Popular MCP Servers

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  Docforkofficial

  docfork

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  A Model Context Protocol (MCP) server that provides daily-refreshed documentation for 9000+ libraries directly in AI code editors, helping developers avoid outdated references and hallucinations.

  Last updated 2026-04-11

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  1

  238

  460

  JavaScript

  MIT

• axint

  agenticempire

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  Open-source TypeScript/Python → Swift compiler for Apple platforms. AI agents write 5–15× less code to generate App Intents, SwiftUI views, WidgetKit widgets, and full apps. MCP server with 6 tools for scaffolding, compiling, validating, and browsing templates.

  Last updated 2026-04-13

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  456

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  Apache 2.0

• squire

  reidgoodbar

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  Remote runtimes for validation and offload jobs.

  Last updated 2026-04-05

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  16

  2

  MIT
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  Dumpling AI MCP Serverofficial

  DumplingAI

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  Integrates with Dumpling AI to provide data scraping, content processing, knowledge management, and code execution capabilities through tools for web interactions, document handling, and AI services.

  Last updated 2025-07-10

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  29

  MIT
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  Optuna MCP Serverofficial

  optuna

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  A Model Context Protocol server that enables automated optimization and analysis using Optuna, allowing LLMs to perform hyperparameter optimization and interactively analyze optimization results via chat interfaces.

  Last updated 2026-04-06

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  71

  MIT

• mcp-turboquant

  ShipItAndPray

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  MCP server for LLM quantization. Compress any HuggingFace model to GGUF, GPTQ, or AWQ format. 6 tools: info, check, recommend, quantize, evaluate, push. Self-contained Python server — no external CLI needed.

  Last updated 2026-04-02

  6

  MIT

• Calculator MCP Server

  githejie

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  A Model Context Protocol server that enables LLMs to perform precise numerical calculations by evaluating mathematical expressions.

  Last updated 2025-05-10

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  1

  149

  MIT
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  Kuzu MCP serverofficial

  kuzudb

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  This server enables natural language interaction between a user and their Kuzu databases using clients like Claude Desktop or Cursor, allowing LLMs to retrieve the database schema, execute Cypher queries, create nodes, and establish relationships in the graph database.

  Last updated 2025-10-10

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  40

  MIT
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  e2b-mcp-serverofficial

  e2b-dev

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  Using MCP to run code via e2b.

  Last updated 2026-03-30

  384

  Apache 2.0
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  execution-run-mcpofficial

  execution-run

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  Enables AI agents to interact with the Execute.run bot API for managing Shell balances, transferring funds, and executing LLM requests. It provides tools for identity verification, transaction tracking, and performing compute tasks through the Execute.run platform.

  Last updated 2026-02-06

  6

  MIT

• matlab-mcp-server-python

  HanSur94

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  MCP server that connects any AI agent to MATLAB — execute code, async jobs, interactive Plotly plots, custom tools, and monitoring dashboard

  Last updated 2026-04-03

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  MIT
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  Code Ocean MCP Serverofficial

  codeocean

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  Provides tools to search and execute Code Ocean capsules and pipelines while managing platform data assets. It enables users to interact with Code Ocean's computational resources and scientific workflows directly through natural language interfaces.

  Last updated 2026-03-09

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  3

  MIT

• MCPEmulate

  LabGuy94

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  An MCP server that provides CPU emulation, disassembly, and assembly tools for LLM agents across multiple architectures including x86, ARM, and RISC-V. It enables agents to manage isolated emulation sessions, perform memory analysis, hook syscalls, and trace execution through a standard tool interface.

  Last updated 2026-03-23

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  3

  GPL 2.0
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  bnbchain-mcpofficial

  bnb-chain

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  bnbchain-mcp

  Last updated 2026-03-20

  26

  201

  58

  MIT
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  Teradata MCP Serverofficial

  Teradata

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  A server providing tools for querying and analyzing Teradata databases, including database management, data quality assessment, and SQL execution capabilities through an MCP interface.

  Last updated 2026-04-09

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  45

  MIT

• nonmem-mcp-server

  sueinchoi

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  An MCP server for NONMEM pharmacometric modeling that provides structured access to model parsing, execution, and results analysis. It enables users to perform diagnostics, manage PsN workflows, and translate models to mrgsolve for PK simulations through natural language.

