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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

ORZ MCP

Provides web search capabilities across multiple engines and webpage content fetching to simplified Markdown. It enables AI assistants to access real-time internet information and extract text from specific URLs.

GRID.gg Esports MCP Server

Enables AI agents to access and analyze professional esports data for League of Legends and Valorant via the GRID.gg API. It provides tools for team lookups, executing GraphQL queries, and retrieving detailed match replay files and event definitions.

Agile Luminary MCP Server

A Model Context Protocol server that connects AI clients to the Agile Luminary project management system, allowing users to retrieve project details, work assignments, and product information within AI conversations.

Remote MCP Server

Allows deployment of a Model Context Protocol server on Cloudflare Workers without authentication, enabling AI models to access custom tools through a standardized interface.

PostgreSQL MCP Server

A Model Context Protocol server that provides AI assistants with secure, read-only access to PostgreSQL databases while offering comprehensive tools for schema exploration, query validation, and performance optimization.

Remote MCP Server

A Cloudflare Workers-based implementation of a Model Context Protocol server that enables AI assistants like Claude to access external tools through OAuth authentication.

MCP Email Service

A Model Context Protocol service for comprehensive email management that supports multiple email providers, with complete functionality for viewing, organizing, and batch processing emails.

FastAPI MCP Template

Production-ready API server template integrating FastAPI with Model Context Protocol (MCP) for LLM integration, structured logging, and comprehensive testing.

Hello World MCP Server

A simple Model Context Protocol server that demonstrates basic functionality with greeting tools, allowing Claude to say hello and generate custom greetings with different styles and timestamps.

MCP-Jenkins

A server that enables interaction with Jenkins CI/CD pipelines from any compatible MCP client (like Claude Desktop), allowing users to manage jobs, builds, coverage reports, and other Jenkins functionality through natural language.

live2d-mcp

A simple MCP server that implements a note storage system allowing users to add and summarize notes with customizable detail levels.

simplecov-mcp

Enables Claude to directly access and analyze Ruby SimpleCov coverage reports for Rails projects. It allows users to retrieve coverage summaries, filter files by coverage rates, and identify specific uncovered lines to streamline test development.

File MCP Server

A Model Context Protocol (MCP) server that enables AI assistants to perform comprehensive file operations including finding, reading, writing, editing, searching, moving, and copying files with security validations.

GAM MCP Server

Enables Google Workspace administration through the GAM CLI, allowing Claude to manage users, groups, and organizational units via natural language.

GoHighLevel MCP Server

A Model Context Protocol server providing comprehensive integration with GoHighLevel's CRM, marketing automation, and business management tools, enabling AI assistants to interact with contacts, conversations, calendars, opportunities, payments, and workflows.

MCP Integration Proxy

Routes requests to multiple downstream Model Context Protocol servers and provides a LangGraph.js-based agent with RAG capabilities for development assistance.

Pearch

Best people search engine that reduces the time spent on talent discovery

LinkedIn MCP Server

Enables Claude to access and analyze LinkedIn profile data through the Model Context Protocol, allowing users to query their LinkedIn information directly within Claude Desktop.

@velvetmonkey/flywheel-memory

MCP server that gives Claude full read/write access to your Obsidian vault. 76 tools for search, backlinks, graph queries, and mutations.

Mermaid Chart MCP

A powerful Model Context Protocol server that automatically generates Mermaid diagrams from code and provides SVG beautification features.

CodeSeeker-MCP

Advanced code search and transformation MCP server for AI assistants. Combines ugrep's speed with intelligent replace capabilities, dry-run previews, and language-aware refactoring across 11 tools.

Image Processor MCP Server

Enables optimization, conversion to WebP, and uploading of images to Vercel Blob storage, supporting both local files and external URLs.

FastMCP Calculator Server

A server that provides basic mathematical operations (addition, subtraction, multiplication, division, power, square root) through MCP tools for use with AI assistants like Claude.

CodeGuard MCP Server

Provides centralized security instructions for AI-assisted code generation by matching context-aware rules to the user's programming language and file patterns. It ensures generated code adheres to security best practices without requiring manual maintenance of instruction files across individual repositories.

MCP Hospital Assistant

An intelligent hospital appointment management system that allows users to add doctors/patients, book appointments, and view medical schedules through both a manual UI and an LLM-powered assistant interface.

Web Development Agent

An MCP server that automatically generates static websites from natural language instructions, creating Next.js-based sites with optional automatic deployment to AWS S3.

BuildBetter

AI for product teams. Connect all your company and customer knowledge to all of your other tools via BuildBetter's MCP.

MedGemma Vertex

MCP server that routes medical questions and images to MedGemma models hosted on Vertex AI, enabling interaction with text-only and multimodal medical AI systems.

Remote MCP Server Authless

A serverless MCP implementation on Cloudflare Workers that allows connecting AI models to custom tools without authentication requirements.

Remote MCP Server Authless

A Cloudflare Workers-based remote Model Context Protocol server that operates without authentication requirements, allowing users to deploy custom AI tools that can be accessed from Claude Desktop or the Cloudflare AI Playground.