Development Tools MCP Servers

MCP server implementation that provides 1Panel interaction.

AI-powered Architectural Decision Records (ADR) analysis server that provides architectural insights, technology stack detection, security checks, and TDD workflow enhancement for software development projects.

Connect to dozens of databases, data warehouses, Github & more, from a single MCP server. Run the Docker image locally, in the cloud, or on-premise.

A collection of MCP clients&servers to find the right mcp tools by **[Hekmon](https://github.com/hekmon8)**

Provides tools to search Airbnb and get listing details.

MCP Server that provides interaction capabilities with Amazon Advertising through [MarketplaceAdPros](https://marketplaceadpros.com)/

A Model Context Protocol server for generating 15+ visual charts using [AntV](https://github.com/antvis).

A powerful Model Context Protocol (MCP) server that provides seamless access to Apple Developer Documentation through natural language queries. Search, explore, and get detailed information about Apple frameworks, APIs, sample code, and more directly in your AI-powered development environment.

MCP server that lets LLM run AppleScript code to to fully control anything on Mac, no setup needed.

MCP Server that provides database interaction capabilities through [ArangoDB](https://arangodb.com/).

Async-first Python architecture, wrapping the official [python-arango driver](https://github.com/arangodb/python-arango) with graph management capabilities, content conversion utilities (JSON, Markdown, YAML and Table), backup/restore functionality, and graph analytics capabilities; the 33 MCP tools use strict [Pydantic](https://github.com/pydantic/pydantic) validation.

An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using [RA-TLS](https://gramine.readthedocs.io/en/stable/attestation.html). This allows an MCP client to verify the server before connecting.

A curated list of MCP servers by **[Luke Fan](https://github.com/badkk)**

A curated list of MCP servers by **[Stephen Akinyemi](https://github.com/appcypher)**

A curated list of **remote** MCP servers, including their authentication support by **[JAW9C](https://github.com/jaw9c)**

Optimize your AWS spend (including Amazon Bedrock spend) with this MCP server by examining spend across regions, services, instance types and foundation models ([demo video](https://www.youtube.com/watch?v=WuVOmYLRFmI&feature=youtu.be)).

Run generated python code to securely query or modify any AWS resources supported by boto3.

An MCP server that provides a bridge to Azure DevOps services, enabling AI assistants to query and manage work items.

A curated list of all MCP servers and related resources for Azure developers by **[Arun Sekhar](https://github.com/achandmsft)**

This MCP server provides tools to fetch Bilibili user profiles, video metadata, search videos, and more.

A Model Context Protocol (MCP) server designed to connect to a CCTV recording program (VMS) to retrieve recorded and live video streams. It also provides tools to control the VMS software, such as showing live or playback dialogs for specific channels at specified times.

MCP server for the Clinical Interpretation of Variants in Cancer (CIViC) database, providing access to clinical variant interpretations and genomic evidence for cancer research.

A coding assistant MCP server that allows to explore a code-base and make changes to code. Should be used with trusted repos only (insufficient protection against prompt injections).

MCP server that provides code context and analysis for AI assistants. Extracts directory structure and code symbols using WebAssembly Tree-sitter parsers without Native Dependencies.

An MCP server that allows LLMs to execute Python code within a specified Conda environment.

An MCP server to create secure code sandbox environment for executing code within Docker containers.

Provides access to [coinmarketcap](https://coinmarketcap.com/) cryptocurrency data.

MCP server that provides computer control capabilities, like mouse, keyboard, OCR, etc. using PyAutoGUI, RapidOCR, ONNXRuntime Without External Dependencies.

Analyze large codebases and document collections using high-context models via OpenRouter, OpenAI, or Google AI -- very useful, e.g., with Claude Code

Semantic C++ code analysis using libclang. Enables Claude to understand C++ codebases through AST parsing rather than text search - find classes, navigate inheritance, trace function calls, and explore code relationships.

MCP server for structured, iterative reasoning and thinking with flexible validation, confidence tracking, revision mechanisms, and branching support.

