AI & ML Services MCP Servers

1,983 published MCP servers in this category · page 1 of 34 · all categories

AI-service MCP integrations make a supported model or AI application available through an MCP tool interface. They may connect speech, image, text or other generation workflows, depending on the server documentation.

Read the underlying interface

Check which model or provider the server calls and which input and output types it supports. The MCP wrapper does not make a text-only endpoint accept an image or turn generated text into speech. Review provider credentials and billing separately from the MCP client connection.

Evaluate one complete result

Use a representative input and inspect the returned artifact in its destination format. For a multi-stage job, track each stage, retries and missing outputs. Browse the model directory when you need to compare the underlying model rather than the connector around it.

Compare vendor-maintained integrations, inspect hosted servers or return to all MCP categories.

Puppeteer

Official

The original Chromium automation reference server — simple, screenshot-driven browser control.

Browser AutomationTypeScript★ 63.0k

Fonoster

Build a programmable telecommunications stack for connecting telephony services with the Internet via a cloud-based utility.

AI & ML ServicesTypeScript★ 8.1k

Playwright

Automates browsers and APIs, enabling Large Language Models (LLMs) to interact with web pages for tasks like screenshot capture and JavaScript

Browser Automation★ 5.6k

Cloudflare

Official

Workers, KV, R2 and D1 by conversation — Cloudflare's official remote servers for building and observability.

Cloud & DevOpsRemoteTypeScript★ 2.9k

Exa

Official

Search built for AI, not humans — semantic web search that returns model-ready content, plus code context.

Search & Web ScrapingRemoteTypeScript★ 2.9k

Perplexity

Official

Answers, not links — delegate questions to Perplexity's search-grounded models and get cited responses back.

Search & Web ScrapingTypeScript★ 1.3k

ElevenLabs

Official

Give your assistant a voice — text-to-speech, voice cloning and audio tools from the ElevenLabs API.

AI & ML ServicesPython★ 1.2k

Redis

Official

Official Redis server — search keys, inspect data structures and manage caches in natural language.

DatabasesRemotePython★ 500

E2B

Official

Give your assistant a real code sandbox — isolated cloud VMs for actually running the code it writes.

Developer ToolsTypeScript★ 400

Hugging Face

Official

The ML hub in your context window — search models, datasets, papers and run Spaces from the official server.

AI & ML ServicesRemoteTypeScript★ 400

Obsidian

Connects AI models to an Obsidian knowledge base for direct access and manipulation of notes and folders.

Productivity & Project Management★ 311

Replicate

Official

Thousands of open models on tap — run image, video and audio generation through Replicate's hosted API.

AI & ML ServicesRemoteTypeScript★ 300

Anki

Enables Large Language Models to interact with Anki flashcard software through AnkiConnect using the Model Context Protocol.

Education & Learning★ 247

Quick

Simplifies the process of integrating Anthropic's Model Context Protocol (MCP) into Claude Desktop and Cursor for enhanced functionality.

AI & ML ServicesPython★ 186

OpenAI Gemini Llama Example

Demonstrates building an AI agent using the Model Context Protocol (MCP) with open LLMs like Meta Llama 3, OpenAI, or Google Gemini, and a SQLite

AI & ML ServicesPython★ 182

OpenAPI Proxy

Exposes REST APIs defined by OpenAPI specifications as Model Context Protocol (MCP) tools, facilitating seamless integration into MCP-based workflows.

Productivity & Project ManagementRemotePython★ 153

Ai Image Gen

Generates images from text prompts using the Replicate API, designed for use with MCP clients like Cursor.

AI & ML ServicesTypeScript★ 125

Notion

Enables Language Models to interact with Notion workspaces through standardized tools for managing pages and databases.

Productivity & Project ManagementTypeScript★ 119

Deep Web Research

Enables enhanced web research capabilities for large language models through intelligent search queuing and advanced content extraction.

AI & ML ServicesTypeScript★ 84

Kokoro Text To Speech

Generates MP3 files from text using the Kokoro-TTS model and optionally uploads them to S3.

AI & ML ServicesPython★ 78

Node Boilerplate

Demonstrates building an MCP server in Node.js with custom tools for seamless integration with AI-assisted environments.

AI & ML ServicesPython★ 75

Ollama

Integrates Ollama's local large language models into Model Context Protocol-powered applications.

AI & ML ServicesTypeScript★ 75

Openai Integration

Enables seamless access to OpenAI models directly within the Claude Desktop application.

AI & ML Services★ 71

Ragdocs

Augments AI responses with relevant documentation context through vector search.

AI & ML Services★ 62

JSON Resume

Automates resume updates by analyzing coding projects using AI.

Developer ToolsTypeScript★ 61

Aws Bedrock Integration

Demonstrates implementation and usage of Anthropic's Model Context Protocol (MCP) with AWS Bedrock.

Cloud & DevOpsPython★ 55

Feishu Integrator

Integrates Feishu APIs to enable AI models to interact with Feishu services.

