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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Subnet Calculator MCP Server

Enables subnet mask calculations and network planning through MCP framework. Provides detailed subnet information including network addresses, IP ranges, and broadcast addresses, plus LAN planning advice for different network scales.

GitHub Copilot Response Time Statistics MCP Server

Enables users to measure, track, and compare response times of GitHub Copilot and other AI models. Provides statistical analysis and performance comparison tools for evaluating AI model efficiency.

WhatsApp MCP Server

Enables AI agents to interact with your personal WhatsApp account, allowing them to search messages and contacts, retrieve chat history, and send messages to individuals or groups. Uses WhatsApp Web API with local data storage for privacy and security.

Charts Visualization MCP Server

Enables generation and visualization of bar and pie charts from structured data using FastAPI and Altair. Charts are saved as PNG images and served via REST API endpoints with unique URLs.

MCP User Profile Management Server

Enables creating and managing user profiles with interactive elicitation capabilities that prompt users for missing required information. Demonstrates MCP's elicitation feature by validating profile data and requesting additional details when fields are incomplete.

AWS AgentCore MCP Server

Provides comprehensive documentation about AWS AgentCore framework to GenAI tools, enabling users to build production-ready AI agents with enterprise-grade security, observability, and scalability. Offers guidance on identity management, API integration, monitoring, code execution, memory storage, and tool integration for AI agents.

Aha! MCP Server

Enables interaction with Aha! product management platform through GraphQL API. Supports retrieving features, requirements, and pages by reference number, as well as searching documents across Aha! workspaces.

MCP Docker Hub Server

Enables interaction with Docker Hub through Claude to search images, get image details, list tags, analyze layers, and manage manifests. Provides secure credential storage with encrypted Docker Hub Personal Access Tokens in a MySQL database.

OpenReplay MCP Server

Enables AI-powered analytics for OpenReplay user sessions through natural language queries. Supports session search, user journey analysis, error tracking, performance metrics, and funnel analysis to understand user behavior patterns.

Customer Reminder MCP

Enables automated customer reminder management by connecting to Google Sheets to read customer data and sending personalized email reminders based on due dates. Provides intelligent scheduling with duplicate prevention and integrates with Gmail SMTP for business automation.

Firefly III MCP Server

Enables AI tools to interact with Firefly III personal finance management instances through a cloud-deployed MCP server. Supports financial operations like account management, transactions, budgeting, and reporting with configurable tool presets.

Ekispert MCP Remote Server

Enables route search and PDF generation using Japan's Ekispert API through a remote MCP server. Deployed on Cloudflare Workers with secure OAuth authentication and persistent PDF storage via R2.

Apache AGE MCP Server

Enables AI agents to manage and interact with Apache AGE graph databases through natural language. Supports creating, updating, querying, and visualizing multiple graphs with vertices and edges.

ServiceTitan MCP Server

Provides AI assistants with direct access to ServiceTitan's field service management platform for home services contractors. It enables users to manage customers, jobs, appointments, technician dispatching, and invoices through natural language.

Figma MCP Server

Enables integration with Figma through the Model Context Protocol, allowing users to interact with Figma designs and files using their Personal Access Token. Provides containerized deployment options and Server-Sent Events endpoint for real-time communication.

Remote MCP Server for Cloudflare

A serverless MCP (Model Context Protocol) implementation that can be deployed on Cloudflare Workers without authentication, allowing clients like Claude Desktop to connect to custom AI tools.

Zapr WhatsApp MCP Server

Enables sending WhatsApp messages through Claude Desktop and other MCP-compatible LLMs. Supports single and bulk messaging, phone number validation, and session management via the zapr.link service.

BMAD MCP Server

Provides intelligent agent routing with 5 specialized AI agents (analyst, architect, dev, pm, qa) through OpenRouter integration. Enables unified project structure across all IDEs with global registry management and automated BMAD methodology workflows.

Remote MCP Server (Authless)

A template for deploying MCP servers on Cloudflare Workers without authentication. Enables easy deployment and connection to MCP clients like Claude Desktop and Cloudflare AI Playground through remote URLs.

Pythagraph RED MCP Server

Enables retrieval and analysis of graph data from the Pythagraph RED API. Provides detailed graph statistics, node/edge distributions, and formatted table outputs for data visualization and analysis.

Jina Free MCP

A Managed Component Provider that enables fetching webpage content using Jina AI's reader service.

File System MCP Server

Enables safe file system operations including reading, writing, updating, and deleting files with built-in security safeguards, automatic backups, and comprehensive error handling. Provides directory listing, file metadata extraction, and protects against operations on system-critical paths.

Get My Notion MCP Server

Provides access to a specific GitHub repository (my-notion) allowing AI assistants to browse files, read content, and track commit information. Enables real-time interaction with repository data through the GitHub API without authentication requirements.

Cloudflare Playwright MCP

Enables AI assistants to control a browser through Cloudflare Workers, allowing them to perform web automation tasks like navigation, typing, clicking, and taking screenshots. Provides 14 browser automation tools that can be used with various AI platforms including Claude Desktop and VS Code.

PokeAPI MCP Server

A Model Context Protocol server that interfaces with PokeAPI to provide Pokémon information to LLM applications through JSON-RPC over stdio.

ITMCP

Secure network administration MCP server that enables AI assistants to safely execute networking commands like SSH, ping, and DNS lookups inside a Docker container sandbox.

MCP-IT Fastify

A Fastify plugin that automatically converts API routes into Model Context Protocol tools, enabling AI assistants to directly interact with your API.

MCP-RAG Server

Implements Retrieval-Augmented Generation (RAG) using GroundX and OpenAI, allowing users to ingest documents and perform semantic searches with advanced context handling through Modern Context Processing (MCP).

Banking Model Context Protocol Server

Implements a secure message communication protocol for handling exchanges between the banking chatbot and Azure OpenAI, providing message queuing, reliability, and detailed logging.

memU MCP Server

Enables AI applications to use advanced memory management capabilities through the memU AI framework. Supports storing conversation memories, semantic retrieval, multi-user management, and memory statistics via standardized MCP protocol.