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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

AlphaGenome MCP Server

Enables AI-powered genomic variant analysis including variant impact prediction, regulatory element discovery, and batch variant scoring. Currently operates in mock mode as a proof-of-concept awaiting the public release of Google DeepMind's AlphaGenome API.

Remote MCP Server (Authless)

Enables deployment of Model Context Protocol servers on Cloudflare Workers without authentication. Allows users to create custom MCP tools and connect them to AI clients like Claude Desktop or Cloudflare AI Playground.

GitHub MCP Server

Enables access to GitHub repositories and data through the GitHub API. Supports retrieving repositories, issues, pull requests, and searching code across GitHub with authentication via personal access tokens.

MSSQL MCP Server

Enables AI assistants to interact with both local SQL Server and Azure SQL Database through natural language, supporting queries, data manipulation, and schema operations with built-in security features.

PubChem Chemical Safety MCP Server

Enables users to retrieve chemical safety information including compound properties, GHS safety classifications, and toxicity data from PubChem database using compound names or CIDs. Supports batch queries with caching for efficient chemical safety research and analysis.

Snipe-IT MCP Server

Enables AI assistants to manage Snipe-IT inventory systems through comprehensive asset and consumable operations. Supports creating, updating, tracking, and managing IT assets, consumables, maintenance records, file attachments, and generating labels.

Data Commons MCP Server

Enables AI agents to query and retrieve public statistical data from Data Commons through search and observation tools. Provides access to demographic, economic, and other statistical indicators for analysis and research.

Remotion Video Generator

Enables AI assistants to create professional YouTube videos using Remotion with a design-system-first approach. Provides 20+ video components, 7 themes, and animated elements optimized for engagement and retention.

Local MCP Server

Provides 18 tools including calculator operations (add, subtract, multiply, divide, power, sqrt, log, trigonometric functions) and secure sandboxed file operations (read, write, append, delete, list) for LangGraph agents and MCP clients. Features async support, YAML configuration, comprehensive logging, and path traversal protection.

Databricks MCP Server Template

Enables AI assistants like Claude to interact with Databricks workspaces through a secure, authenticated interface. Supports custom prompts and tools that leverage the Databricks SDK for workspace management, job execution, and SQL operations.

Better Writer MCP

Generates natural, fluent Chinese content that reads like human writing using the Qwen3-Next-80B-A3B model. Supports web search for latest information and direct file saving with customizable writing rules.

SAP OData to MCP Server

Transforms SAP S/4HANA or ECC systems into conversational AI interfaces by exposing OData services as dynamic MCP tools. Enables natural language interactions with ERP data for querying, creating, updating, and deleting business entities.

Overseerr MCP Server

Enables interaction with Overseerr media request management through natural language. Supports searching for movies/TV shows, managing media requests, approving/denying requests, and monitoring server status.

AI Naming Standard MCP Server

Enables automatic generation and validation of standardized file names using AI-driven conventions for microservices architecture. Supports multi-language naming with structured components like microservice, layer, domain, and action identifiers.

MCP HTTP TAVILY DATE OAUTH

Enables web searches using TAVILY API with fallback to DuckDuckGo, datetime queries, and optional Ollama AI processing. Features HTTP transport with OAuth2 authentication for secure access to search capabilities.

MCPMake

Enables management and execution of Python scripts with automatic LLM-extracted argument schemas and validation. Provides script registry, execution history, and intelligent argument parsing like make but for Python scripts.

Aurora-MCP

Enables querying relationships between plant species, small molecules, and mitochondrial Complex I inhibitors by bridging natural-product, biodiversity, and PubMed datasets. Allows LLMs to perform structured searches and reasoning over biological data to identify potential plant-derived mitochondrial inhibitors.

Tasks MCP Server

Enables task management through natural language commands in English or Spanish. Supports creating, listing, updating, completing, and deleting tasks with local SQLite storage.

Review MCP Server

Enables Claude to perform thorough code reviews by integrating with Codex and Gemini CLIs to provide senior-level feedback on code quality, security, performance, and best practices. Supports reviewing code snippets, individual files, or entire directories with automatic detection of available review tools.

mcp-server-nano-banana

AI image generation with Google Gemini's Nano-Banana model.

Pinecone Economic Books

Enables semantic search through a Pinecone vector database containing economic books and academic papers using natural language queries. Provides 10 specialized search tools with metadata filtering for precise discovery of economic theories, concepts, and research by author, subject, or book.

Qdrant MCP Server

Enables storing and retrieving information using semantic search with Qdrant vector database. Acts as a memory layer for LLMs to persistently store and semantically search through information and metadata.

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WDIO MCP Server

A custom Model Context Protocol server that enables GitHub Copilot Agent to perform browser automation testing using WebdriverIO tools through natural language instructions.

Deribit MCP Server

Enables real-time cryptocurrency price monitoring and intelligent alerts for Deribit exchange through Claude Desktop. Set price alerts using natural language and receive instant Telegram notifications when conditions are met.

Ops MCP Server

Enables management of operations tasks through Gmail integration. Provides tools to fetch ops reports including HotSchedules 911 items and Brinker deadlines, and mark tasks as complete.

Git Helper MCP

Enables Claude to interact with git repositories by providing real-time access to repository status, branch information, commit history, and file changes. Allows users to query their git workspace through natural language commands.

Remote MCP Server

A Cloudflare Workers-based MCP server that enables connecting AI assistants like Claude Desktop to custom tools without authentication requirements.

Surfline MCP Server

Enables access to comprehensive surf forecasts from Surfline including current conditions, swell analysis, forecaster insights, tides, and timing information for Santa Cruz surf spots. Provides detailed 8-hour forecasts with expert observations through secure Google OAuth authentication.

Spotify MCP Server

Enables interaction with Spotify through natural language for music discovery, playback control, library management, and playlist creation. Supports searching for music, controlling playback, managing saved tracks, and getting personalized recommendations based on mood and preferences.