AI & ML

Provides tools to query the BuiltWith API to analyze website technology stacks, identifying frameworks, analytics, and CMS platforms used by any domain.

A Model Context Protocol server that enables LLMs to search for keywords and fetch full page content from Wikipedia across multiple languages.

An MCP server that provides professional PowerPoint translation using AWS Bedrock models, preserving slide formatting while supporting multiple languages.

A specialized MCP server providing a natural language interface for single-cell RNA-Seq analysis, leveraging the LIANA+ framework for cell-cell communication inference and visualization.

Enables AI coding agents to interact with Gel databases by executing queries, testing changes in transactions, and accessing code examples and rules.

A comprehensive MCP server providing real-time Coinbase cryptocurrency market data and a simulated virtual economy for educational trading and wallet management.

A documentation crawler and MCP server that converts websites into searchable Markdown with semantic vector embeddings for natural language queries.

Score your specs before feeding them to an LLM. MCP server with radar chart visualization.

A robust MCP server for unified searching across Google Scholar, Google Web, and YouTube, featuring enterprise-grade caching, rate limiting, and security layers.

A specialized MCP server for intelligent IFS Cloud codebase analysis, featuring hybrid semantic-lexical search, PageRank dependency ranking, and comprehensive support for PL/SQL, entities, and projections.

A sequential thinking tool that enables complex problem-solving by breaking tasks into manageable steps with dynamic revisions, hypothesis verification, and intelligent tool recommendations.

Provides virtual filesystem workspaces with full file operations (read, write, ls, tree, mkdir, rm, mv, cp, cd, pwd, find, grep) and checkpoint management. Supports multiple storage providers (memory, filesystem, sqlite, s3) with session, user, and shared scopes.

An MCP Server for retrieving EXIF data from images (photos) and videos using ExifTool

A Model Context Protocol server that wraps the official Obsidian CLI to allow AI agents to read, write, search, and manage notes within an Obsidian vault. It provides 16 specialized tools for comprehensive vault interaction, including note management, task tracking, and metadata manipulation.

Integrates Granola.ai meeting intelligence with MCP clients to provide direct access to meeting notes, transcripts, and workspace organization. It allows users to search and retrieve meeting content through natural language by leveraging existing Granola credentials.

A collaboration bridge enabling autonomous development workflows between Claude and Gemini with role-based task management, dependency tracking, and automated project planning.

A comprehensive MCP server providing full CRUD operations, index management, and administrative monitoring for MongoDB databases, enabling LLMs to perform complex data queries and database maintenance.

A robust MCP server that enables AI models to see and interpret your desktop by capturing screenshots and analyzing them through the Claude Vision API.

A specialized MCP server that provides expert design guidance, accessibility standards, and visual hierarchy principles to help LLMs generate modern and professional web interfaces.

A minimal Model Context Protocol server that serves as a template for building email inbox capabilities for AI agents. It demonstrates basic integration of tools, resources, and prompts using the Smithery SDK.

Fast semantic code search for AI agents — find symbols, references, and callers across any codebase

A browser automation MCP server integrating Vercel's agent-browser, specifically designed for AI agents to interact with web pages using accessibility-based semantic locators and isolated sessions.

A robust MCP server for Obsidian that turns local vaults into AI-ready knowledge bases with advanced indexing, search, and automated metadata management.

AI-powered SRE observability for Kubernetes/OpenShift with 40+ Tekton debugging tools

Enables AI assistants to search, list, and retrieve documentation from the Slice.js official GitHub repository. It provides full-text search capabilities and can deliver individual doc pages or a complete documentation bundle for comprehensive LLM context.

MCP server for creating AI-moderated interviews and surveys, deployable with shareable links

A health-focused MCP server that enables users to track daily calorie intake, log meals, and generate nutritional reports through natural language interactions.

MCP server for Apple's App Store Connect API. Manage apps, TestFlight, and more.

A powerful aerospace engineering and flight planning server providing tools for airport resolution, aircraft performance, rocket trajectory simulation, and orbital mechanics. It supports advanced calculations like ISA atmospheric modeling, coordinate frame transformations, and genetic-algorithm-based trajectory optimization.

MCP proxy & AI automation platform with a human approval layer