MCP Server that exposes Creatify AI API capabilities for AI video generation, including avatar videos, URL-to-video conversion, text-to-speech, and AI-powered editing tools.

Comprehensive CSV processing with 40+ operations for data manipulation, analysis, and validation. Features auto-save, undo/redo, and handles GB+ files. Built with FastMCP & Pandas.

A tool to easily install and configure other MCP servers within Cursor IDE, with support for npm packages, local directories, and Git repositories.

A comprehensive MCP server for Microsoft Dynamics 365 Finance & Operations (D365 F&O) that provides easy access to OData endpoints, metadata operations, label management, and AI assistant integration.

MCP server for autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort. NOTE: Will execute arbitrary Python code on your machine, please use with caution!

Datadog MCP Server for application tracing, monitoring, dashboard, incidents queries built on official datadog api.

A Model Context Protocol (MCP) server that provides tools for AI, allowing it to interact with the [DataWorks](https://www.alibabacloud.com/help/en/dataworks/) Open API through a standardized interface. This implementation is based on the Alibaba Cloud Open API and enables AI agents to perform cloud resources operations seamlessly.

MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control.

Model Context Protocol server integrating DeepSeek's advanced language models, in addition to [other useful API endpoints](https://github.com/DMontgomery40/deepseek-mcp-server?tab=readme-ov-file#features)

A MCP (Model Context Protocol) provider Deepseek reasoning content to MCP-enabled AI Clients, like Claude Desktop. Supports access to Deepseek's thought processes from the Deepseek API service or from a local Ollama server.

Energy-efficient Python-to-Rust transpiler with progressive verification, enabling AI assistants to convert Python code to safe, performant Rust while reducing energy consumption by 75-85%.

An MCP server for devcontainer to generate and configure development containers directly from devcontainer configuration files.

An MCP server that runs right inside the IDE, for connecting to MySQL, Postgres, SQLite, and MSSQL databases.

AI-powered development productivity platform that enhances software development workflows through intelligent automation and AI-driven assistance.

An MCP server, which connects to Discord through a bot, and provides comprehensive integration with Discord.

Docker MCP Server provides advanced, unified Docker management via CLI and MCP workflows, supporting containers, images, volumes, networks, and orchestration.

Docy gives your AI direct access to the technical documentation it needs, right when it needs it. No more outdated information, broken links, or rate limits - just accurate, real-time documentation access for more precise coding assistance.

STDIO/SEE MCP Server for Apache Druid by [iunera](https://www.iunera.com) that provides extensive tools, resources, and prompts for managing and analyzing Druid clusters.

A lightweight MCP server that allows LLMs to read and interact with your personal PDF and EPUB ebooks. Ideal for building AI reading assistants or chat-based ebook interfaces.

MCP server implementation that provides Elasticsearch interaction.

This server enables users to send emails through various email providers, including Gmail, Outlook, Yahoo, Sina, Sohu, 126, 163, and QQ Mail. It also supports attaching files from specified directories, making it easy to upload attachments along with the email content.

An MCP server that integrates ESP IDF commands like building and flashing code for ESP Microcontrollers using an LLM.

The fabric-mcp-server is an MCP server that integrates [Fabric](https://github.com/danielmiessler/fabric) patterns with [Cline](https://cline.bot/), exposing them as tools for AI-driven task execution and enhancing Cline's capabilities.

Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude

Give your coding agent direct access to up-to date Fantasy Premier League data

Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery.

A Model Context Protocol server that provides seamless, standardized access to Fast Healthcare Interoperability Resources (FHIR) data from any compatible FHIR server. Designed for easy integration with AI tools, developer workflows, and healthcare applications, it enables natural language and programmatic search, retrieval, and analysis of clinical data.

Give your coding agent direct access to Figma file data, helping it one-shot design implementation.

Write down clean and better Flutter code from Figma design tokens and enrich nodes data in Flutter terminology.

Enables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere.

Local MCP server for Visual Studio 2022 that provides code-workspace functionality by giving AI agents selective access to project folders and files

MCP server for Fluent (ServiceNow SDK) providing access to ServiceNow SDK CLI, API specifications, code snippets, and more.

