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AI & ML

Embeddings, Vector DBs, and machine learning tools

5,661 servers in this category

A2A

126

An MCP server that bridges the Model Context Protocol (MCP) with the Agent-to-Agent (A2A) protocol, enabling MCP-compatible AI assistants (like Claude) to seamlessly interact with A2A agents.

7 tools

Zomato

126

A specialized MCP server for Zomato that enables users to discover restaurants, browse menus, manage carts, and place food orders with secure QR code payments.

JetBrains IDE Plugin

126

MCP (Model Context Protocol) Server. Integrates Large Language Models with JetBrains IDEs, enabling custom AI-powered tools for code generation, refactoring, and development tasks.

Dart

125

Interact with task, doc, and project data in Dart, an AI-native project management tool

12 tools

Apache Airflow

125

A Model Context Protocol server for Apache Airflow that allows assistants to manage DAGs, trigger runs, monitor task logs, and handle configuration through a standardized REST API bridge. It features granular API selection and a dedicated read-only mode for secure production monitoring.

66 tools

Magg: The MCP Aggregator

125

A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand. Includes `mbro`, a powerful CLI MCP server browser with scripting capability.

16 tools

Sylvian Excel Agent

125

A specialized MCP server that enables AI agents to interact with Microsoft Excel spreadsheets for tasks like cell manipulation, formula management, and data formatting. It bridges LLMs with Excel's calculation engine to provide accurate spreadsheet automation and evaluation.

claude-prompts-mcp

124

MCP prompt template server: hot-reload, thinking frameworks, quality gates

3 tools

AgentRPC

124

A universal RPC layer that allows AI agents to securely connect to and execute functions across private networks, VPCs, and different cloud environments via MCP.

OmniFocus-MCP

123

Interface with OmniFocus via natural language to manage tasks, projects, and folders through AppleScript-powered commands. It enables AI models to perform bulk operations, query complex views, and interact with custom perspectives.

10 tools

buttplug-mcp

123

A Buttplug.io MCP server that enables LLMs to query and control sexual wellness devices through the Intiface Central ecosystem.

1 tool

laravel-loop

123

Laravel Loop is a specialized MCP server that bridges Laravel applications with AI assistants, enabling interaction with Laravel models, factories, and Stripe through custom and pre-built toolkits.

2 tools

Human-In-the-Loop

123

A powerful MCP Server that enables AI assistants like Claude to interact with humans through intuitive GUI dialogs. This server bridges the gap between automated AI processes and human decision-making by providing real-time user input tools, choices, confirmations, and feedback mechanisms.

6 tools

rubber-duck

Needs Setup
123

An advanced bridge server that connects multiple OpenAI-compatible LLMs to act as a panel of rubber duck debugging experts. It features multi-agent coordination tools like specialized debates, consensus voting, and an 'MCP Bridge' that allows LLMs to interact with other MCP servers.

14 tools

ollama-mcp

123

A comprehensive MCP server that exposes the full Ollama SDK, allowing AI assistants to manage local LLMs, perform text generation and chat, and access web search capabilities through Ollama Cloud.

13 tools

Anubis

123

A robust workflow orchestration server that implements role-based AI coding patterns (Architect, Developer, Reviewer) using the Model Context Protocol to provide structured guidance and state persistence.

3 tools

Apple Notes

122

A tool that enables Claude to interface with your local Apple Notes database, providing the ability to search and read through your personal notes record.

3 tools

ESP MCP Server

122

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

7 tools

mcp-svelte-docs

122

🔍 MCP server that lets you search and access Svelte documentation with built-in caching

1 tool

Unreal Engine Analyzer

121

A specialized C++ analysis server for Unreal Engine that provides deep insights into class hierarchies, pattern detection, and API documentation using Tree-sitter parsing.

10 tools

Z.ai2api

121

将 Z.ai Chat 代理为 OpenAI/Anthropic Compatible 格式,支持多模型列表映射、免令牌、智能处理思考链、图片上传等功能;Z.ai ZtoApi z2api ZaitoApi zai X-Signature 签名 GLM 4.5 v 4.6

@just-every/mcp-read-website-fast

Validated
121

A high-performance MCP server that fetches web content, strips noise using Mozilla Readability, and converts it to token-efficient Markdown for AI agents.

1 tool

TikTok

121

A specialized MCP server that integrates with TikNeuron's API to analyze TikTok videos, retrieve transcripts, and fetch engagement metrics for AI-assisted content analysis.

3 tools

openapi

120

OpenAPI definitions, converters and LLM function calling schema composer.

UnityMCP

120

Unity Editor integration with Model Context Protocol (MCP) enabling AI assistants like Claude to interact with Unity projects. Features a TypeScript MCP server and C# Unity plugin with extensible command handler architecture, TCP/IP communication, and dynamic plugin discovery.

3 tools

Package Version Checker

119

A comprehensive dependency management tool that allows LLMs to query the latest stable versions of packages across multiple ecosystems including npm, PyPI, Maven, Go, Swift, Docker, and AWS Bedrock.

11 tools

Terraform Registry

119

A comprehensive MCP server for Terraform enthusiasts that integrates both common Registry searches and private Terraform Cloud workspace management tools.

24 tools

mcp-apache-spark-history-server

119

A robust bridge connecting AI agents to Apache Spark History Server, enabling automated performance analysis, job comparison, and intelligent bottleneck identification through specialized tools.

18 tools

n8n

119

A bridge between n8n and LLMs through the Model Context Protocol, allowing Claude and other assistants to manage workflows, executions, and credentials directly within their interface.

mcp-streamable-http

119

A demonstration of the Model Context Protocol (MCP) Streamable HTTP transport specification, providing reference implementations for weather-related queries in both Python and TypeScript.