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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

TSUNG AI Research & Analysis

Multi-LLM AI Research & Analysis — smart routing, consensus analysis, due diligence reports

Attrove

Query your users' Gmail, Slack, and Calendar with AI — Plaid for productivity apps

aidex

Persistent code indexing for AI assistants. 50x less context than grep. 11 languages.

impact-preview

Impact preview for AI agents - see what changes before any action executes.

Cursor Talk to Figma MCP

Enables Cursor AI to communicate with Figma for reading designs and modifying them programmatically, allowing users to automate design tasks through natural language.

Uber MCP Server

Enables AI assistants to interact with the Uber API for ride management, including requesting rides, obtaining price and time estimates, and tracking active trip status. It supports comprehensive journey features such as viewing ride history, cancelling requests, and rating drivers through a secure OAuth 2.0 integration.

DLI Power Switch MCP Server

Enables AI agents to control Digital Loggers (DLI) Web Power Switches for hardware discovery, status querying, and power operations. It features a safety-first architecture with configurable access levels to protect critical infrastructure from unauthorized or accidental power loss.

Cross-Project MCP Server

Enables AI agents to explore, search, and reference code implementation details across different project repositories. It also supports a task delegation protocol for agents to request and track work between separate codebases.

VeniAI-Hukuk-EmsalKarar-MCPServer

An AI-powered legal research tool that enables users to search for and retrieve legal precedents and case law decisions through a Model Context Protocol server. It supports both Turkish and English, providing lawyers and researchers with streamlined access to a comprehensive database of jurisprudence.

Daily Briefing MCP Server

Aggregates data from Google Calendar, TripIt, and Fireflies.ai to generate comprehensive daily briefings, schedule overviews, and action item lists. It enables users to manage their time by detecting meeting conflicts, identifying focus slots, and tracking upcoming travel plans.

EnriWeb

An MCP server that provides web search and URL fetching capabilities by delegating execution to an EnriProxy server. It enables AI agents to perform structured web searches and retrieve content with support for filtering, recency limits, and pagination.

What's for Dinner? MCP Server

Helps users decide what to eat by randomly selecting meals from a database of 100+ options or a custom list using an interactive spinning wheel widget. It supports cuisine filtering and provides an engaging visual interface to resolve mealtime indecision.

Cosmic MCP Server

An MCP server that enables AI assistants to manage content, media, and schemas within Cosmic CMS buckets. It allows users to perform CRUD operations on objects and types while providing tools for AI-driven text, image, and video generation.

Simple Remote MCP Server

A template and demonstration project for building, testing, and deploying remote MCP servers using FastMCP and uv. It provides a foundational structure for creating MCP-compliant tools that can be hosted publicly and integrated with LLM agents.

@myvtp/mcp

Enables application deployment and management on the VTP platform directly through Claude Code. It provides tools to analyze projects, generate configurations, and list deployed apps using the VTP API.

Xafari MCP

An MCP server and crawler for Xafari documentation that enables AI agents to search, retrieve pages, and extract code examples from a local index. It provides structured documentation access through stdio or HTTP interfaces for seamless IDE integration.

SDisk MCP File Manager

A corporate file management system that enables users to upload and activate files through an approval workflow for use within ChatGPT Apps. It utilizes the Model Context Protocol to provide secure access to file metadata and listings via OAuth 2.1 authentication.

Talon MCP

An MCP server for the Talon accessibility framework that surfaces logs, configuration details, and status information. It enables users to interact with the Talon Python REPL to execute code and manage the framework through natural language.

searchconsole-mcp

Provides read-only access to Google Search Console data, allowing AI assistants to query site performance metrics like keywords, clicks, and rankings using natural language. It supports listing verified properties, querying search analytics with dimension filters, and retrieving sitemap information.

llm-mcp-bridge

A versatile MCP bridge that connects any OpenAI-compatible API to the Model Context Protocol, providing comprehensive tools for benchmarking, evaluating consistency, and monitoring performance metrics like performance vs quality.

9 tools

USCardForum MCP Server

A comprehensive MCP server for interacting with USCardForum, providing deep integration with Discourse-based community data including discovery, reading, user research, and authenticated actions.

22 tools

OpenFDA Safety Data

Search FDA safety data: drug adverse events, recalls, and device events.

apimesh

12 x402-payable API tools for AI agents. Pay per call with USDC on Base.

Crossref Scholarly Data

Search 150M+ academic works, journals, and funders via Crossref API.

pyNastran MCP Server

An MCP server that enables AI agents to interact with Nastran FEA models by reading, writing, and analyzing BDF and OP2 files. It provides tools for mesh quality assessment, geometric analysis, and automated report generation for structural engineering workflows.

@ng-annotate/mcp-server

MCP server for ng-annotate-mcp — exposes Angular browser annotations as MCP tools for AI agents

MCP Tool Server

A production-ready Python MCP server providing tools for fetching live weather data, querying local SQLite databases, reading files, summarizing webpages, and performing safe mathematical calculations. It enables MCP-compatible LLM clients to execute these tasks autonomously as part of agentic workflows.

SwiftOpenAI MCP Server

A universal server that enables MCP-compatible clients (like Claude Desktop, Cursor, VS Code) to access OpenAI's APIs for chat completions, image generation, embeddings, and model listing through a standardized interface.

HyperEVM MCP

A specialized MCP server for the Hyperliquid EVM network that allows AI agents to perform DeFi operations like lending, borrowing, and swapping tokens via HyperLend and Kittenswap.

7 tools

dartpoint-mcp

MCP Server for public disclosure information of Korean companies, powered by the dartpoint.ai API.