  Last updated 2026-03-17

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  13

  MIT
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  Doris MCP Serverofficial

  apache

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  Backend service implementing the Model Control Panel protocol that connects to Apache Doris databases, allowing users to execute SQL queries, manage metadata, and potentially leverage LLMs for tasks like natural language to SQL conversion.

  Last updated 2026-03-13

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  273

  Apache 2.0

• Unity AI Bridge

  butterlatte-zhang

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  Remote-control Unity Editor from any AI IDE via file-based IPC — 62 tools, zero dependencies

  Last updated 2026-03-25

  62

  6

  Apache 2.0

• Codex Octopus

  xiaolai

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  An MCP server that wraps the OpenAI Codex SDK to deploy multiple specialized AI agents with individual configurations for models, sandboxing, and behavior. It enables users to manage dedicated tools for tasks like code review and test writing through a customizable agent factory.

  Last updated 2026-04-11

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  130

  7

  ISC
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  PlayCanvas Editor MCP Serverofficial

  playcanvas

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  An MCP Server that enables LLMs to build real-time 3D web applications in the PlayCanvas Editor.

  Last updated 2026-01-13

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  99

  MIT

• Advanced Reasoning MCP Server

  angrysky56

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  An MCP server that enhances sequential thinking with meta-cognitive capabilities including confidence tracking, hypothesis testing, and organized memory storage through graph-based libraries and structured JSON documents.

  Last updated 2026-03-12

  347

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  11

  MIT
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  Kilntainersofficial

  Kiln-AI

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  MCP server to give every agent an ephemeral Linux sandboxes for executing shell commands.

  Last updated 2026-03-03

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  36

  MIT
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  Fibery MCP Serverofficial

  Fibery-inc

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  The Fibery MCP server provides integration between Fibery and any LLM provider supporting the MCP protocol (e.g., Claude for Desktop), allowing you to explore Fibery Workspace Schema, query databases, create and update entities using natural language.

  Last updated 2026-01-20

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  28

  MIT
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  Atlaofficial

  atla-ai

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  The Atla MCP Server provides a standardized interface for LLMs to interact with the Atla API for state-of-the-art LLMJ evaluation.

  Last updated 2025-07-21

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  18

  MIT
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  Requestly MCP Serverofficial

  requestly

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  A TypeScript-based MCP server that provides full CRUD operations for Requestly rules and groups, enabling integration with VS Code and other MCP clients through a stdio interface.

  Last updated 2026-04-05

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  4

  MIT
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  GreptimeDB MCP Serverofficial

  GreptimeTeam

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  A Model Context Protocol server implementation that enables AI assistants to securely interact with GreptimeDB, allowing them to explore database schema, read data, and execute SQL queries through a controlled interface.

  Last updated 2026-03-26

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  26

  MIT

• BlenderMCP

  omniconnexsynapse

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  Connects Blender to AI through the Model Context Protocol to enable prompt-assisted 3D modeling and scene manipulation. It supports object creation, material control, and arbitrary Python code execution directly within the Blender environment.

  Last updated 2026-03-26

  22

  MIT

• Roblox MCP

  hope1026

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  MCP server and plugin for Roblox Studio — control scripts, terrain, assets, and lighting with Claude Code, Cursor, Codex, and Gemini.

  Last updated 2026-04-12

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  451

  8

  AGPL 3.0

• Codebase MCP

  DeDeveloper23

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  A Model Context Protocol server that enables AI agents to retrieve and understand entire codebases at once, providing tools to analyze local workspaces or remote GitHub repositories.

  Last updated 2025-02-28

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  3

  135

  77

  MIT
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  mcp-oceanbaseofficial

  oceanbase

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  mcp-oceanbase

  Last updated 2026-03-13

  8

  101

  Apache 2.0

• Gemini MCP Server for Claude

  Garblesnarff

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  A server that enables Claude Desktop to generate images using Google's Gemini AI models through the Model Context Protocol (MCP).

  Last updated 2025-12-02

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  10

  140

  17

  MIT

• yade-mcp

  yusong652

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  yade-mcp connects AI agents to YADE — the open-source discrete element method engine — through the Model Context Protocol. Browse API docs, run simulations, and execute code, all through natural conversation.

  Last updated 2026-04-11

  7

  MIT

• MCP Calculate Server

  611711Dark

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  A mathematical computation service that enables users to perform symbolic calculations including basic arithmetic, algebra, calculus, equation solving, and matrix operations through the MCP protocol.

  Last updated 2025-05-29

  1

  5

  MIT

• MCP Tools

  flesler

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  A comprehensive MCP server providing tools for AI agents to interact with code, including reading symbols, importing modules, replacing text, and sending OS notifications.