AI & ML ServicesTypeScript★ 54

Playwright Cdp

Automates browser interactions and enables Large Language Models (LLMs) to interact with web pages through Playwright and Chrome DevTools Protocol

Browser Automation★ 51

OpenAI Code Assistant

Provides a command-line and API-based coding assistant utilizing OpenAI APIs, function calling, and streaming.

AI & ML ServicesPython★ 35

Cloudflare Workers Image Tools MCP Demo

This community Workers MCP demo exposes image generation, page screenshots and image extraction through a local client adapter and Cloudflare backend.

Media & EntertainmentTypeScript★ 30

Ragdocs

Augment AI responses with context by retrieving and processing documentation through vector search.

AI & ML ServicesRemote★ 30

Local Dev

Automates local development environment management using Large Language Models (LLMs).

AI & ML ServicesPython★ 28

ToolRAG

Dynamically selects the most relevant tools for each query, providing access to unlimited LLM tools without context window limitations.

AI & ML ServicesRemoteTypeScript★ 28

Code Analysis

Enables AI models to understand and analyze codebases through natural language conversations.

AI & ML ServicesPython★ 27

Flux Studio

Integrates Flux's image generation capabilities into AI coding assistants, enabling image generation, manipulation, and control directly within IDEs.

AI & ML ServicesPython★ 25

Notion

Exposes the entire Notion API as a collection of tools that Large Language Models (LLMs) can use to interact with Notion seamlessly.

Productivity & Project Management★ 22

Strava

Enables language models to access and query athlete activity data from the Strava API.

Sports & FitnessPython★ 21

Ortools

Integrates Google's OR-Tools constraint programming solver with Large Language Models using the Model Context Protocol for AI models.

AI & ML ServicesPython★ 19

Unity Ollama

Automates Unity workflows and manipulates assets using local large language models via Ollama.

AI & ML ServicesPython★ 19

Image Gen

Generates images from text prompts using the Together AI platform through a Model Context Protocol (MCP) server.

AI & ML ServicesPython★ 18

PromptShop

Edit images with simple text commands using AI.

AI & ML ServicesPython★ 18

DuckDuckGo Search

Enables web searches using DuckDuckGo and integrates with Model Context Protocol (MCP) for advanced result exploration.

AI & ML ServicesPython★ 16

SqlServer Integration

Enables Large Language Models to interact with and query Microsoft SQL Server databases.

DatabasesGo★ 16

IETF Document Server

Provides access to IETF RFC documents for Large Language Models via the Model Context Protocol.

AI & ML ServicesPython★ 13

Postgres

Enables AI models to interact with PostgreSQL databases through a standardized Model Context Protocol interface.

DatabasesTypeScript★ 13

Anthropic Code Analyzer

Analyzes open-source projects and assists with codebase integration using Claude's AI capabilities.

AI & ML Services★ 12

Chat Analysis

Enables semantic analysis of chat conversations through vector embeddings and knowledge graphs.

Knowledge & MemoryPython★ 12

Dify

Enables Large Language Models to interact with Dify AI's chat completion capabilities through a standardized protocol.

AI & ML ServicesTypeScript★ 11

Twitter Integration

Enables AI models and applications to interact directly with the Twitter/X platform.

AI & ML Services★ 11

EverArt Forge

Generates both vector and raster images using EverArt's AI models, providing flexible storage and format conversion.

AI & ML Services★ 10

Vercel AI

Integrates Vercel AI SDK with an MCP server to support OpenAI and Mistral LLM providers.

AI & ML Services★ 9

Files

Provides LLM coding agents with vector search capabilities for software projects via the Message Control Protocol (MCP).

AI & ML ServicesPython★ 7

Memory File

Enables Claude, and other Model Context Protocol (MCP) clients, to manage and access memories stored in a simple text file for enhanced context

AI & ML ServicesPython★ 7

Qdrant

Enables semantic search in Qdrant vector databases using OpenAI embeddings.

AI & ML ServicesPython★ 7

Openapi

Enables large language models to interact with and utilize REST APIs by providing configured REST APIs as context.

Developer ToolsPython★ 6

Website Downloader

Downloads websites and their assets for use with Retrieval-Augmented Generation (RAG) systems.

AI & ML ServicesPython★ 6

CloudZero

Enables querying and analysis of CloudZero cloud cost data within Large Language Models via the Model Context Protocol (MCP).

AI & ML Services★ 5

GenAIScript

Demonstrates the MCP Server capabilities of GenAIScript, enabling communication with AI models using the Model Context Protocol.

AI & ML Services★ 5

MS

Provides text-to-speech and speech-to-text capabilities using Windows' built-in speech services.

AI & ML ServicesGo★ 5

Two Truths And A Twist

Facilitates a trivia game where AI models generate content and manage gameplay through the Model Context Protocol.

AI & ML ServicesPython★ 5

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