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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

papersgpt-for-zotero

The fastest responding MCP server connecting to Zotero. It supports BM25 full-text search of document title, author, tags, abstract, notes, annotation and collection.

MCP GPT Image 1

MCP GPT Image 1

macOS MCP Servers

Enables Claude Desktop and GitHub Copilot to interact with native macOS applications including Spotify, Apple Music, Notes, Calendar, FaceTime, and Contacts through natural language commands. Provides comprehensive control over music playback, note management, calendar events, video calls, and contact operations using AppleScript integration.

Shopify Storefront MCP Server

Enables interaction with multiple Shopify stores simultaneously through the Storefront API. Supports product search, cart management, and store operations across configured Shopify stores through natural language.

WeChat Article Parser

Parses WeChat public account articles to extract metadata, content, and generate AI-powered summaries with semantic analysis, viewpoint extraction, and structure analysis capabilities.

Jira MCP Server

Enables fetching and viewing Jira issue details directly through Claude Desktop using secure API token authentication. Provides comprehensive issue information including status, assignee, priority, and descriptions in both human-readable and structured formats.

HubSpot MCP Server

Provides standardized access to HubSpot's CRM API for managing contacts, companies, deals, engagements, and other CRM data through comprehensive CRUD operations, batch processing, and advanced search capabilities.

MinIO MCP Server

A Model-Context Protocol server for MinIO that enables AI models to manage object storage, allowing for bucket listing, file retrieval, and data uploads.

4 tools

Finizi B4B MCP Server

Enables AI assistants to interact with the Finizi B4B platform through 15 comprehensive tools for managing business entities, invoices, vendors, and products. Features secure JWT authentication, automatic retries, and full business-to-business workflow integration through natural language commands.

GoCD MCP Server

A specialized MCP server for interacting with GoCD continuous delivery platforms, allowing AI assistants to manage pipelines, analyze build failures, and query job statuses via the GoCD REST API.

18 tools

BlenderMCP

Connects Blender to Claude AI through the Model Context Protocol, enabling AI-assisted 3D modeling, scene creation, object manipulation, and material control. Supports asset integration from Poly Haven and AI-generated 3D models through Hyper3D Rodin.

Colab MCP

Enables AI coding assistants like Claude Code, Cursor, and Codex to share chat logs, terminal history, and session context with each other. Eliminates the need to re-explain context when switching between different AI coding tools.

spm-search-mcp

An MCP server that allows coding agents to search the Swift Package Index and retrieve GitHub READMEs without requiring an API key. It features comprehensive search filters for stars, platforms, and licenses, providing token-efficient responses optimized for LLM comprehension.

Claude Code MCP Controller

Enables remote control and monitoring of Claude Code sessions from mobile devices through ChatGPT Custom Connectors. Allows creating, managing, and interacting with multiple Claude Code sessions via natural language commands from anywhere.

GoHighLevel MCP Server

Connects Claude Desktop to GoHighLevel CRM with 269+ tools across 19+ categories for complete contact management, messaging, sales pipeline automation, e-commerce operations, and business management through natural language.

FastAPI OpenAPI MCP Server

Converts FastAPI application OpenAPI documentation into MCP tools for AI assistants to efficiently query API information. Reduces token consumption by enabling on-demand, structured API queries instead of loading complete OpenAPI specifications.

ElevenLabs MCP Backend

A specialized MCP server that enables voice agents to perform real-time order tracking and retrieval from Supabase databases. It provides production-grade integration for ElevenLabs agents with built-in authentication and health monitoring.

1 tool

Cloudflare Playwright MCP

Enables AI assistants to control a browser through Playwright automation tools deployed on Cloudflare Workers. Supports web automation tasks like navigation, typing, clicking, and taking screenshots through natural language commands.

Python Weather MCP Server

Enables AI agents to fetch real-time weather data for any location using the OpenWeatherMap API. Demonstrates how to build a simple MCP server that exposes weather information as a tool for LLMs.

MCP-MySQL-Ops

Professional MySQL database monitoring & operations server with 19 specialized tools. Natural language queries, Performance Schema integration, MySQL 5.7+/8.0+ support. MCP-compatible for AI assistants.

CloakLLM MCP Server

Wraps CloakLLM's Python SDK to provide tools for PII detection, cloaking, and restoration within MCP-compatible clients. It enables users to sanitize sensitive data before sending it to an LLM and restore original values using unique token map IDs.

Dialogflow MCP Server

An MCP server that enables natural language interactions with Google's Dialogflow API, allowing users to create and manage conversational agents, intents, and entities through the Dialogflow v3beta1 API.

Smart Code Search MCP Server

Enables semantic code search across projects using AI embeddings to find code by meaning rather than just text matching. Provides fast intelligent search, symbol analysis, and code similarity detection with multi-language support.

SportIntel MCP Server

A specialized MCP server for sports analytics and Daily Fantasy Sports (DFS), providing explainable AI projections, lineup optimization, and real-time betting odds aggregation.

4 tools

MCP Chess Server

This MCP server integrates with the Chess.com public API to provide real-time player profiles, historical statistics, and performance metrics for any username.

2 tools

MCP-OpenStack-Ops

Professional OpenStack operations automation via MCP server. Specialized tools for cluster monitoring, instance management, volume control & network analysis. FastMCP + OpenStack SDK + Bearer auth. Claude Desktop ready. Perfect for DevOps & cloud automation.

Interactive Map MCP Server

Enables users to search for geographic locations and visualize them on an interactive 3D globe powered by CesiumJS and OpenStreetMap. It provides tools for geocoding addresses and rendering maps with specific bounding boxes through the Model Context Protocol.

Domain Checker

Enables checking domain name availability using WHOIS lookups and DNS resolution. Supports both single and batch domain checking with detailed availability analysis.

Algorand MCP Server

Enables interaction with the Algorand blockchain through 25+ specialized tools for account management, payments, asset creation, NFT operations, and network monitoring. Supports both mainnet and testnet with instant finality and low fees.

hledger-mcp

Double entry plain text accounting, right in your LLM! This MCP enables comprehensive read, and (optional) write access to your local HLedger accounting journals through a comprehensive MCP. Nearly every CLI action is supported!