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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Webpage MCP Server

Enables querying and retrieving webpage content from websites by parsing sitemap.xml files and fetching HTML content from specified URLs. Includes rate limiting protection and supports listing all available pages from a sitemap.

Webpage MCP Server

Enables querying and retrieving webpage content from websites by parsing sitemap.xml files and fetching HTML content from specified URLs. Includes built-in rate limiting and supports listing available pages and accessing raw sitemap data.

Image Analyzer MCP Server

Enables local image analysis using Ollama AI models with complete privacy protection. Supports image content analysis, OCR text extraction, UI design analysis, and batch processing without requiring API keys or uploading data.

YouTube Search MCP Server

Enables AI assistants to search YouTube videos with rich metadata including titles, channels, view counts, and duration. Supports multi-language search and is designed for remote deployment on the Dedalus platform.

MCP Server on Cloudflare Workers & Azure Functions

A deployable MCP server for Cloudflare Workers or Azure Functions that provides example tools (time, echo, math), prompt templates for code assistance, and configuration resources. Enables AI assistants to interact with edge-deployed services through the Model Context Protocol.

AURA MCP Server

Enables Claude and ChatGPT to interact with AdEx AURA API for DeFi portfolio analysis, yield opportunity scanning, and automated trading strategy execution across multiple EVM chains. Includes risk management guardrails and on-chain payment verification.

CRM PDF Documentation Server

Enables AI assistants to interact with PDF documentation files stored locally. Provides tools to list, read, search, and extract metadata from CRM API documentation PDFs through natural language queries.

PortMaster MCP

Enables comprehensive Windows process and service management with secure UAC elevation. Supports discovery, inspection, and control of processes by name, PID, or port number, with both AI-assisted and direct command-line interfaces.

ContextBuilder (ctx)

A Context-as-a-Service MCP server that maintains structured, graph-based context for Shopify apps by extracting and summarizing data from web sources and help centers. It enables multi-agent systems to retrieve isolated, provenance-backed context slices or starter bundles via push and pull mechanisms.

OpenAI MCP Server

Provides comprehensive access to OpenAI's API capabilities including chat completions, image generation, embeddings, text-to-speech, speech-to-text, vision analysis, and content moderation. Enables users to interact with GPT models, DALL-E, Whisper, and other OpenAI services through natural language commands.

Airtable MCP Pro

Enables comprehensive interaction with Airtable databases through MCP for ChatGPT Business/Projects. Supports full CRUD operations, querying, searching, and database management with pagination, filtering, and per-user authentication.

CCGLM MCP Server

Enables Claude Code (Anthropic Sonnet) to invoke Z.AI's GLM-4.6 model through a secondary Claude instance. Supports code generation, deep analysis, and general queries while maintaining file tracking and secure token management.

Iris MCP

Enables Claude Code instances across different project directories to communicate and coordinate. Stay in one project while asking questions to teams in other codebases through cross-project messaging and coordination.

Vega-Lite MCP Server

Provides AI assistants with access to Vega-Lite documentation, visualization examples, and specification validation tools. Enables searching docs, retrieving examples by category, validating JSON specs, and accessing schema information for creating data visualizations.

Remote MCP Server (Authless)

Enables deployment of MCP servers on Cloudflare Workers without authentication requirements. Allows users to create custom tools and connect them to MCP clients like Claude Desktop or Cloudflare AI Playground through a remote HTTP endpoint.

GoHighLevel MCP Server

Enables AI assistants to interact with GoHighLevel's complete API including contacts, opportunities, calendars, workflows, communications, and business management tools. Supports both Bearer token and OAuth2 authentication with automatic token management.

Documentation Generator MCP Server

Enables AI assistants to generate professional documentation using structured templates based on the POWER framework. Provides access to standardized templates for README, architecture, API, components, and schema documentation.

KnowledgeSmith MCP

Enables efficient editing of structured RBT documents through targeted operations on specific sections and blocks. Reduces LLM token consumption by 80-95% compared to traditional full-file operations while providing complete CRUD functionality.

Spec3 MCP Server

A demonstration MCP server for local development and testing with Claude Desktop on WSL. Provides basic utility tools including greeting messages, echo functionality, and server information retrieval.

Angular Component Inspector

Enables dynamic exploration of Angular library components by reading and analyzing the public API exports. Provides tools to list available components and retrieve detailed component information.

Hono Math MCP Server

Enables LLMs to perform basic mathematical operations (add, subtract, multiply, divide) through a Model Context Protocol server built with Hono and deployed on Vercel. Provides type-safe calculator tools that can be accessed by any MCP-compatible client.

PubMed MCP Server

Enables searching and retrieving detailed information from PubMed articles using the NCBI Entrez API. Supports configurable search parameters including title/abstract filtering and keyword expansion to find relevant scientific publications.

yetibrowser-mcp

YetiBrowser MCP is a fully open-source implementation of the Browser MCP workflow. It links a Node-based MCP server with Chrome/Firefox extensions so Model Context Protocol clients: Codex, Claude Code, etc. can automate a real browser tab while keeping every byte on your machine and auditable.

Spec MCP Server

Streamlines development workflows through AI-assisted codebase analysis, comprehensive planning, task breakdown with dependencies, and automated implementation verification. Enables systematic approach to complex development tasks like framework migrations and feature implementation.

Salesforce MCP Server

Enables interaction with Salesforce organizations through SOQL queries, object discovery, and metadata inspection. Provides seamless access to Salesforce data and schema information through the Salesforce CLI.

Kodi MCP Server

Enables control of Kodi media center through MCP protocol, supporting playback control, library management, navigation, and smart downloads search with automatic file playback.

AXT-MCP

A Model Context Protocol service registry and connector framework that enables seamless integration with multiple services and models through a standardized API interface. Provides an extensible architecture for custom service adapters, API integrations, and model registries.

opendart-fss-mcp

An MCP server that provides access to Korea's DART corporate disclosure system, offering 84 tools for retrieving financial statements, periodic reports, and shareholding information. It enables users to programmatically query and analyze official Korean corporate data via the OpenDART API.

MCP Google Maps - stdio Edition

Enables Claude Desktop to access Google Maps services including geocoding, place search, directions, distance calculations, and elevation data through stdio communication. Provides comprehensive location-based functionality with direct Google Maps API integration.

Test MCP Server

A dual-transport MCP server that exposes your API as tools to LLM clients, supporting both stdio transport for local clients like Claude Desktop and HTTP/SSE transport for remote clients like OpenAI's Responses API.