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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

CalcsLive MCP Server

Enables AI agents to perform unit-aware engineering calculations with automatic unit conversion, dependency resolution, and access to 500+ units across 75+ categories through the CalcsLive calculation engine.

Gmail MCP Pro

Enables AI assistants to interact with Gmail accounts through IMAP/SMTP, supporting reading, sending, replying to emails, managing threads, downloading attachments, and searching with Gmail syntax using simple app password authentication.

Meeting Scheduler MCP

Enables natural language meeting scheduling by searching IMAP emails for meeting requests, finding available calendar slots from YAML configuration, and creating email drafts with proper threading to maintain personal conversation context.

Google Ads MCP Server

Enables comprehensive Google Ads campaign management and analysis through natural language, including performance metrics, keyword optimization, budget management, and custom GAQL queries.

Remote MCP Server on Cloudflare

A template for deploying authentication-free MCP servers on Cloudflare Workers that can be accessed remotely from MCP clients like Claude Desktop or the Cloudflare AI Playground.

remote-mcp-server-authless

A boilerplate template for deploying a remote MCP server on Cloudflare Workers without authentication, utilizing SSE (Server-Sent Events).

mcp-autogui-multinode

An MCP and HTTP server wrapper for PyAutoGUI that enables LLMs to control mouse and keyboard operations across local or remote distributed environments. It provides comprehensive tools for screen interaction, including clicking, typing, and capturing screenshots.

CoinCap MCP Server

Provides access to cryptocurrency market data through the CoinCap API v3, enabling users to retrieve real-time prices, exchange rates, market information, and detailed data for various cryptocurrencies.

Calendar MCP Server

Enables access to Google Calendar events from a public ICS feed, allowing users to list and search calendar events within specific date ranges with automatic handling of recurring events.

Test

Laravel-focused MCP server for augmenting your AI powered local development experience.

MCP Server Framework

A general-purpose MCP server that provides utility tools for echo, date/time, and file operations within Claude Code and Claude Desktop. It functions as an extensible framework designed to help developers easily build and register custom Python-based tools.

test-serper-mcp

Provides access to Serper.dev's Google Search API for searching, news, images, and places with support for both API key authentication and blockchain-based pay-per-use payment.

Webhook.site MCP Server

Enables interaction with Webhook.site to create, manage, and monitor endpoints for capturing HTTP requests, emails, and DNS lookups. It provides 16 tools for testing webhooks and inspecting incoming data through the Model Context Protocol.

MCP OpenAPI Template

A template for building MCP servers from OpenAPI specifications, enabling automatic conversion of any REST API into LLM-accessible tools with built-in authentication and validation.

MCP Toolbox

mcptoolbox.dev helps you turn APIs and systems into well-scoped MCP tools, so ChatGPT can assist with real tasks.

LeadFuze-MCP-Server

LeadFuze MCP Server for contact/company enrichment from email or LinkedIn URL plus email validation. Hosted MCP endpoint: https://mcp.leadfuze.com/mcp (API key required).

Heroku MCP Tool Search Server

Enables dynamic tool discovery and loading for Claude using BM25, regex, and semantic search algorithms. It supports managing a catalog of over 10,000 tools with minimal context overhead and provides a REST API for tool management.

GitHub Search MCP Server

Enables searching and exploring GitHub repositories with tools for cloning repos, searching code with regex, browsing directory structures, reading files, and extracting code outlines.

MCP WebSearch Server

Enables web searching via Google Search and AI Mode, plus advanced web scraping capabilities including content extraction in multiple formats, link extraction, and batch scraping of multiple URLs.

Schwab MCP Server

Enables AI assistants to securely interact with Charles Schwab accounts through OAuth authentication, providing access to account balances, real-time market quotes, options chains, transaction history, order management, and comprehensive market data.

Jira MCP Server

Enables users to fetch and search Jira tickets, comments, and attachments directly within Claude Code. It features JQL support and automatically exports linked Figma designs to provide comprehensive project context.

harcx-mcp

An MCP server that enables AI assistants to verify BibTeX citations and URLs against academic databases like Semantic Scholar and DBLP. It allows users to ensure bibliography accuracy and link accessibility directly within their research workflows.

Google Maps MCP Server

Provides access to Google Maps API functionality including geocoding, place search, direction routing, and distance calculations through a structured MCP interface.

PubChem-MCP

A specialized MCP server for querying the PubChem database, providing access to chemical compounds, substances, bioassays, and molecular properties via search and identification tools.

5 tools

Korean Patent MCP

Enables searching and analyzing Korean patents through the KIPRIS API using natural language. Supports patent search by applicant name, detailed patent information retrieval, and citation analysis.

Lab Virtual MCP Server

A Model Context Protocol server that facilitates secure, remote Python code execution and evaluation within virtual sandbox environments for AI clients.

1 tool

Coolify MCP Server

Enables control and management of Coolify self-hosted PaaS instances, allowing you to deploy applications, manage databases, monitor servers, and execute operations directly from AI assistants.

mcpManager

A desktop app and local MCP gateway that centralizes management of Claude/Codex configurations and provides unified access to Daytona sandbox and Tailscale networking operations through a single proxy entry point.

Universal Menu

Provides an interactive decision menu that surfaces contextual choices on every assistant turn, allowing users to navigate available actions through a React widget interface.

webpeel

Fast web fetcher for AI agents - stealth mode, crawl mode, page actions, structured extraction, PDF parsing, smart escalation from simple HTTP to headless browser