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AI & ML

Embeddings, Vector DBs, and machine learning tools

5,661 servers in this category

Raindrop.io

65

An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).

2 tools

shinzo-ts

65

A TypeScript SDK for MCP server observability that provides OpenTelemetry-compatible instrumentation to track tool usage, monitor performance, and analyze agent behavior.

bridge4simulator

65

An MCP server that allows AI assistants to control the iOS Simulator through automated touch gestures, app management, and UI inspection tools. It provides deep integration for testing and interacting with iOS applications directly from AI-powered environments.

22 tools

flow-nexus

Needs Setup
65

Flow Nexus is a comprehensive MCP ecosystem for deploying autonomous agent swarms, secure cloud sandboxes, and distributed neural network training. It features a gamified credit-based economy that allows developers to build, compete, and monetize agentic workflows.

60 tools

boilerplate-mcp-server

65

A robust TypeScript boilerplate for building MCP servers, featuring IP geolocation tools, dual transport support (STDIO/HTTP), and token-efficient TOON output formatting.

2 tools

markitdown_mcp_server

65

A Model Context Protocol server that utilizes Microsoft's MarkItDown utility to convert various file formats including PDF, Word, Excel, and images into clean Markdown text.

1 tool

Google News & Trends

64

An MCP server that retrieves and structures data from Google News and Google Trends RSS feeds, featuring built-in capabilities for news summarization and trend analysis.

5 tools

Vercel

64

MCP (Model Context Protocol) Server. Integrates with Vercel's serverless infrastructure to provide a lightweight endpoint for AI model interactions and tasks like chatbots, content generation, and data analysis.

13 tools

bpftrace

64

A Rust-based MCP server that enables AI assistants to perform Linux kernel tracing and debugging using bpftrace. It provides tools for probe discovery, system capability detection, and secure asynchronous trace execution.

4 tools

amazon-mcp

64

A specialized MCP server that enables AI assistants to search for Amazon products and facilitate secure purchases through the Fewsats payment protocol.

Superdesign

64

A design orchestrator that integrates Superdesign's AI capabilities into Claude Code to generate and iterate on UI components, wireframes, and design systems without requiring additional API keys.

5 tools

awesome-mcp-best-practices

64

A best practices guide and reference implementation for building high-quality MCP servers and clients, focusing on naming standards, tool descriptions, and architectural patterns.

3 tools

spring-ai

64

A course repository providing resources, documentation links, and architectural references for building AI-powered applications with Spring AI.

Figma to React

64

MCP (Model Context Protocol) Server. Transforms Figma designs into React components with TypeScript and Tailwind CSS, providing tools for API integration, component extraction, and accessibility enhancements.

8 tools

svelte5-mcp

64

A specialized Svelte 5 development assistant that provides a searchable knowledge base, code pattern generation, and automated code auditing using the Model Context Protocol.

5 tools

ig-mcp

64

A production-ready MCP server that enables AI applications to interact with Instagram Business accounts, supporting media publishing, engagement analytics, and direct messaging.

8 tools

flapi

64

A high-performance API framework that instantly transforms DuckDB SQL templates into both RESTful endpoints and MCP-compatible tools for AI agents.

1 tool

z-image-studio

64

An MCP server for the Z-Image-Turbo text-to-image model, offering local GPU-accelerated image generation, model management, and generation history browser.

3 tools

FL Studio

64

This MCP server bridges Claude with FL Studio, allowing users to send MIDI data, melodies, and chords directly to the DAW piano roll via encrypted MIDI messages.

2 tools

TikTok Video Discovery

63

MCP (Model Context Protocol) Server. Automates TikTok video discovery through hashtag searches and trending content retrieval with anti-detection measures for content analysis and social media research.

3 tools

Unitree Go2

63

This MCP server enables natural language control of the Unitree Go2 quadruped robot by translating conversational instructions into ROS2 robotic actions like walking, dancing, and gesturing.

Heurist Mesh Agent

63

Access specialized web3 AI agents for blockchain analysis, smart contract security, token metrics, and blockchain interactions through the Heurist Mesh network.

16 tools

MCP Guide

63

A beginner-friendly interactive tutorial server that explains MCP concepts, provides practical code examples, and includes a directory of available MCP servers.

3 tools

X (Twitter)

63

This MCP server enables integration with X (Twitter) to create, manage, and publish posts and threads directly through Claude chat.

x64dbg

63

MCP (Model Context Protocol) Server. Enables Claude to control x64dbg through natural language commands for dynamic analysis of software, supporting console commands, debugging status checks, module listing, and memory address lookups.

1 tool

LLM.txt Directory

63

A community-maintained collection of MCP servers including tools for searching LLM.txt files, making curl-like HTTP requests, and accessing macOS system information.

VibeShift

63

A security-focused MCP server that acts as an automated security engineer by integrating SAST/DAST scanning, AI-driven remediation, and automated browser testing into the AI coding workflow.

5 tools

telnyx

Needs Setup
63

A TypeScript/JavaScript client library for interacting with the Telnyx API, supporting voice calls, number ordering, and AI-powered audio transcription.

5 tools

mcp-server-node

63

A demonstration MCP server built with Node.js that provides math calculation and environment variable retrieval tools, designed for easy integration with IDEs like Cursor.

2 tools

openfoam-mcp-server

63

A specialized MCP server that integrates OpenFOAM CFD capabilities with an AI-driven educational framework featuring Socratic questioning and systematic error resolution.

4 tools