AI & ML

AI E2E testing bridge — give AI eyes and hands inside any app. 8 platforms, 40+ tools.

MCP (Model Context Protocol) Server. Provides a lightweight server for reading local text files, enabling AI tools to access file content from the filesystem without leaving the conversation interface.

A package manager MCP server that enables LLMs to search and retrieve detailed metadata from PyPI, npm, crates.io, Docker Hub, and Terraform Registry.

A Google PageSpeed Insights integration for MCP that provides detailed performance metrics, Core Web Vitals, accessibility audits, and SEO assessments for any URL.

MCP (Model Context Protocol) Server. Integrates with open source projects to analyze codebases, detect patterns, and generate intelligent merge strategies for streamlined integration and refactoring.

MCP (Model Context Protocol) Server. Integrates with a headless browser to perform Google searches and extract web content, enabling local web search capabilities for up-to-date information retrieval and research tasks.

MCP (Model Context Protocol) Server. Provides access to Spring I/O 2025 conference session data including talks, workshops, speakers, room assignments, and scheduling details for building conference navigation tools and scheduling assistants.

MCP (Model Context Protocol) Server. Integrates with the markitdown library to convert various document formats including PDF, Word, and HTML to standardized Markdown, enabling efficient document processing and format unification.

MCP (Model Context Protocol) Server. Extends Goose AI assistant with five specialized servers for Plex Media Server interaction, Rotten Tomatoes scraping, eBay sales data retrieval, SearxNG web searches, and Taskwarrior task management.

Don't let AI guess from screenshots. Give LLMs direct access to your React state, Context, and Data Grids. Features bidirectional communication via SharedWorkers & WebSockets. Docker gateway included.

MCP (Model Context Protocol) Server. Integrates with the Figma API to enable interaction with design files and projects, facilitating automated design tasks and AI-assisted workflows within the Figma ecosystem.

A Model Context Protocol server that integrates Fish Audio's advanced text-to-speech API, allowing LLMs to generate high-quality, multilingual speech with custom voice cloning and real-time streaming capabilities.

MCP Memory Agent Server - A VS Code chatmode and instruction manager with library integration

Connecting AI agent to biomedical data

Code Intelligence Engine — indexes your codebase and gives AI assistants deep understanding via MCP (semantic search, call graphs, 20+ tools)

A minimal, zero-dependency terminal MCP (Model Context Protocol) client built for coding agents like OpenAI Codex.

MCP (Model Context Protocol) Server. Extracts code symbols from multiple programming languages using tree-sitter parsing to generate structured outlines with functions, classes, variables, and hierarchical relationships at configurable detail levels.

MCP (Model Context Protocol) Server. Enables searching and playing music tracks through YouTube Music with automatic browser launching for seamless playback requests.

MCP server that gives LLM agents read-only shell access over SSH

MCP (Model Context Protocol) Server. Integrates Claude with Kubernetes, ArgoCD, and GitLab to analyze and troubleshoot GitOps workflows by collecting resource information, correlating cross-system data, and providing actionable recommendations through a RESTful API.

MCP (Model Context Protocol) Server. Integrates with UniProt API to provide cached protein information for bioinformatics applications and protein research.

An intelligent project analysis and team composition server that recommends and installs specialized AI agent roles from a library of over 100 professional personas. It automates the setup of specialized sub-agents in Claude projects by downloading role-specific system prompts for various engineering, marketing, and leadership departments.

MCP (Model Context Protocol) Server. Connects AI systems to relational databases through ODBC, enabling SQL, SPARQL, and hybrid SpaSQLqueries for data exploration, analysis, and knowledge graph operations.

MCP (Model Context Protocol) Server. Integrates with Kakao Maps and Mobility APIs to enable route planning, geocoding, and location searches within Korea.

A local-first persistent memory server that uses Voronoi partitioning and temporal intelligence to provide LLMs with long-term context across different sessions and clients. It features automatic drift detection to prevent hallucinations by identifying and penalizing outdated information as project requirements evolve.

MCP (Model Context Protocol) Server. Provides a bridge between Aider pair programming tool and AI models, enabling parallel execution of multiple coding tasks with configurable file access permissions and comprehensive error handling.

A Python-based MCP server that integrates macOS native applications like Messages, Notes, Mail, and Calendar with LLMs for automation and retrieval.

Cloudinary Model Context Protocol Server to upload media to Cloudinary and get back the media link and details.

MCP (Model Context Protocol) Server. Connects AI to ThingsBoard IoT platforms for retrieving device telemetry data and attributes, enabling monitoring and analysis of IoT device information.

A Model Context Protocol server that enables speech-to-text transcription by integrating OpenAI's Whisper API with support for custom languages and optional file output.