AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
K8s MCP Server
A robust MCP server that enables LLMs to securely manage multiple Kubernetes clusters using kubectl, Helm, Istioctl, and ArgoCD through dynamic kubeconfig injection.
Phabricator MCP Server
A comprehensive MCP server that enables AI assistants to manage Phabricator tasks and perform intelligent code reviews with deep context correlation.
keryx
The fullstack TypeScript framework for MCP and APIs — write one action, serve HTTP, WebSocket, CLI, background tasks, and MCP tools.
Swagger MCP
A dynamic gateway that converts any OpenAPI/Swagger specification into an MCP server, allowing AI agents to call REST API endpoints as native tools.
Research Powerpack MCP
A comprehensive research toolkit that enables AI assistants to perform parallel Google searches, mine Reddit discussions, and scrape JavaScript-heavy websites to synthesize high-signal context with citations.
Braintree
Unofficial PayPal Braintree payment gateway MCP Server for AI agents to process payments, manage customers, and handle transactions securely.
MySQL MCP Server
A secure Model Context Protocol server that provides read-only access to MySQL databases with built-in query validation and protection against data modification.
ui-ticket-mcp
Human-to-AI code review bridge. Review UI in the browser, AI agents fix code via MCP.
Obsidian Diary
An intelligent journaling assistant for Obsidian that uses local Ollama models to generate reflection prompts, extract tasks, and automatically link diary entries based on thematic similarity.
lightcms
AI-native CMS with 41 MCP tools for managing websites through natural language.
Web and Python Sandbox
MCP (Model Context Protocol) Server. Provides web content access and Python code execution in a sandboxed environment, enabling information verification and working code demonstrations through containerized tools with appropriate security constraints.
renderdoc-mcp
Enables AI assistants to analyze RenderDoc GPU frame captures for graphics debugging and performance analysis through a headless Python API. It provides a comprehensive suite of tools for inspecting pipeline states, shader bindings, and exporting frame resources like textures and meshes.
Unsplash
A FastAPI-based MCP server that integrates Unsplash API, allowing AI models to search for images, list trending photos, and fetch random photography with metadata.
Database Lookup Protocol (DLP)
Provides AI assistants with read-only access to inspect database schemas, preview data, and run safe queries across PostgreSQL, MySQL, MongoDB, and SQL Server. It enables AI tools to understand database structures and relationships automatically to generate more accurate code.
Reqable MCP Server
Exposes local Reqable network capture traffic to MCP clients for real-time monitoring and analysis of HTTP requests. It enables developers to query, search, and generate code from captured traffic stored locally within a private SQLite database.
Airtable OAuth
A robust MCP server that provides full Airtable API coverage using secure OAuth 2.0 authentication, enabling AI assistants to manage bases, records, and schemas.
Obsidian Vault Search for Claude
An MCP server that provides advanced ripgrep-powered search capabilities for Obsidian vaults, featuring smart context detection for YAML frontmatter and headings, link analysis, and date-based discovery.
jobswithgpt
Job search MCP using jobswithgpt which indexes 500K+ public job listings and refreshed continously.
mcp-smart-notes
A sophisticated note-taking system that implements the Model Context Protocol (MCP) and features intelligent auto-tagging using local LLMs via Ollama. It enables AI-driven categorization and search across a JSON-based note repository.
mockd
Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, and SOAP APIs with 16 AI tools.
MetaMask Blockchain Toolkit
MCP (Model Context Protocol) Server. Integrates with blockchain technologies like MetaMask, ERC20 tokens, and smart contracts, enabling wallet connections, contract deployment, transaction verification, and token management across Celo and Polygon networks.
Vidu
MCP (Model Context Protocol) Server. Transforms static images into dynamic videos with customizable parameters through the Vidu AI video generation API, handling authentication, file management, and asynchronous task processing.
DevRev
A Model Context Protocol server that integrates with DevRev APIs to search and retrieve data for issue tracking, support analysis, and data-driven CRM tasks.
The Web MCP
Enables AI assistants to access real-time web data through search, markdown scraping, and browser automation while bypassing anti-bot protections using Bright Data's infrastructure.
GarenMCP
An AI-powered component design platform that transforms natural language into production-ready React/Vue components using a multi-stage design pipeline and private component libraries.
PHPocalypse
MCP (Model Context Protocol) Server. Enables PHP developers to run static analysis, code style checks, and tests directly within conversations by executing PHPStan, PHP-CS-Fixer, and PHPUnit commands through a YAML-configured TypeScript server.
classmcp
A multi-framework MCP server that optimizes AI-assisted CSS development by using semantic class patterns instead of long utility strings, resulting in up to 77% token savings.
ActivityWatch MCP Server
A Model Context Protocol server that allows LLMs to query and analyze ActivityWatch time tracking data, manage activity categories, and perform smart time-period based analysis of window and web activity.
OpenAPI Search
A specialized MCP server for loading, parsing, and querying OpenAPI/Swagger documentation, enabling AI assistants to perform intelligent searches across endpoints, schemas, and authentication schemes.
Jane
Jane is a high-performance knowledge management MCP server that uses SQLite FTS5 to transform team documentation and project specifications into a searchable database for AI assistants.