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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

mcp-video-extraction-plus

6

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.

1 tool

Terry-Form (Terraform)

6

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.

25 tools

mcp-status-observer

6

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.

1 tool

Leantime MCP Bridge

6

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

6

A robust integration of 193 Kali Linux security tools with AI knowledge bases, designed for automated penetration testing, CTF problem solving, and vulnerability assessment.

32 tools

AskOnSlackMCP

6

A Human-in-the-Loop MCP server that enables AI assistants to request real-time information or clarification from human experts via Slack threads.

1 tool

Wanyi Watermark Remover

6

A specialized MCP server for extracting watermark-free videos and images from Douyin and Xiaohongshu, featuring automated link parsing and AI-powered video transcription.

4 tools

SEO Inspector

6

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.

2 tools

HopperPyMCP

6

A FastMCP server plugin for the Hopper Disassembler that enables AI-powered binary analysis, disassembly, and decompilation through the Model Context Protocol.

17 tools

toolbox

6

Collaborative application security testing between humans and agents via CLI and MCP

Pane

6

Pane provides a visual communication layer for AI agents, allowing them to render diagrams, interactive forms, and maintain persistent state via a web interface.

10 tools

Universal OpenAI Vector Store MCP Server

6

A comprehensive MCP server for managing OpenAI Vector Stores, enabling direct file uploads, batch processing, and database management through local or cloud-based deployment.

21 tools

Claude Desktop Commander

6

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.

16 tools

Tenets

6

Local-first MCP server that aggregates intelligent code context using NLP ranking and automatically injects project-specific guiding principles (tenets) into AI prompts.

10 tools

AutoMac MCP

6

A toolset for macOS desktop automation that gives AI assistants full UI control via native accessibility APIs, OCR-based screen comprehension, and peripheral emulation.

40 tools

Image Analysis (GPT-4 Vision)

6

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

2 tools

Onec Platform Help MCP Server

6

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

6

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.

1 tool

Amadeus

6

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

5 tools

OriginUI MCP Server

6

Enables searching, browsing, and installing OriginUI components via MCP, providing detailed component metadata, visual previews, and shadcn-compatible installation commands.

6 tools

Outline MCP Server

6

A Model Context Protocol server for Outline that enables comprehensive document management, including full-text search, Markdown-based writing, and collection organization.

8 tools

Keeper Secrets Manager

6

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.

15 tools

Fusion360 MCP Server

6

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

6

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.

14 tools

Typesense

6

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

14 tools

Perplexity

6

MCP (Model Context Protocol) Server. Integrates with Perplexity AI's language models, enabling enhanced interactions through chat completions and single-query tools.

2 tools

Azure Table Storage

6

MCP (Model Context Protocol) Server. Enable efficient storage, retrieval, and querying of structured data in the cloud for large-scale applications.

3 tools

Marginalia Search

6

MCP (Model Context Protocol) Server. Integrates Marginalia Search to discover non-commercial and independent web content for research, trend analysis, and alternative perspectives.

3 tools

Gmail

6

A Gmail integration for Claude that enables searching, reading content, and listing recent emails using the official Gmail API.

3 tools

CrewAI (Near Intents)

6

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.

3 tools