Tools to read, search, and manipulate Git repositories.

Allows LLM to interact with a local git repository, incl. optional push support.

MCP server that interfaces with the [git-mob](https://github.com/Mubashwer/git-mob) CLI app for managing co-authors in git commits during pair/mob programming.

A Model Context Protocol (MCP) server that provides 29 Git operations + 11 workflow combinations for AI assistants and developers. This server exposes comprehensive Git repository management through a standardized interface, enabling AI models and developers to safely manage complex version control workflows.

A Model Context Protocol (MCP) server for interacting with GitHub Actions.

A Model Context Protocol (MCP) server for interacting with GitHub Enterprise.

Unofficial GitHub MCP server that provides access to GitHub's GraphQL API, enabling more powerful and flexible queries for repository data, issues, pull requests, and other GitHub resources.

Token-based GitHub automation management. No Docker, Flexible configuration, 80+ tools with direct API integration.

gitmcp.io is a generic remote MCP server to connect to ANY GitHub repository or project documentation effortlessly

A Gmail service implementation using MCP (Model Context Protocol) that provides functionality for sending, receiving, and managing emails through Gmail's API.

a Goal Tracker and Visualization Tool for personal and professional development.

Provides Google Search results via the Google Custom Search API

Provides location results using Google Places API.

Provides Google Vertex AI Search results by grounding a Gemini model with your own private data

Helm MCP provides a bridge between AI assistants and the Helm package manager for Kubernetes. It allows AI assistants to interact with Helm through natural language requests, executing commands like installing charts, managing repositories, and more.

Access specialized web3 AI agents for blockchain analysis, smart contract security, token metrics, and blockchain interactions through the [Heurist Mesh network](https://github.com/heurist-network/heurist-agent-framework/tree/main/mesh).

Docker-ready MCP server for Home Assistant with entity management, domain summaries, automation support, and guided conversations. Includes pre-built container images for easy installation.

Modular toolkit for managing Fabric test networks and chaincode lifecycle via MCP tools.

Comprehensive IIIF (International Image Interoperability Framework) protocol support for searching, navigating, and manipulating digital collections from museums, libraries, and archives worldwide.

This MCP server provides image generation capabilities using the Replicate Flux model.

A macOS app that provides an MCP server for your iMessage, Reminders, and other Apple services.

Python code execution sandbox based on IPython and Docker. Stateful code execution, file transfer between host and container, configurable network access. See [ipybox MCP server](https://gradion-ai.github.io/ipybox/mcp-server/) for details.

A Model Context Protocol server that recreates [CorentinTh it-tools](https://github.com/CorentinTh/it-tools) utilities for AI agents, enabling access to a wide range of developer tools (encoding, decoding, conversions, and more) via MCP.

Decompile Java bytecode into readable source code from .class files, package names, or JAR archives using CFR decompiler

Connect to any JDBC-compatible database and query, insert, update, delete, and more. Supports MySQL, PostgreSQL, Oracle, SQL Server, SQLite and [more](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc#supported-jdbc-variants).

A FastMCP server that provides tools for retrieving and filtering job listings based on time period, keywords, and remote work preferences.

A Model Context Protocol (MCP) server implementation for programmatically generating videos using the json2video API. This server exposes powerful video generation and status-checking tools for use with LLMs, agents, or any MCP-compatible client.

connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks. This integration enables AI-assisted code execution, data analysis, visualization, and more.

A Model Context Protocol (MCP) server for Apache Kafka implemented in Go, leveraging [franz-go](https://github.com/twmb/franz-go).

designed to work with Keycloak for identity and access management, with about 40+ tools covering, Users, Realms, Clients, Roles, Groups, IDPs, Authentication. Native builds available.

A powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for any Kubernetes resource, this server provides specialized tools to interact with your cluster.