  Last updated 2025-10-16

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  16

  10

  MIT

• MCP Server for Alloy Modeling

  awwaiid

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  Enables LLM-powered agents to generate, execute, and analyze Alloy modeling language code for software modeling and formal verification. Provides tools to run Alloy models, access documentation and examples, and generate models from system descriptions.

  Last updated 2025-10-05

  1

  MIT

• Damn Vulnerable MCP Server

  pfelilpe

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  A vulnerable MCP server implementation that demonstrates how poor coding practices can lead to security issues like Remote Code Execution, designed for educational purposes to add numbers.

  Last updated 2025-04-12

  1

  2

  MIT

• Torrent Search MCP Server

  philogicae

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  A Python MCP server that allows programmatic interaction to find torrents programmatically on ThePirateBay, Nyaa and YggTorrent.

  Last updated 2026-03-08

  3

  21

  Python

  MIT

• MCP Server Starter

  coinselor

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  A production-ready template for building Model Context Protocol servers in TypeScript, offering fast development with Bun, Biome linting, and automated version management.

  Last updated 2025-01-31

  1

  72

  MIT

• MCP Perplexity Search

  spences10

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  Enables integration of Perplexity's AI API with LLMs, delivering advanced chat completion by utilizing specialized prompt templates for tasks like technical documentation, code review, and API documentation.

  Last updated 2025-04-28

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  81

  8

  MIT

• Claude Code MCP

  auchenberg

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  An implementation of Claude Code as a Model Context Protocol server that enables using Claude's software engineering capabilities (code generation, editing, reviewing, and file operations) through the standardized MCP interface.

  Last updated 2025-04-08

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  38

  179

  MIT

• MCP Ethers Wallet

  crazyrabbitLTC

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  A Model Context Protocol server that gives LLMs the ability to interact with Ethereum networks, manage wallets, query blockchain data, and execute smart contract operations through a standardized interface.

  Last updated 2025-08-28

  54

  4

  12

  MIT

• Claude Code Review MCP

  praneybehl

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  An MCP server that provides code review functionality using OpenAI, Google, and Anthropic models, serving as a "second opinion" tool that works with any MCP client.

  Last updated 2025-05-16

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  127

  30

  MIT

• Opik MCP Server

  comet-ml

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  An implementation of the Model Context Protocol for the Opik platform that provides a unified interface for accessing Opik's capabilities, supporting multiple transport mechanisms for flexible integration with IDEs and other environments.

  Last updated 2026-03-17

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  108

  201

  Apache 2.0

• Pylpex MCP

  Golto

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  Enables execution and analysis of Pylpex code through an interpreter, supporting code execution, tokenization, variable inspection, and providing language documentation and examples.

  Last updated 2025-11-03

  4

  1

  MIT

• Postgres MCP

  crystaldba

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  Postgres Pro is an open source Model Context Protocol (MCP) server built to support you and your AI agents throughout the entire development process—from initial coding, through testing and deployment, and to production tuning and maintenance.

  Last updated 2026-01-22

  9

  2,467

  MIT

• MCP Xcode

  Stefan-Nitu

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  Enables AI assistants to build, test, run, and manage Apple platform projects (iOS, macOS, tvOS, watchOS, visionOS) directly through Xcode. Provides comprehensive control over Xcode projects, Swift packages, simulators, and development workflows without leaving your editor.

  Last updated 2025-09-16

  5

  14

  1

  MIT

• Pluggedin Random Number

  VeriTeknik

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  Teaching LLMs that Math.random() is so last century

  Last updated 2025-07-02

  7

  44

  1

  MIT

• PyMCP

  anirbanbasu

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  Primarily to be used as a template for developing MCP servers with FastMCP in Python, PyMCP is somewhat inspired by the official everything MCP server in Typescript.

  Last updated 2026-02-23

  6

  8

  MIT

• Bitbucket MCP Server

  Korfu

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  A Model Context Protocol server that integrates Cursor IDE with Bitbucket Cloud, allowing developers to fetch repository information and commit data directly from their Bitbucket workspace.

  Last updated 2025-09-19

  15

  27

  4

  MIT

• LLMDotfiles MCP Server

  druellan

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  A Model Context Protocol server that scans and exposes AI-related dotfiles and configuration files to LLM agents, helping them understand project context and guidelines.

  Last updated 2025-06-12

  MIT