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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Lightweight GitHub MCP

A lightweight proxy for the official GitHub MCP server that uses a YAML whitelist to filter tools, reducing context window usage while providing meta-tools for tool discovery.

6 tools

GitHub MCP Server

Enables comprehensive interaction with the GitHub API, including file operations, repository management, issue tracking, pull request workflows, and advanced search functionality across code, issues, and users.

qml-mcp

A Model Context Protocol server that enables Quantum Machine Learning capabilities using Qiskit, allowing for quantum circuit execution, kernel computation, and variational quantum classifier training.

4 tools

gradio-mcp-agent-hack

A multi-agent coding research assistant that orchestrates specialized AI agents to perform web searches, generate Python code, and execute it within secure Modal sandboxes.

1 tool

Gemini Search MCP

Enables AI-powered web searching capabilities using Gemini 2.5/3.0 models and Google Search Grounding to provide accurate and up-to-date information.

mcp-server-authless

A template for deploying a remote Model Context Protocol (MCP) server on Cloudflare Workers without authentication, intended as a starting point for building custom tools.

qa-agent-mcp

A specialized MCP server that enables AI agents to perform automated web testing, mobile viewport simulation, and console log extraction using a real Chrome browser.

6 tools

MCP LINE Server

An MCP server that enables AI assistants to interact with the LINE Messaging API to send text messages, stickers, Flex Messages, and check API quotas.

Serena

Serena is a high-performance coding agent toolkit providing semantic code retrieval and editing tools, enabling LLMs to perform symbol-level operations via LSP or JetBrains integration.

3 tools

Search MCP Server

A lightweight and fast MCP server that enables AI agents to efficiently discover and execute tools through progressive disclosure, minimizing context consumption while supporting safe code execution in external environments.

Music21 Composer MCP

An algorithmic music composition server built on music21 that provides tools for melody generation, musical transformations, counterpoint, and MIDI export. It enables generative music workflows by allowing AI agents to manipulate musical structures like ABC notation, MusicXML, and MIDI.

6 tools

Duffel MCP Server

Enables LLMs to search and book flights across 300+ airlines, manage travel orders, and search airports through the Duffel API with support for real-time pricing, multi-city trips, and flexible cabin classes.

llmmcp

MCP server for real-time LLM API documentation — stop hallucinations

JFK Assassination Documents

Provides access to declassified JFK assassination documents (2017-2025) via the Archives API, enabling high-precision searching of government files.

Remote MCP Server Authless

A deployable remote MCP server on Cloudflare Workers that enables the use of custom tools without requiring authentication, allowing integration with AI platforms like Claude Desktop and Cloudflare AI Playground.

Kube MCP

A Kubernetes cluster management MCP server that enables AI assistants to monitor and manage resources like pods, deployments, and services with built-in audit logging and safety confirmations.

9 tools

YouTube Transcription

A specialized MCP server that retrieves full text transcriptions from YouTube videos using a provided URL. It simplifies the process of converting video content into text for analysis or documentation.

1 tool

deepresearch-mcpserver

A sophisticated AI research assistant that performs multi-layered, interdisciplinary analysis using professional frameworks like SWOT and PESTEL to generate publication-quality reports.

1 tool

mcp-prompt-manager

A Git-driven MCP server for managing and serving dynamic prompt templates with Handlebars support, featuring hot-reloading, version control, and multi-client compatibility.

9 tools

Shodan

A comprehensive MCP server providing asynchronous access to the full Shodan API suite, including REST, Streaming, and Trends for internet intelligence and security research.

Qiita MCP Server

A comprehensive MCP server that enables AI to interact with all 68 functions of the Qiita API v2, covering articles, comments, tags, and team management. It allows users to perform CRUD operations on Qiita content and manage interactions through natural language.

BugcrowdMCP

A high-performance Model Context Protocol server that provides secure, tool-based access to the Bugcrowd API, allowing for natural language interaction with bug bounty programs through various AI agent platforms.

Fiberflow

A TypeScript-based bridge that connects Claude Desktop to Fiberflow's services using Server-Sent Events (SSE) and a secure secret key.

YTTranscipterMultilingualMCP

A specialized MCP server designed to transcribe YouTube videos into multiple languages using Python-based tooling.

RapidChart MCP Server

RapidChart MCP Server enables developers to generate, update, and manage sophisticated AI-powered diagrams directly from code within Cursor IDE, supporting multiple models like GPT-4 and Claude.

9 tools

JetBrains IDE

A Python-based MCP proxy that bridges Large Language Models with JetBrains IDEs to enable intelligent code completion and automated refactoring.

Define-XML MCP Server

A TypeScript MCP server for interacting with CDISC Define-XML 2.0 and 2.1 files, enabling users to load, search, and retrieve clinical data metadata including datasets, variables, and codelists. It supports local file processing with document caching and provides responses in both JSON and Markdown formats.

Crawl4AI MCP Wrapper

Enables web scraping, crawling, and content extraction through Crawl4AI Docker API. Supports markdown extraction, screenshots, PDFs, JavaScript execution, and multi-URL crawling with reliable stdio transport.

Axiom Context

A specialized MCP server that integrates Axiom's context-aware AI capabilities into Zed workflows via a customizable command interface.

Sentient Brain Smithery

A multi-agent AI system for advanced code development, orchestration, and architecture planning using SurrealDB for memory and Groq for high-performance inference.

5 tools