AI & ML

A specialized MCP server for managing home bar inventory via Bar Assistant, allowing users to track ingredients, discover possible cocktail recipes, and manage recipe databases.

A Python-based MCP server that indexes and searches local file systems for filenames, providing results via HTTP in JSON format for tools like Cline.

Provides searchable access to official MCP protocol specification and FastMCP framework documentation, helping developers build correct MCP servers by querying live documentation with BM25 full-text search.

MCP (Model Context Protocol) Server. Connects AI systems to Grafana monitoring dashboards, enabling access to visualization data, dashboards, folders, and datasources for enhanced monitoring workflows and infrastructure troubleshooting.

MCP (Model Context Protocol) Server. Provides a resource-based interface for accessing and utilizing UI components from the AppointySaastak library, serving login interface templates with associated HTML, CSS, and JavaScript files for streamlined development workflows.

Enables random number generation with statistical analysis, CSV data storage, and data visualization capabilities. Provides interactive prompts for creating test datasets, analyzing data quality, and managing reproducible random data workflows.

Connects WHOOP fitness data to Claude Desktop, enabling natural language queries about workouts, recovery, sleep patterns, and physiological cycles with secure OAuth authentication and local data storage.

An MCP server that integrates with Qdrant vector database to provide semantic search, storage, and retrieval of text using embedding providers like FastEmbed.

Enables management of Railway.app infrastructure through natural language, including deploying services, managing environment variables, monitoring deployments, and handling databases and volumes.

Enables AI assistants to create and animate graphics in PinePaper Studio using natural language, supporting text, shapes, behavior-driven animations, procedural backgrounds, and SVG export.

A robust bridge between the Fledge IoT platform and AI interfaces, enabling sensor data retrieval, service management, and automated UI component generation for industrial data visualization.

Provides AI assistants with real-time web search capabilities and intelligent data extraction from web pages through Tavily's advanced search API.

MCP (Model Context Protocol) Server. Integrates with the Serper API to provide web search capabilities including web, news, images, shopping, and YouTube searches for real-time information retrieval and content research.

MCP (Model Context Protocol) Server. Integrates with Exa AI to scan projects for security vulnerabilities through a containerized JSON-RPC service that reads requests from stdin and writes responses to stdout.

An MCP server that enables AI models to interact with Twitter, supporting tweet searching, timeline viewing, and sentiment analysis using the Twikit library.

Enables AI assistants to interact with Azure DevOps repositories and pull requests, including listing PRs, fetching diffs, adding comments, and performing automated code reviews.

Integrates with the National Weather Service API to provide real-time weather alerts for US states and detailed location-specific forecasts using coordinates.

Wraps n8n with an MCP server and vector storage to enable semantic search, management, and execution of automated workflows. It integrates with other tools to make workflows searchable and orchestratable within a larger automation ecosystem.

A robust MCP server implementing the Python SDK to bridge AI systems with Neo4j graph databases, enabling Cypher query execution and schema exploration.

Enables secure execution of JavaScript and Python code in cloud-based E2B sandboxes with integrated file management capabilities, allowing Claude to run and test code safely in isolated environments.

MCP (Model Context Protocol) Server. Enables vector search capabilities using LanceDB and Ollama's embedding model for similarity searches on document collections without context switching.

Enables phone number identification and lookup using the Truecaller Data2 API to retrieve contact details and verification information.

A web research MCP server that enables automated browsing, Google searching, and content extraction using Playwright to provide LLMs with real-time information.

Connects WHOOP fitness data to Claude Desktop, enabling natural language queries about workouts, recovery, sleep patterns, and health metrics while keeping data secure and private.

Provides access to FluentLab's funding database, enabling users to search for funding opportunities and retrieve document checklists required for specific funding programme applications.

A specialized web fetching tool that converts web content to markdown and optimizes images for Claude Desktop through automated clipboard operations on macOS.

Provides access to the Youtube138 API for searching videos, retrieving channel information, viewing comments, getting video details, and exploring trending content on YouTube.

Provides comprehensive influencer marketing data from Instagram, YouTube, and TikTok via the CreatorDB Headless API V3. It enables advanced creator search, profile analysis, and access to performance metrics and audience demographics.

Enables AI agents to control Blender 3D through 27 tools for scene manipulation, materials, modifiers, animation, and rendering, with native Python integration built in Rust.

An MCP server that enables AI agents to compose and send emails via the Resend API, supporting configurable senders and reply-to addresses.