The KubeSphere MCP Server is a Model Context Protocol(MCP) server that provides integration with KubeSphere APIs, enabling to get resources from KubeSphere. Divided into four tools modules: Workspace Management, Cluster Management, User and Roles, Extensions Center.

MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics.

A Model Context Protocol server for LLDB that provides LLM-driven debugging.

Provides a repo-packing MCP tool with configurable profiles that specify file inclusion/exclusion patterns and optional prompts.

Golang based MCP Server to query logs from [Grafana Loki](https://github.com/grafana/loki).

Interact with Language Servers usint the Language Server Protocol to provide additional context information via hover, code actions and completions.

Get the latest social metrics and posts for both current live social context as well as historical metrics in LLM and token optimized outputs. Ideal for automated trading / financial advisory.

An MCP to write and execute MATLAB scripts, maintain workspace context between MCP calls, visualize plots, and perform section-by-section analysis of MATLAB code with full access to MATLAB's computational capabilities.

Yet another MCP security gateway, Maybe Don't AI provides policy checks on any call before it reaches downstream MCP servers to protect users from agents behaving poorly.

Static server that provides AI models with persistent tool-specific context and rules, preventing context loss between chat sessions and enabling consistent behavior across interactions.

Server that provides local-first document management and semantic search via embeddings or Gemini AI (recommended). Optimized for performance with disk persistence, an in-memory index, and caching.

Example MCP servers that use [annotated](https://github.com/spring-ai-community/mcp-annotations) Java interfaces/classes as 'tool groups'. Using standard MCP annotations, service implementations can then, at runtime, be used to generate tool specifications, and then dynamically added or removed from MCP servers. The functionality is demonstrated in a sample tool group, but can be similarly used for any API or service.

A cross-platform Tauri GUI tool for one-click setup and management of MCP servers, supporting Claude Desktop, Cursor, Windsurf, VS Code, Cline, and Neovim.

This server provides the MCP service for project weekly reports, with project management information supplied by OpenProject.

A powerful Model Context Protocol (MCP) server that creates other MCP servers! This meta-server provides tools for dynamically generating FastMCP server configurations and Python code.

An MCP server that provides tools for querying and discovering available MCP servers from this list.

Model Context Protocol (MCP) server for Apache Airflow API integration. Provides comprehensive tools for managing Airflow clusters including service operations, configuration management, status monitoring, and request tracking.

Model Context Protocol (MCP) server for Apache Ambari API integration. This project provides tools for managing Hadoop clusters, including service operations, configuration management, status monitoring, and request tracking.

A CLI inspector for the Model Context Protocol by **[wong2](https://github.com/wong2)**

Command line tool for installing and managing MCP servers by **[Michael Latman](https://github.com/michaellatman)**

Simple Web UI to install and manage MCP servers for Claude Desktop by **[Zue](https://github.com/zueai)**

A Model Context Protocol server that provides AI assistants with accurate, real-time information about NixOS packages, system options, Home Manager settings, and nix-darwin macOS configurations.

Model Context Protocol (MCP) server for Apache Ambari API integration. This project provides tools for managing Hadoop clusters, including service operations, configuration management, status monitoring, and request tracking.

Practice and retrieve problems from LeetCode. Automate problem retrieval, solutions, and insights for coding practice and competitions.

A Model Context Protocol server for YouTube operations, extracting video information and transcripts with intelligent fallback logic. Features comprehensive logging, error handling, and support for both auto-generated and manual transcripts.

A list of MCP services for discovering MCP servers in the community and providing a convenient search function for MCP services by **[iiiusky](https://github.com/iiiusky)**

Website to list high quality MCP servers and reviews by real users. Also provide online chatbot for popular LLM models with MCP server support.

A growing directory of high-quality MCP servers with clear setup guides for a variety of MCP clients. Built by the team behind the **[Highlight MCP client](https://highlightai.com/)**

A free [Model Context Protocol (MCP) Server](https://smithery.ai/server/@MeasureSpace/measure-space-mcp-server) that provides global weather, climate, air quality forecast and geocoding services by [measurespace.io](https://measurespace.io).

A Model Context Protocol server for Mem0, which helps with managing coding preferences.

