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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

useHooks.io

17

MCP (Model Context Protocol) Server. Provides access to React hooks from the usehooks.io repository with tools for browsing, searching, and retrieving detailed hook implementations including TypeScript code and usage examples.

SchemaCrawler

17

A database schema discovery and comprehension tool that allows users to search schema objects, output data in readable formats, and interact with relational databases using AI.

Figma Context

17

MCP (Model Context Protocol) Server. Bridges AI systems with Figma design platform, transforming complex API responses into structured design information for easier understanding of layout properties, styling, and text content.

2 tools

Figma

17

MCP (Model Context Protocol) Server. Enables AI to interact with Figma design files through WebSocket communication, providing tools for document inspection, node manipulation, text modification, and component management for design automation workflows.

15 tools

Chess

17

MCP (Model Context Protocol) Server. Integrates with Spring AI and chess libraries to enable interactive gameplay and automated analysis for AI-assisted chess applications.

3 tools

Hyperbolic

17

Interact with Hyperbolic's GPU cloud, enabling agents and LLMs to view and rent available GPUs, SSH into them, and run GPU-powered workloads for you.

9 tools

Scryfall

17

MCP (Model Context Protocol) Server. Integrates with the Scryfall Magic: The Gathering API to enable card searches, retrieval of card details, rulings, and pricing information for deck building and game analysis.

7 tools

AI Sessions

17

A tool that enables AI agents to search, browse, and retrieve local session histories from Claude Code, Gemini CLI, OpenAI Codex, and opencode to resume work or find past solutions.

4 tools

Foundry VTT

17

Connects Claude Desktop to Foundry VTT to provide AI-powered campaign management, character analysis, and real-time game assistance for D&D 5e and Pathfinder 2e. It enables natural language searches of compendiums, dice rolling, and automated map generation directly within the virtual tabletop.

OR-Tools

17

A specialized MCP server that integrates Google's OR-Tools to solve complex constraint satisfaction and optimization problems using a JSON-based model specification.

Kafka Streaming

17

MCP (Model Context Protocol) Server. Enables seamless Kafka message streaming for AI models by providing publish and consume functionalities through a configurable Python server with stdio and SSE transport support.

7 tools

Kotlin Android Development

17

An enterprise-grade MCP server for Kotlin Android development featuring 32+ tools for code generation, architecture setup, Gradle automation, security hardening, and AI-powered static analysis.

43 tools

Google Chat

17

A multi-provider MCP server that integrates AI assistants with Google Chat, enabling seamless message exchange, file sharing, and thread summarization across team spaces.

20 tools

fabric-mcp-server

17

The fabric-mcp-server is an MCP server that integrates Fabric patterns with Cline, exposing them as tools for AI-driven task execution and enhancing Cline's capabilities.

4 tools

Genesys Cloud

17

A bridge between Genesys Cloud analytics and routing data, enabling conversational business intelligence for contact centers including volume queries, sentiment analysis, and voice quality metrics.

10 tools

Openverse

17

An MCP server that provides access to Openverse's massive collection of Creative Commons and public domain images, featuring advanced search filters and specialized tools for illustrating academic content.

5 tools

VibeCoderMCP

17

MCP (Model Context Protocol) Server. Guides LLMs through structured software development workflows with feature clarification, PRD generation, and phase-based tracking using a hybrid document storage system.

10 tools

MCP Registry

17

A robust central registry and proxy MCP server that orchestrates a suite of AI services including RAG pipelines, embeddings, vector search, document extraction, and database management.

29 tools

SQLite Literature Manager

17

A specialized literature and source management system that integrates research materials with knowledge graphs for structured note-taking and entity relationship tracking.

5 tools

Pump.fun

17

MCP (Model Context Protocol) Server. Enables direct interaction with the Pump.fun platform on Solana blockchain for creating, buying, and selling tokens with customizable parameters and secure wallet management.

6 tools

mcp-sqlite

17

A specialized SQLite MCP server that exposes database schemas, supports arbitrary SQL execution, and dynamically generates tools from Datasette-compatible canned queries.

4 tools

Image Processor

17

A tool that enables AI models to retrieve, process, and display images from both web URLs and local file systems with automatic compression and format optimization.

1 tool

toolkit-mcp-server

17

A Model Context Protocol server providing LLM Agents with system utilities and tools, including IP geolocation, network diagnostics, system monitoring, cryptographic operations, and QR code generation.

7 tools

Haoka API

17

An MCP server that integrates with the 172 Haoka platform to provide AI-powered SIM card recommendations based on natural language user requirements.

TeXFlow

17

A professional document authoring pipeline that transforms Markdown and LaTeX into high-quality PDFs while supporting project management and conflict-free collaborative editing between humans and AI agents.

27 tools

mcp-server-codegraph

17

A code analysis server that builds a graph representation of codebase entities and relationships across Python, JavaScript, and Rust to facilitate deep architectural understanding.

3 tools

MySQL

17

A robust MySQL interface for LLMs providing secure read/write database access, parameterized queries, and transaction support. It includes built-in safeguards like query length limits and read-only modes to ensure safe AI-driven data management.

4 tools

YaraFlux

17

MCP (Model Context Protocol) Server. Provides YARA-based malware scanning capabilities with support for local and MinIO storage backends, enabling security professionals to manage rules, scan files/URLs, and analyze results for threat detection.

19 tools

Azure FHIR

17

A Model Context Protocol server for Azure Health Data Services that provides secure, authenticated access to search and retrieve healthcare resources across 70+ FHIR resource types.

2 tools

Smartlead

17

MCP (Model Context Protocol) Server. Integrates with Smartlead's email marketing API to manage campaigns, track leads, and optimize email deliverability through a tiered licensing system with multiple operation modes.

2 tools