AI & ML

Automatically converts Swagger 2.0 API specifications into MCP tools, enabling AI assistants to directly call REST APIs. Supports both local Swagger files and remote URLs with comprehensive parameter validation and error handling.

Enables complete StreamSets Control Hub integration through conversational AI, allowing users to manage data pipelines, monitor jobs, and interactively build new pipelines with 44 tools across 9 StreamSets services. Features persistent pipeline builder sessions that let users create complete ETL workflows through natural language conversations.

Enables AI clients to interact with Joplin notes through the Web Clipper API. Supports searching, reading, creating, deleting, and organizing notes and notebooks, plus scanning for uncompleted todo items.

Enables interaction with Aiven cloud services including PostgreSQL, Kafka, ClickHouse, Valkey, and OpenSearch. Allows LLMs to list projects, services, and retrieve service details to build full-stack solutions across the Aiven ecosystem.

Enables medical image analysis, structured medical report generation, and medical Q\&A through the Lingshu medical AI model. Provides healthcare professionals and developers with AI-powered medical assistance capabilities via a FastMCP server interface.

Provides intelligent command completion, validation, and contextual help for the Kafka Docker Playground CLI. Integrates with GitHub Copilot to offer auto-complete suggestions, detailed command assistance, and debugging support for playground operations.

A WebSocket-based Model Control Protocol (MCP) server that processes model requests and provides responses. Supports chat and text completion actions with a standardized JSON protocol for AI model communication.

Enables intelligent discovery and recommendation of Python tools using Google Gemini AI. Automatically scans directories for tool classes and recommends the most relevant tools based on user queries with complete code generation.

{ "mcpServers": { "hexstrike-ai": { "command": "python3", "args": \[ "/path/hexstrike_mcp.py", "--server", "http://127.0.0.1:8888" ], "description": "HexStrike AI v6.0 - Advanced Cybersecurity Automation Platform. Turn off alwaysAllow if you dont

Provides tools for AI assistants to manage and diagnose MWAA Airflow environments, EMR Serverless jobs, S3 files, and Confluence documentation. It features automated pipeline failure diagnosis and comprehensive log retrieval across these integrated platforms.

Provides AI agents and coding assistants with web crawling and RAG capabilities, allowing them to scrape websites and perform semantic searches on the crawled content.

Enables parsing of raw resume text into structured JSON format with organized sections for skills, experience, education, and projects. Uses Google's Gemini AI model to extract and categorize resume information from unstructured text input.

Enables natural language management of Docker containers, images, networks, and volumes with support for both local and remote Docker engines. Features automated container composition, debugging capabilities, and persistent data management through an intuitive conversational interface.

Enables AI assistants to interact with Inductiveautomation's Ignition SCADA/MES platform through its REST API. Provides 45+ tools for gateway management, project operations, backup handling, log analysis, and license activation.

Enables LLMs to search and retrieve OwlPay documentation directly through natural language queries. Accelerates system integration by providing instant access to OwlPay API documentation and guides.

Enables searching and accessing ArXiv research papers with advanced query capabilities, and provides sequential thinking tools for structured problem-solving. Supports Boolean operators, field-specific searches, author lookups, and dynamic thought processes through a modular Docker-based architecture.

Enables seamless SSH operations including secure connections, file transfers, interactive shell sessions, and Docker container management on remote servers. Supports both password and SSH key authentication with credential management and connection pooling.

Enables AI assistants to fetch current weather conditions and forecasts for any city using the Open-Meteo API. Provides temperature, precipitation, and hourly forecast data through natural language queries.

Apifox MCP Server is an MCP tool that enables AI assistants to directly and in real-time parse the API definitions in Apifox, thereby achieving the automatic generation of TypeScript types, interfaces, and calling functions.

The UCM MCP server enables seamless knowledge sharing and team collaboration through structured artifact repositories. It provides intelligent context management with versioned, searchable components that teams can efficiently store and retrieve across projects.

Enables speech-to-text transcription, text-to-speech synthesis, and audio analysis using Deepgram's AI models. Supports features like speaker diarization, sentiment analysis, language detection, and various audio processing capabilities.

A security-hardened, containerized MCP server framework that provides superior isolation and enterprise-grade security through Docker containers. Enables secure MCP command execution with comprehensive diagnostics, plugin architecture, and production-ready features like SSL/TLS and rate limiting.

Enhanced MCP server for managing Proxmox virtualization platforms with complete VM lifecycle management, LXC container support, and OpenAPI integration. Enables natural language VM creation, power management, and comprehensive cluster monitoring through secure API access.

Enables comprehensive MySQL database operations including cross-database queries, performance analysis, health monitoring, and AI-assisted database management with role-based access control.

Enables AI educators to provide simple explanations, interactive demonstrations, and relatable analogies for complex AI concepts during workshops. Makes artificial intelligence topics accessible and engaging for participants through structured teaching tools.

Enables secure SSH command execution on remote servers and local PowerShell automation through Claude Desktop. Features enterprise-grade security with SSH key authentication, network scanning, and comprehensive logging for Windows and Linux system administration.

Enables AI agents to perform semantic code search across entire codebases using natural language queries. Provides fast indexing and ranked search results with line numbers and file paths through the Seroost search engine.

Point to browser DOM elements for agentic coding tools via a local MCP tool. A Chrome extension lets you Option+Click to capture elements, and the MCP server bridges them to Claude Code, Cursor, Windsurf.

Enables users to write and execute SPARQL queries against open-access SPARQL endpoints by providing relevant query examples, schema information, and endpoint metadata. Supports querying biological databases like UniProt and Bgee through natural language interactions.

A TypeScript template for building MCP servers with HTTP transport that provides a foundation for creating integrations between AI assistants and custom tools. Includes example implementations and development tooling to help developers create their own MCP servers.