas into real websites and apps using AI tools, guiding each step for a smooth development process from concept to launch.
🧠 Empower AI agents with instant knowledge of your business using structured markdown files for consistent, accurate outputs every time.
🔍 Accelerate research using a Multi Agent System for efficient context engineering with DeepAgent and LangChain's library.
🚀 Discover and explore the 100 GitHub projects that shaped the tech landscape of 2025, enhancing your development toolkit and knowledge.
🤖 Build and deploy scalable Multi-AI Agent systems with LangGraph and Groq LLMs to enhance intelligence across enterprise applications.
🔌 Access multiple databases seamlessly with SQLTools MCP, a versatile service supporting MySQL, PostgreSQL, SQL Server, DM8, and SQLite without multiple servers.
🛠️ Build efficient Zig-based tools with MCP.zig, focusing on modularity and performance for streamlined software development.
No description
🧠 Enhance AI conversations with Cognio, a persistent memory server that retains context and enables meaningful semantic search across sessions.
Convert OpenAPI specs into nine standard AI agent interfaces to integrate your API with various agent frameworks efficiently.
Provide reliable, repository-scoped memory for AI coding agents with code citations, just-in-time verification, and stale-proof data management.
Deploy a local, multi-user RAG system to query PDF and DOCX documents using a local LLM without cloud or API dependencies.
🔗 Connect AI agents with a shared memory system to keep conversations seamless and information persistent across sessions.
A deterministic development harness for Claude Code — MCP workflow engine, enforcement hooks, YAML workflows, and multi-agent consensus (Claude + Codex + Gemini)
Agency-grade Discord MCP server — multi-guild project routing, AI-native notifications, and DevOps workflows for Claude Code and other AI agents
OpenGrok MCP Server is a native Model Context Protocol server that bridges your organization's OpenGrok search engine with AI assistants — enabling instant, natural language search and deep repository
🚀 Manage domains, DNS, contacts, and listings with spaceship-mcp, a community-built MCP server for the Spaceship API.
🔍 Enable AI-driven network security scanning with a production-ready Nmap MCP server supporting diverse tools, scan types, and timing templates.
🔍 Enable local LLMs with real-time Google search, live feeds, OCR, and video insights using noapi-google-search-mcp server tools.
🤖 Implement hybrid human-AI orchestration patterns in Python to coordinate agents, manage sessions, and enable smooth AI-human handoffs.
🛡️ Enable secure, read-only SSH access for LLM agents to audit servers, run diagnostics, and inspect logs without risking data changes.
🧠 Enable AI coding agents to adopt product management skills and build user-focused software efficiently.
⚙️ Define and compile AI coding rules, commands, and templates into workflows that work across multiple editors and agents.
🚀 Manage multiple PostgreSQL databases with one MCP server, offering hot reload, access control, and read-only query safety in a single config file
🚀 Boost your coding efficiency with OpenSem, a bootstrapping template for Serena and Superpowers, enabling quick setup without scripts.
📝 Create and manage Markdown notes with folders, dark/light mode, live preview, and easy export to PDF/Markdown for a seamless note-taking experience.
🔧 Expose Hono API endpoints as MCP tools, simplifying integration and enhancing your API's functionality.
🗺️ Optimize token usage by over 95% when navigating large codebases with Claude Code, enhancing your productivity in AI development.
🤖 Build AI and Gen AI agents using Model Context Protocol (MCP) with hands-on projects and practical tools like LangChain and CrewAI.
🛡️ Enhance Claude Code with security and utility hooks to prevent prompt injection and extend functionality through custom scripts.
📊 Convert Excel files to multiple formats like JSON, CSV, and SQL with this powerful Rust CLI tool, offering speed, flexibility, and easy customization.
🧹 Simplify your MCP servers with mcp-tidy, clearing server bloat to enhance performance and improve tool selection in Claude Code.
🤖 Enhance AI capabilities with modular Skills that provide expert knowledge, workflows, and integrations for any project.
🗂️ Manage your tasks easily with TaskFlow, a minimal Node.js application that supports adding, viewing, completing, and deleting tasks while saving data as JSON.
🚀 Seamlessly route requests between multiple LLM APIs using a unified gateway on Cloudflare Workers for efficient development and integration.
🛠️ Build a robust AI Kernel for stable, auditable, and sovereign AI systems, ensuring secure execution and compliance across various domains.
🔍 Enhance code quality with Argus MCP, an AI-driven code review server using a Zero-Trust model for safe and efficient development.
🛡️ Enhance code safety with Claude Code Safety Net, a tool designed to identify and mitigate risks in your codebase effectively.
📊 Analyze and visualize Model Context Protocol (MCP) traffic with RETICLE, your Wireshark-like tool for better network insights.
🌊 Remove watermarks from Gemini AI images quickly and effortlessly with a browser-based tool that requires no server dependencies.
🚀 Enhance retrieval with REFRAG, using micro-chunking and fast indexing for optimized RAG systems that improve efficiency and effectiveness.
🚀 Build and run a scalable Playwright automation framework in TypeScript for UI, API, and performance testing, embracing Shift Left practices.
🔍 Access Google Search Console analytics directly to uncover SEO insights, keyword cannibalization, and traffic opportunities with ease.
Provide full Python API access to NotebookLM features, including advanced functions beyond the web interface, via CLI and AI agent integration.
Provide ready-to-use Claude Code commands, subagents, hooks, skills, and configs to simplify setup and speed up development.
Enable multi-chain batch crypto payments, payroll, swaps, invoices, price feeds, and AI-powered transaction tools for OpenClaw agents.
Manage and debug local Model Context Protocol servers with an easy desktop app that auto-discovers and monitors MCP instances.
Display real-time OBD2 data on ESP32 2.8" touch screen using serial ELM327 for accurate diagnostics, performance charts, and configurable gauges.
Manage and automate tasks in Yandex Tracker using a robust MCP integration for efficient issue tracking and project control.
Simplify web scraping by extracting data from modern websites with an easy-to-use Python library designed for efficiency and clarity.
Aggregate and serve specialized Agent Skills across multiple servers with dynamic tool management and human-in-the-loop security controls.
Provide stable access to Substack data by connecting MCP clients to the official Publisher API for post analytics and subscriber info.
Scan and fix vulnerabilities in Python, JavaScript, TypeScript, Go, and Java code using AI-powered analysis with 200 built-in security rules.
Build AI agents that actually do things. Synapse is an open-source platform for creating, connecting, and orchestrating AI agents powered by any LLM — local or cloud.
UK due diligence MCP server — Companies House, corporate research, compliance checks
A toolkit for controlling Unity Editor externally via REST API, MCP (Model Context Protocol), and CLI.
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.
Deterministic governance engine for AI agents. Enforce rules defined in .md governance files across AI systems.