AI-powered HTML prototype generation server that converts natural language descriptions into complete HTML code with modern design and responsive layouts. Supports design description expansion and seamless integration with Modao workspace.

MCP Server to interact with Morningstar Research, Editorial and Datapoints

This MCP server provides tools and resources for AI assistants to manage n8n workflows and executions, including listing, creating, updating, and deleting workflows, as well as monitoring their execution status.

This MCP(Model Context Protocol) Server provides tools to search, install, proxy other MCP servers.

The server provides latest information of park details, alerts, visitor centers, campgrounds, hiking trails, and events for U.S. National Parks.

This MCP server provides tools to fetch recent and historical NBA games including basic and advanced statistics.

A server that provides a set of tools for managing Nomad clusters through the MCP.

AI-powered JavaScript package management with security scanning, bundle analysis, and intelligent dependency management for MCP-compatible editors.

(by Guy Bary) AI-powered developer assistant that enables advanced code research, analysis and discovery across GitHub and NPM realms in realtime

An MCP server provides various blockchain data and market price data via the OKX API. The server enables Claude to perform operations like retrieve assets prices, transaction data, account history data and trade instruction data.

Content editing codes, value map, and positioning tools for product marketing.

This is a Python-based MCP server that provides OpenAI `web_search` built-in tool.

MCP server implementation that provides OpenStack interaction.

An MCP server that provides package index querying capabilities. This server is able to search and retrieve information from package repositories like PyPI, npm, crates.io, Docker Hub, and Terraform Registry.

MCP Server for the Peacock extension for VS Code, coloring your world, one Code editor at a time. The main goal of the project is to show how an MCP server can be used to interact with APIs.

An MCP server for pinning GitHub Actions and container base images to their immutable SHA hashes to prevent supply chain attacks.

An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP tools with zero code, enabling full-modal support for Text, Image, Sound, and Video generation with Chainlit-based web interface.

Generate image and video creatives using Placid.app templates

Run Python code in a secure sandbox via MCP tool calls, powered by Deno and Pyodide

connects QGIS to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.

Provides LLMs with essential random generation abilities, built entirely on Python's standard library.

Interact with your [Reaper](https://www.reaper.fm/) (Digital Audio Workstation) projects.

Redbee MCP server that provides support for interacting with Redbee API.

Redfish MCP server that provides support for interacting with [DMTF Redfish API](https://www.dmtf.org/standards/redfish).

MCP server for creating and managing QR codes using the [Scanova](https://scanova.io) API. Provides tools for generating, managing, and downloading QR codes.

Real-time PostgreSQL & Supabase database schema access for AI-IDEs via Model Context Protocol. Provides live database context through secure SSE connections with three powerful tools: get_schema, analyze_database, and check_schema_alignment. [SchemaFlow](https://schemaflow.dev)

Privacy-first macOS MCP server that provides visual context for AI agents through window screenshots

An MCP server provide web searching via [SearXNG](https://docs.searxng.org) & retrieve url as makrdown.

A free SEO tool MCP (Model Control Protocol) service based on Ahrefs data. Includes features such as backlinks, keyword ideas, and more. by [claudemcp](https://www.claudemcp.com/servers/seo-mcp).

MCP to Access SEC filings, financials & insider trading data in real time using [ShareSeer](https://shareseer.com)

Slack MCP server which supports both stdio and Streamable HTTP transports. Extended from the original Anthropic's implementation which is now [archived](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/slack)

Create PowerPoint presentations using the [Slidespeak](https://slidespeak.com/) API.

A registry of MCP servers to find the right tools for your LLM agents by **[Henry Mao](https://github.com/calclavia)**

This MCP server provides real-time football match data based on the SoccerDataAPI.

MCP for semantic code search & navigation that reduces token waste.

This MCP provides relevant commands, documentation, and other information to allow LLMs to take full advantage of Starwind UI's open source Astro components.

The MCP (Multi-Channel Protocol) System Health Monitoring is a robust, real-time monitoring solution designed to provide comprehensive health metrics and alerts for remote Linux servers.

