AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
MCP Playwright Browser
Exposes Playwright-powered automation tools to AI assistants for navigating web pages, interacting with elements, and extracting structured data. It features specialized scrapers for Indeed and Google Search, along with stealth mode to bypass bot detection.
remainders-mcp
A macOS-specific MCP server that allows AI models to interact with the Apple Reminders app using AppleScript for list and task management.
MCP-AppleScript
A local MCP server that provides a secure bridge for automating macOS applications like Notes, Calendar, and Mail through AppleScript. It uses template-based execution and policy-based allowlists to enable safe, structured interaction with system tools.
IBKR TWS MCP Server
Enables LLM clients to interact with Interactive Brokers Trader Workstation for automated trading workflows. Supports market data retrieval, portfolio management, and order execution through the TWS API.
notebooklm-mcp
A comprehensive MCP server for interacting with Google's NotebookLM, allowing for automated notebook management, source synchronization, AI-powered research, and multi-modal content generation like audio podcasts and infographics.
ClinicalTrials.gov MCP Server
Enables searching and retrieving information from the ClinicalTrials.gov database of over 400,000 clinical studies, including trial details, eligibility criteria, locations, and results across 220+ countries.
MCP Demo Server
A demonstration server based on Model Context Protocol (MCP) that showcases how to build custom tools for AI assistants, providing mathematical calculation and multilingual greeting capabilities.
math-mcp
A GPU-accelerated suite of MCP servers providing tools for symbolic algebra, quantum wave mechanics, molecular dynamics, and neural network training.
CodeBase Optimizer
A sophisticated codebase analysis tool that uses AI-powered pattern recognition to detect cross-language duplicates, validate microservices architectures, and generate actionable optimization reports.
mcp-context-server
A high-performance persistent context storage server for LLM agents that supports multimodal data, thread-based scoping, and advanced hybrid search capabilities including semantic and full-text search.
Rhombus MCP Server
Enables AI assistants to interact with Rhombus physical security systems, providing access to smart cameras, access control, IoT sensors, and alarm monitoring.
Self-Hosted EdgeOne Pages MCP Server
A self-hosted MCP server that allows AI assistants to deploy and manage static websites using EdgeOne Pages with KV storage support.
HackTricks MCP Server
A specialized MCP server for querying HackTricks pentesting documentation, featuring context-aware search, section extraction, and code-only cheatsheet modes to optimize token usage.
BlackLotus MCP Server
Provides AI tools for generating project planning documents including technical design plans, phase-based task checklists, and detailed role definitions as plain text files.
MCP Server Boilerplate
A starter template for building Model Context Protocol servers that can integrate with AI assistants like Claude or Cursor, providing custom tools, resource providers, and prompt templates.
Lighthouse (PageSpeed Insights)
MCP (Model Context Protocol) Server. Integrates with Google PageSpeed Insights API to run performance audits on web pages, retrieving detailed metrics and identifying optimization opportunities for web developers.
GSC MCP Server v2 - Remote Edition
A hosted MCP server that connects Claude to Google Search Console via OAuth 2.0, allowing users to analyze search performance, inspect URLs, and manage sitemaps through natural language.
ImaginePro MCP Server
A powerful MCP server that enables AI assistants to generate and edit high-quality images and videos using the ImaginePro AI API with real-time progress tracking.
File Time Search MCP Server
A specialized MCP server for searching files by creation or modification timestamps within permitted directories, featuring glob patterns and pagination.
synclub-dxt
A comprehensive MCP server for comic creation that facilitates an automated workflow from scriptwriting and storyboard generation to character design and final comic image production.
Payx Tavily Search
FastMCP server for Tavily search API with web search and content extraction
Tavily MCP Server
A powerful search and data extraction MCP server that integrates Tavily's advanced AI-optimized web search, site mapping, and crawling capabilities directly into AI assistants like Claude.
Hello Widget Example
A minimal ChatGPT app demonstrating interactive greeting widgets with confetti animations and theme support, built as a template for creating MCP servers with custom UI components.
vap-e
AI media generation for agents. Images via FLUX 1.1 Pro, videos via Veo 3.1.
Logseq AI
A comprehensive MCP server providing 34 tools to interact with Logseq graphs, enabling AI assistants to manage pages, blocks, journals, and tasks through a local HTTP API.
Modern CLI MCP Server
A comprehensive MCP server providing over 100 modern CLI tools optimized for AI agents, including filesystem utilities, Git forge integrations, Kubernetes management, and container operations with structured JSON output.
mhlabs_mcp_tools
A comprehensive MCP server providing advanced NLP capabilities and extensive text preprocessing tools for cleaning and analyzing documents. It includes specialized functions for removing PII, handling chat slang, and performing linguistic analysis like NER and dependency parsing.
contextual-mcp-server
An MCP server providing RAG capabilities by connecting AI interfaces like Claude and Cursor to Contextual AI agents for grounded information retrieval.
content-genie
A specialized MCP server for Korean content creators that provides real-time trend scraping, SEO keyword analysis, and AI-driven viral score prediction across major Korean platforms.
Composer Package README MCP Server
A specialized MCP server for PHP developers that facilitates fetching READMEs, metadata, and searching for Composer packages via Packagist and GitHub.