AI & ML

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

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

Enables AI assistants to control a web browser via Playwright on Cloudflare Workers for automated tasks like navigation, clicking, typing, and taking screenshots. It integrates with platforms like Claude Desktop and GitHub Copilot to perform web automation through a standardized toolset.

Connects Reclaim.ai to any MCP client, enabling AI assistants to manage tasks, habits, calendar events, and focus time directly.

Provides read-only access to PostgreSQL databases, allowing LLMs to inspect table schemas and execute SQL queries. It ensures data safety by running all operations within read-only transactions.

Searches for official documentation using Naver Search API and filters results with Gemini AI to identify and return authoritative documentation URLs with descriptions.

Enables semantic search through 1C codebase exports using local CPU-based RAG with sentence transformers and FAISS indexing. Supports fast XML file indexing and retrieval of 1C code with metadata parsing.

This is a powerful global hotel intelligent search tool that provides users with comprehensive hotel information services covering both domestic and international markets. The system supports precise searches based on various target location types such as city names, airport codes, popular attractio

Enables semantic search of project documentation using hybrid vector and full-text search with fast and deep query modes for immediate results or complex multi-round synthesis.

Provides semantic search over ScriptingApp documentation by converting Markdown/MDX files into a LlamaIndex vector store. Supports multi-language indexing and enables natural language queries against technical documentation through MCP tools.

AICLUDE Security Vulnerability Scanner - MCP Server for querying vulnerability scan results

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

Enables AI assistants to work with Strudel live coding patterns for music creation, including parsing mini notation, generating rhythmic patterns, accessing music theory (scales/chords), and applying pattern transformations.

Enables interaction with GitHub repositories, issues, pull requests, and code search through natural language. Supports self-hosted deployment with built-in analytics and flexible authentication options.

Enables Claude Desktop to access and analyze Garmin wearable health data including sleep, HRV, Body Battery, and activity metrics. Users can query their health trends, track recovery, and generate interactive HTML dashboards using natural language.

Build n8n workflows from text using AI. Turn natural language into production-ready, validated n8n workflows. This isn't just another n8n context provider, it's a complete workflow generation engine with built-in validation, auto-fixing, and architectural intelligence.

A Model Context Protocol server that integrates AI assistants like Claude and Cursor directly into the Unity Editor to automate game development workflows. It provides over 40 built-in tools for scene manipulation and project management, while offering a simple C# API for creating custom extensions.

Enables evolutionary solution generation and optimization using genetic algorithm principles, allowing LLMs to evolve solutions across multiple generations with consistency check evaluations and convergence detection.

An enhanced MCP server for the Capacities knowledge management app. Features * List and explore spaces * Search content with full-text and title modes * Read full object content by ID (unique feature) * Save weblinks with tags and metadata * Add content to daily notes * Windows-compatible

A demonstration MCP server that exposes basic arithmetic tools (add, subtract, ping) through FastAPI and shows how to integrate them with OpenAI's tool-calling API for LLM orchestration.

A high-performance Model Context Protocol server for AI integration with Metabase analytics platforms. Features response optimization, robust error handling, and comprehensive data access tools.

MCP server for Kylas CRM: create, search, and manage leads. Requires KYLAS_API_KEY.

Enables searching and retrieving detailed document content from the Yuque platform through its API. It allows AI models to search for documentation and knowledge bases by keywords and access specific document details.

Enables hybrid web search and intelligent content extraction, combining semantic search with documentation-optimized reading that strips noise and returns clean, token-efficient context for AI agents.

Free service management tools — playbooks, benchmarks, and instant service health analysis. DigitalCore MCP gives you free access to service management expertise directly in your AI assistant. Run a Service Reality Check to score your service health in 60 seconds. Access strategy playbooks for ser

Enables personal expense management with SQLite storage, allowing users to add, update, delete, list, and summarize expenses by category through natural language interactions.

Enables AI-powered portfolio analysis for Wealthfolio, allowing Claude to query and analyze investment holdings, asset allocation, real estate properties, and execute transactions through natural language.

Enables Large Language Models to play chess agentically with real-time HTML board visualization and a hybrid AI engine featuring ten difficulty levels. It supports interactive games between users and agents, including a web dashboard to monitor active matches.

A proof-of-concept implementation that enables Amazon Bedrock AgentCore to interact with AWS Lambda functions and REST APIs through the Model Context Protocol. It provides a gateway for protocol translation and supports direct server implementation using the FastMCP framework.

An MCP server that enables interaction with Jira to fetch issues by key and perform JQL searches. It provides a foundation for integrating multiple work systems, with planned support for Slack and GitHub.