AI & ML

A comprehensive MCP server for browser automation via Puppeteer, featuring specialized agents for file management, QNAP network storage integration, and agent-to-agent task handoffs.

AI contract analysis with partner-level redlines, OOXML Track Changes (w:ins/w:del), clause extraction, risk scoring, and negotiation email generation for B2B SaaS agreements.

A Model Context Protocol server framework featuring dynamic tool loading and automatic tool discovery from a dedicated directory. It leverages FastMCP to provide a robust environment for building, configuring, and testing individual Python-based tools.

Enables restaurant reservation management and schedule checking through Supabase with multi-tenant support. Designed for WhatsApp and phone agents to verify opening hours, create reservations with automatic table assignment, and handle multiple restaurants from a single server.

A semantic proxy that reduces AI agent token usage by exposing only three core tools and using local vector embeddings to search for and execute hundreds of underlying MCP tools. It streamlines communication between agents and MCP Routers by identifying relevant tools through natural language queries.

Provides access to multiple AI models (Grok, Gemini 2.5 Pro, Kimi, Qwen3 Coder, GLM-4.5) through OpenRouter, enabling users to query different specialized models for reasoning, coding, translation, and general tasks with automatic fallback to free variants.

A financial data MCP server that securely connects to Plaid's API to synchronize bank transaction history and retrieve real-time account balances.

An MCP server designed to retrieve DevOps skills, code standards, and SAP Fiori documentation templates from a GitHub repository. It allows users to list available resources and fetch specific best practices to integrate directly into their development workflow.

* This is a powerful global hotel intelligent recommendation and booking tool, providing users with worldwide hotel information services to meet various accommodation needs and offer optimal price discounts for booking. The system supports precise searches through multiple target location types such

A Model Context Protocol server for Firebird SQL databases, providing LLMs with capabilities for SQL execution, schema analysis, and database management.

Enables LLM agents to interact with Twitter (X) for searching tweets, posting content with images, analyzing engagement, and extracting topics using the Twitter API.

"Universal API gateway for AI agents. 100+ real-time data APIs (weather, crypto, news, geo, text) with x402 pay-per-call billing"

An AI-powered job recommender built on the Model Context Protocol that provides personalized career suggestions through resume and skills matching. It utilizes LLMs and external tool integrations to help users find relevant job openings based on their professional profile.

A Model Context Protocol server that enables AI models to orchestrate Docker containers, images, networks, and volumes via the Portainer API.

A Model Context Protocol server that enables AI assistants to securely fetch and extract readable text content from web pages through a standardized interface.

An image analysis server that leverages Vision Language Models via OpenAI-compatible APIs to process and interpret visual data from both URLs and local files.

A comprehensive MCP server for Allociné that enables searching for movies, discovering cinemas, and retrieving detailed screening schedules, formats, and booking links across France.

DidItChange watches websites 24/7 for you and pipes that knowledge directly into your AI. Its designed for native MCP usage, ask Claude or ChatGPT "did Stripe change their pricing?" and actually get an answer, because your AI finally remembers what pages looked like before.

A versatile MCP server that dynamically converts OpenAPI specifications or Postman Collections into Claude-compatible tools, providing zero-code integration with REST APIs.

AI-powered stock predictions with 79.86% accuracy - Get 10-day forecasts, market analysis, and portfolio insights in Claude Desktop.

Enables enterprise document retrieval using graph-based reasoning and knowledge graphs. Allows agents to search and extract information from scattered documents through structured entity and relationship extraction.

A specialized image generation server utilizing Bytedance's SeedDream 4.0 model via Replicate to produce high-resolution 2K photorealistic images and text-heavy designs.

Enables querying and searching the MCP Hub database to discover MCP servers, view server details, find top servers by popularity or recency, and identify top contributors.

A persistent AI agent server using SQLite and LangGraph to manage long-term conversation memory, integrated with Ollama for local LLM execution via the Model Context Protocol.

Enables direct interaction with a SQLite database through custom-mapped tools for creating and retrieving items. It provides structured, AI-optimized responses and manual control over database operations without requiring external API dependencies.

A proof-of-concept demonstrating interactive UI capabilities for MCP servers through a task management example. Shows how MCP servers can deliver HTML/CSS/JS interfaces that render inside AI chat clients with bidirectional communication.

A Model Context Protocol server for Google's Gemini-based image generation models, enabling text-to-image creation, image editing, and multi-image composition.

A modular MCP server for personal or business inventory management using MongoDB and Mongoose. It features comprehensive CRUD operations for items and categories, and includes a Groq AI integration for natural language interactions.

A specialized GitHub MCP server for developer performance analysis, enabling agents to track PR contributions, review impact, and comprehensive activity metrics across repositories.

A specialized MCP server for managing MindMup mind maps stored on Google Drive, allowing users to search, retrieve, and parse complex visual data structures through natural language interfaces.