AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
mcp-video-extraction-plus
A versatile transcription MCP server that extracts text from video platforms like YouTube and Bilibili using local Whisper models or online ASR services from JianYing and Bcut.
Terry-Form (Terraform)
MCP (Model Context Protocol) Server. Provides secure Terraform operations through Docker-containerized environments that isolate infrastructure planning and validation tasks, supporting init, validate, fmt, and plan operations with variable injection while restricting dangerous actions like apply or destroy for safe infrastructure code review and automated planning workflows.
mcp-status-observer
A comprehensive Model Context Protocol server that monitors the real-time operational status and incident history of 22 major digital platforms, AI providers, and cloud services.
Leantime MCP Bridge
A robust TypeScript-based proxy bridge using the official MCP SDK to connect clients with the Leantime project management system for managing projects and tasks.
Kali Security MCP
A robust integration of 193 Kali Linux security tools with AI knowledge bases, designed for automated penetration testing, CTF problem solving, and vulnerability assessment.
AskOnSlackMCP
A Human-in-the-Loop MCP server that enables AI assistants to request real-time information or clarification from human experts via Slack threads.
Wanyi Watermark Remover
A specialized MCP server for extracting watermark-free videos and images from Douyin and Xiaohongshu, featuring automated link parsing and AI-powered video transcription.
SEO Inspector
MCP (Model Context Protocol) Server. Automates web page SEO analysis by scanning HTML files and websites to identify critical optimization issues like missing titles, meta descriptions, and heading structures using Node.js and Cheerio.
HopperPyMCP
A FastMCP server plugin for the Hopper Disassembler that enables AI-powered binary analysis, disassembly, and decompilation through the Model Context Protocol.
toolbox
Collaborative application security testing between humans and agents via CLI and MCP
Pane
Pane provides a visual communication layer for AI agents, allowing them to render diagrams, interactive forms, and maintain persistent state via a web interface.
Universal OpenAI Vector Store MCP Server
A comprehensive MCP server for managing OpenAI Vector Stores, enabling direct file uploads, batch processing, and database management through local or cloud-based deployment.
Claude Desktop Commander
MCP (Model Context Protocol) Server. Enables Claude Desktop to execute terminal commands and manage files on the user's computer with security measures like command blacklisting and path validation for cross-platform development workflows.
Tenets
Local-first MCP server that aggregates intelligent code context using NLP ranking and automatically injects project-specific guiding principles (tenets) into AI prompts.
AutoMac MCP
A toolset for macOS desktop automation that gives AI assistants full UI control via native accessibility APIs, OCR-based screen comprehension, and peripheral emulation.
Image Analysis (GPT-4 Vision)
MCP (Model Context Protocol) Server. Enables image analysis using GPT-4-turbo's vision capabilities for extracting information, generating descriptions, and answering questions about visual content
Onec Platform Help MCP Server
Provides a RAG-based search system for 1C:Enterprise platform documentation using hybrid BM25 and semantic search across multiple versions. It enables developers to retrieve API signatures, methods, and usage examples directly within IDEs or through a REST API.
Gemini CLI RAG MCP
A RAG-based MCP server that converts gemini-cli documentation into a queryable vector store, allowing developers to ask natural language questions about the tool directly within their IDE or CLI.
Amadeus
MCP (Model Context Protocol) Server. Integrates with Amadeus API to enable flight searches, price analysis, and multi-city trip planning with built-in caching for rate limit handling
OriginUI MCP Server
Enables searching, browsing, and installing OriginUI components via MCP, providing detailed component metadata, visual previews, and shadcn-compatible installation commands.
Outline MCP Server
A Model Context Protocol server for Outline that enables comprehensive document management, including full-text search, Markdown-based writing, and collection organization.
Keeper Secrets Manager
A tool-focused MCP server for Keeper Secrets Manager that enables AI agents to securely perform CRUD operations on secrets and folders, manage file attachments, and retrieve TOTP codes while maintaining human-in-the-loop security.
Fusion360 MCP Server
Connects AI coding agents to Autodesk Fusion 360 for CAD automation, enabling natural language control over sketching, 3D modeling, and CAM operations. It uses a Python-based bridge and a custom add-in to execute over 80 tools ranging from simple geometry creation to complex assembly and parameter management.
JIRA
MCP (Model Context Protocol) Server. Integrates with Atlassian JIRA to retrieve issue details, list assigned tasks, and create tickets directly through conversation, using a modular architecture with clear separation between API clients, formatters, and tool implementations.
Typesense
MCP (Model Context Protocol) Server. Provides a bridge between Typesense search engine and external tools, enabling collection management, document indexing, and both keyword and vector similarity search operations
Perplexity
MCP (Model Context Protocol) Server. Integrates with Perplexity AI's language models, enabling enhanced interactions through chat completions and single-query tools.
Azure Table Storage
MCP (Model Context Protocol) Server. Enable efficient storage, retrieval, and querying of structured data in the cloud for large-scale applications.
Marginalia Search
MCP (Model Context Protocol) Server. Integrates Marginalia Search to discover non-commercial and independent web content for research, trend analysis, and alternative perspectives.
Gmail
A Gmail integration for Claude that enables searching, reading content, and listing recent emails using the official Gmail API.
CrewAI (Near Intents)
MCP (Model Context Protocol) Server. Leverages the CrewAI framework in combination with OpenAI API to orchestrate multi-agent workflows for automated research, data analysis, and problem-solving across domains.