TMCP server that provides seamless Figma integration specifically for Claude Desktop, enabling design creation, modification, and real-time collaboration through natural language commands.

A Model Context Protocol (MCP) server that provides raw TCP socket access, enabling AI models to interact directly with network services using raw TCP Sockets. Supports multiple concurrent connections, buffering of response data and triggering automatic responses.

An MCP server that provides paginated chat reading, message retrieval, and message sending capabilities for Telegram through Telethon integration.

An MCP server to query traces/spans from [Grafana Tempo](https://github.com/grafana/tempo).

An MCP server for [TheHive](https://strangebee.com/thehive/) Security Incident Response Platform.

A Model Context Protocol server that enables AI assistants to query Tideways performance monitoring data and provide conversational performance insights for PHP applications.

This MCP server integrates with The Movie Database (TMDB) API to provide movie information, search capabilities, and recommendations.

Desktop application that manages tools and MCP servers with just a few clicks - no coding required by **[gching](https://github.com/gching)**

A lightweight utility designed to simplify the deployment and management of MCP servers, ensuring ease of use, consistency, and security through containerization by **[StacklokLabs](https://github.com/StacklokLabs)**

An MCP server provides fast and reliable transcriptions for audio/video files and voice memos. It allows LLMs to interact with the text content of audio/video file.

A Model Context Protocol (MCP) server implementation that provides AI models with access to Typesense search capabilities. This server enables LLMs to discover, search, and analyze data stored in Typesense collections.

Advanced Unity3d Game Engine MCP which supports ,Execution of Any Editor Related Code Directly Inside of Unity, Fetch Logs, Get Editor State and Allow File Access of the Project making it much more useful in Script Editing or asset creation.

`Unity Editor` and `Unity Runtime` MCP integration. Unit Test, Coding, C# Roslyn, Reflection, Assets. Helps to create games with AI. And helps to run AI logic in the game in runtime.

An MCP server that enables LLMs to interact with Unity3d Game Engine, supporting access to a variety of the Unit's Editor engine tools (e.g. Console Logs, Test Runner logs, Editor functions, hierarchy state, etc) and executing them as MCP tools or gather them as resources.

A collection of MCP servers created using the [AgentR Universal MCP SDK](https://github.com/universal-mcp/universal-mcp).

A Model Context Protocol (MCP) server implementation that integrates with Unleash Feature Toggle system. Provide a bridge between LLM applications and Unleash feature flag system

An MCP server leveraging an external oversight layer to "vibe check" agents, and also self-improve accuracy & user alignment over time. Prevents scope creep, code bloat, misalignment, misinterpretation, tunnel vision, and overcomplication.

A Model Context Protocol Server to add, edit, and search videos with [Video Jungle](https://www.video-jungle.com/).

📷 Capture video stills from an OpenCV-compatible webcam or other video source.

Integrates Google Map, Google Street View, PixAI, Stability.ai, ComfyUI API and Bluesky to provide a virtual location simulation in LLM (written in Effect.ts)

An MCP server that provides voice status updates using OpenAI's text-to-speech API, to be used with Cursor or Claude Code.

The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating your enterprise systems with AI agents.

A server that provides full web search, summaries and page extration for use with Local LLMs.

A Model Context Protocol (MCP) server that provides AI assistants with comprehensive access to Cisco Webex messaging capabilities.

Wikidata MCP server that interact with Wikidata, by searching identifiers, extracting metadata, and executing sparql query.

MCP server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells.

MCP server that brings AI to your Xcode projects, enabling intelligent code assistance, file operations, project management, and automated development tasks.

Extract Youtube video information (with proxies support).

Comprehensive YouTube API integration for video management, Shorts creation, and analytics.

Retrieve video information, subtitles, and top comments with proxies.

Create playlists from song lists with OAuth2. Search videos, manage playlists, let AI curate your YouTube collections.

Summarize lengthy youtube videos.

MCP server for ZapCap API providing video caption and B-roll generation via natural language