AI & ML
Embeddings, Vector DBs, and machine learning tools
5,661 servers in this category
A2A
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.
Zomato
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
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
Interact with task, doc, and project data in Dart, an AI-native project management tool
Apache Airflow
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.
Magg: The MCP Aggregator
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.
Sylvian Excel Agent
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
MCP prompt template server: hot-reload, thinking frameworks, quality gates
AgentRPC
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
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.
buttplug-mcp
A Buttplug.io MCP server that enables LLMs to query and control sexual wellness devices through the Intiface Central ecosystem.
laravel-loop
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.
Human-In-the-Loop
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.
rubber-duck
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.
ollama-mcp
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.
Anubis
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.
Apple Notes
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.
ESP MCP Server
An MCP server that integrates ESP IDF commands like building and flashing code for ESP Microcontrollers using an LLM.
mcp-svelte-docs
🔍 MCP server that lets you search and access Svelte documentation with built-in caching
Unreal Engine Analyzer
A specialized C++ analysis server for Unreal Engine that provides deep insights into class hierarchies, pattern detection, and API documentation using Tree-sitter parsing.
Z.ai2api
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
A high-performance MCP server that fetches web content, strips noise using Mozilla Readability, and converts it to token-efficient Markdown for AI agents.
TikTok
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.
openapi
OpenAPI definitions, converters and LLM function calling schema composer.
UnityMCP
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.
Package Version Checker
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.
Terraform Registry
A comprehensive MCP server for Terraform enthusiasts that integrates both common Registry searches and private Terraform Cloud workspace management tools.
mcp-apache-spark-history-server
A robust bridge connecting AI agents to Apache Spark History Server, enabling automated performance analysis, job comparison, and intelligent bottleneck identification through specialized tools.
n8n
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
A demonstration of the Model Context Protocol (MCP) Streamable HTTP transport specification, providing reference implementations for weather-related queries in both Python and TypeScript.