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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

M-Pesa (Safaricom Daraja API)

14

MCP (Model Context Protocol) Server. Enables AI systems to initiate and process M-Pesa mobile payment transactions through the Safaricom Daraja API, allowing users to authorize payments directly from conversations.

12 tools

Xiaohongshu Content Generator

14

A specialized MCP server for generating and managing Xiaohongshu (Little Red Book) content, featuring AI-powered outline creation, image generation, and multi-page project management.

4 tools

WorkOS

14

MCP (Model Context Protocol) Server. Bridges AI models with the WorkOS API for enterprise-grade user management, organization control, and identity services through a clean interface that handles authentication and API complexity.

Open Docs (Technical Documentation Search)

14

A technical documentation management server that allows AI agents to crawl, index, and perform full-text searches across various documentation sources with multi-language support.

7 tools

Claude-LMStudio Bridge

14

A bridge that connects Claude Desktop to LM Studio, enabling Claude to list local models, generate text, and perform chat completions using locally hosted LLMs.

4 tools

Zettelkasten

14

Comprehensive AI-powered knowledge management system implementing the Zettelkasten method. Features atomic note creation, full-text search, AI-powered CEQRC workflows (Capture→Explain→Question→Refine→Connect), intelligent link discovery, and multi-interface access (CLI, API, Web UI, MCP). Perfect for researchers, students, and knowledge workers.

7 tools

DynamoDB

14

MCP (Model Context Protocol) Server. Integrates with Amazon DynamoDB to enable natural language-based table management, capacity adjustment, and data operations while maintaining safeguards against accidental deletions.

12 tools

Deep Research

14

MCP (Model Context Protocol) Server. Provides web search and advanced research capabilities with specialized tools for browsing, document analysis, media processing, and archive searching to gather information from diverse sources.

China Railway (12306)

14

MCP (Model Context Protocol) Server. Integrates with the Chinese Railway (12306) system to provide train schedules, ticket availability, and travel planning information for transportation logistics within China.

Sonic Pi

14

A specialized MCP server that bridges AI systems with the Sonic Pi music programming environment, allowing for the generation and control of musical compositions via Ruby code.

n8n Assistant

14

MCP (Model Context Protocol) Server. Enables searching and retrieving n8n documentation, example workflows, and community forum content through a single tool that fetches relevant information with source URLs.

1 tool

Patronus AI

14

Test, evaluate, and optimize AI agents and RAG apps

7 tools

Kubernetes Pilot

14

MCP (Model Context Protocol) Server. Enables AI to manage Kubernetes clusters through a comprehensive set of tools for contexts, namespaces, pods, deployments, services, and other resources with optimized performance and context-aware operations.

30 tools

Codebase Index

Needs Setup
14

A semantic search engine for codebases that uses Google Gemini embeddings and Qdrant vector storage to provide intelligent code discovery and visualization.

claude-4.5-mcp-tutorial

14

MCP build for Claude 4.5 tuotrial

Heimdall

14

MCP (Model Context Protocol) Server. Manage your agent tools and MCP server configs with ease.

Screenshot Capture

14

MCP (Model Context Protocol) Server. Enables AI to capture screenshots of computer screens for analyzing visual interfaces, debugging, or assisting with web development tasks without manual image uploads.

Cloudflare API

14

MCP (Model Context Protocol) Server. Integrates with Cloudflare's REST API to enable management of DNS records, cache purging, KV namespaces, R2 buckets, Workers domains, Hyperdrive databases, and Workflow instances through natural language interactions.

text-to-sql-mcp-server

14

A high-security text-to-SQL MCP server built on FastMCP for MySQL databases, featuring RSA-based authentication and safe query execution with built-in SQL injection protection.

7 tools

Cairo Coder

14

A specialized MCP server that provides expert-level assistance for Cairo and Starknet development, enabling smart contract generation and code optimization through the Cairo Coder API.

1 tool

Moralis Web3 API

14

A TypeScript-based MCP server that integrates Moralis Web3 APIs to provide live blockchain data, including wallet balances, token prices, and transaction history to AI models.

OSRS Wiki

14

A specialized MCP server for Old School RuneScape (OSRS) that provides programmatic access to the official Wiki API and local game data definitions. It enables searching for items, NPCs, objects, and game variables with full pagination support.

19 tools

currents-mcp

14

Integrates Currents test results into AI agents, allowing them to analyze and debug failing CI tests, retrieve performance metrics, and access historical test data.

8 tools

H-1B Job Search

14

A specialized MCP server providing access to official U.S. Department of Labor H-1B LCA disclosure data to search for job sponsorships, analyze company statistics, and filter out staffing agencies.

7 tools

fast-mcp-telegram

14

A robust Telegram MCP server that enables AI assistants to search chats, send/edit messages, and access raw MTProto API methods through multiple transport modes.

9 tools

gns3-mcp-server

14

A comprehensive MCP server that enables AI-driven management of GNS3 network simulations, allowing for automated topology creation, device configuration via templates, and real-time troubleshooting.

44 tools

mcp-server-python-template

14

This template provides a streamlined foundation for building Model Context Protocol (MCP) servers in Python. It's designed to make AI-assisted development of MCP tools easier and more efficient.

txtai

14

MCP (Model Context Protocol) Server. Configurable server environment for efficient memory-based operations with customizable settings and flexible limits for scalable applications.

6 tools

ntfy-mcp-server

14

An MCP (Model Context Protocol) server designed to interact with the ntfy push notification service. It enables LLMs and AI agents to send notifications to your devices with extensive customization options.

1 tool

django-firebase-mcp

14

A production-ready Django app implementing Firebase Model Context Protocol (MCP) server with 14 Firebase tools for AI agents. Features standalone agent, HTTP/stdio transport, LangChain integration, and complete Firebase service coverage (Auth, Firestore, Storage).

14 tools