AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Gandi MCP Server
Enables AI assistants to manage Gandi domains and LiveDNS records directly via the Gandi API v5. It supports comprehensive domain management operations and full CRUD functionality for various DNS record types.
mcp-toolselect
An MCP server that recommends specific tools for tasks by learning from usage patterns and historical success rates. It enables users to register tool capabilities and provides ranked recommendations that adapt based on feedback and execution data.
Remote MCP Server Template
A template for deploying MCP servers on Cloudflare Workers without authentication. Enables easy deployment and connection to AI clients like Claude Desktop and Cloudflare AI Playground.
SceneCraft MCP
Converts plain text scripts into structured storyboards with shot breakdowns using LLMs, and optionally generates visual frames via Stable Diffusion and assembles them into vertical videos for rapid content prototyping.
Similar Words MCP Server
An MCP server providing access to the Similar Words API, enabling applications to search for and retrieve semantically related words and linguistic relationships.
newskit-mcp-server
MCP server for intelligent news article categorization using embeddings and clustering
mcpbox
A lightweight gateway that exposes local stdio-based MCP servers via Streamable HTTP
wikimedia-image-search-mcp
MCP server enabling AI assistants to search Wikimedia Commons images with metadata and visual previews
codeforge-dev
Complete development container that sets up Claude Code with modular devcontainer features, modern dev tools, and persistent configurations. Drop it into any project and get a production-ready AI development environment in minutes.
YeetIt
Instant web publishing for AI agents. POST HTML, get a live URL. No account needed.
imgx
AI image generation and editing via CLI or MCP. Text-based editing, multi-provider.
capital-equipment
Search, book, and manage scientific research equipment across 500+ STEM core facilities.
MCP Gemini
MCP server for Google Gemini AI - text, image, video, research, and more
Danube AI
Unified platform for AI tool discovery, execution, and integration across APIs and MCP servers.
Robot Framework MCP Server
A Model Context Protocol server that enables generating and managing Robot Framework test automation with SeleniumLibrary, including test case generation, page object models, and advanced web testing capabilities.
Rexi MCP Server
Enables AI assistants to interact with the Rexi API through a comprehensive wrapper that provides access to all API endpoints with full parameter support. Includes OpenAPI specification resources and schema access for blockchain and contract-related operations.
FastAPI-MCP
A tool that automatically exposes FastAPI endpoints as MCP tools, preserving native authentication, schemas, and documentation through a direct ASGI transport layer.
TOYBOX MCP Server
Zero-friction publishing platform that enables Claude Desktop users to publish artifacts to a personal GitHub Pages portfolio site through simple conversational commands.
WhatsApp MCP Server
Enables seamless integration with WhatsApp through the Model Context Protocol, featuring multi-user support and Supabase cloud storage for persistent message history and media. Users can send messages, search chat records, and manage contacts across platforms like Claude Desktop, Cursor, and OpenClaw.
Xmind Generator MCP Server
An MCP server that allows LLMs to create structured Xmind mind maps with hierarchical topic structures, supporting features like notes, labels, and markers.
FastAPI MCP Server
Enables interaction with Supabase databases and n8n workflows through a JSON-RPC 2.0 MCP server. Provides database operations, vector search capabilities, and webhook-based workflow automation with secure API token authentication.
Base MCP Server
Enables AI applications to interact with the Base blockchain network, allowing wallet management, smart contract deployment, token transfers, NFT operations, DeFi interactions with Morpho vaults, and onramping funds via Coinbase.
Windows ChatGPT MCP
Enables Claude Desktop and VS Code Claude CLI to interact with ChatGPT on Windows systems through the MCP protocol. Provides seamless integration allowing users to leverage ChatGPT functionality within their Claude workflow with tools for sending messages, managing conversations, and accessing ChatGPT responses.
Database MCP Server
Enables AI assistants to interact with PostgreSQL and Supabase databases through natural language. Supports secure database operations including queries, migrations, and schema management with user-provided credentials.
MCP Fullstack
A comprehensive operations platform providing browser automation, web search/crawling, database operations, deployment tools, secrets management, and analytics capabilities for full-stack software engineering workflows. Features AI-driven automation, real-time monitoring dashboard, and cross-platform service management.
Godot Sentinel MCP
Enables AI assistants to interact with Godot game projects through real-time error detection, automated testing, code analysis, and safe git-based patching. Provides comprehensive project context and development workflow automation for Godot developers.
MCP Log Analyzer
An AI-powered server that analyzes system log files to identify errors/warnings and recommend fixes using FastMCP, LangGraph ReAct agents, and Anthropic Claude.
Frontmatter MCP
A specialized MCP server that allows querying Markdown frontmatter using DuckDB SQL and managing metadata with batch array tools, featuring optional local semantic search for content-based discovery.
fascia-mcp-server
Expose Fascia-deployed Tools and Entity schemas to AI agents via MCP
JIRA
MCP (Model Context Protocol) Server. Provides a bridge to Atlassian JIRA for retrieving issue details by key using TypeScript and JSON-RPC requests over stdio transport.