AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
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.
Cursor DB MCP Server
Enables querying, searching, and analyzing Cursor IDE conversation history from SQLite workspaceStorage databases. Supports exporting chat data in multiple formats and provides workspace utilities for managing conversation data across projects.
wassden
A Spec-Driven Development toolkit that transforms LLMs into development agents by providing expert-crafted prompts for generating structured specifications and validating documents across the Requirements → Design → Tasks → Code workflow.
Token Saver MCP
Bridges VSCode's Language Server Protocol with MCP to give AI assistants instant access to code intelligence, delivering 100-1000x faster responses with 90% fewer tokens than traditional text-based searching. Provides 17 production-ready tools for navigation, refactoring, diagnostics, and code analysis.
Multi-MCPs
Aggregates multiple third-party APIs into unified MCP tools, providing out-of-the-box access to 10 popular services including OpenWeather, Google Maps, GitHub, Notion, Spotify, and more. Enables users to interact with weather data, search places, manage repositories, create content, and access various web services through a single MCP server.
Notion MCP Server
Enables AI agents to interact with Notion workspaces through the Notion API. Supports reading, writing, commenting, and managing Notion pages and databases with optimized token consumption for AI agents.
Ziwei Astrology MCP Server
Enables generation of detailed Chinese Ziwei Doushu (Purple Star) astrological charts with geographic location support and true solar time conversion. Provides tools for geocoding locations, converting Beijing time to apparent solar time, and creating comprehensive astrology readings based on birth information.
Setup Agent MCP
Enables AI assistants to automatically analyze GitHub repositories and set up development environments by detecting tech stacks, installing dependencies, and verifying project builds. Provides safe tools for repository cloning, file system operations, package installation, and build verification through an allowlisted command system.