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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

spaceship-mcp

Needs Setup
2

MCP server for managing domains, DNS records, and marketplace listings via the Spaceship API

Mermaid Diagram Generator

2

MCP (Model Context Protocol) Server. Enables creation of visual diagrams from Mermaid syntax with support for multiple themes and background options, handling image data natively for visualizing relationships, processes, or structures directly within conversations.

dynamic-mcp

2

A proxy server that bundles multiple upstream MCP servers into a single interface, reducing token overhead by loading tool schemas on-demand.

gemini-mcp

2

A Model Context Protocol server that enables Claude to interact with Google's Gemini AI models for advanced reasoning and task offloading.

2 tools

AI Peer Review MCP Server

2

Enables local language models to request real-time peer review feedback from Google Gemini to improve response quality, accuracy, and completeness.

1 tool

Orion Vision (Azure Form Recognizer)

2

A specialized MCP server that integrates with Azure Form Recognizer (Document Intelligence) to extract structured data from diverse document types like invoices, receipts, and ID documents.

Ads MCP

2

Remote MCP server for cross-platform ad campaign creation (Google Ads Search & PMax, TikTok). OAuth 2.1 authentication with progress streaming support for long-running operations. Website

4 tools

lyra-tool-discovery

2

An AI-powered automation toolkit that discovers, analyzes, and generates ready-to-ship MCP server configurations from GitHub and npm, specifically optimized for the crypto and Web3 ecosystem.

5 tools

InsightsLibrary

2

MCP (Model Context Protocol) Server. Provides access to over 10,000 curated business insight reports stored locally with intelligent search capabilities including keyword matching, publisher filtering, date range queries, and full-text content retrieval for research workflows and market analysis.

1 tool

MCP Server Starter Template

2

A template for building MCP servers that expose UI component registries and design systems to AI assistants, supporting shadcn/ui style registry formats.

3 tools

Name.com MCP Server

2

A comprehensive domain management MCP server that dynamically generates tools from the Name.com OpenAPI specification for tasks like registration, DNS management, and transfers.

TripAdvisor Vacation Planner

2

MCP (Model Context Protocol) Server. Integrates with TripAdvisor's API to enable vacation planning, destination exploration, and informed decision-making about accommodations and activities through location searches, nearby discovery, and interactive itinerary creation.

1 tool

RayBridge

2

Bridges locally installed Raycast extensions to any MCP-compatible client via stdio or HTTP. It enables headless execution of extension logic by shimming UI components and leveraging existing OAuth tokens.

Whissle

2

MCP (Model Context Protocol) Server. Integrates with Whissle's speech processing API to enable speech-to-text transcription with timestamps and speaker diarization, machine translation between languages, and text summarization using LLM models.

5 tools

NestJS Customer Service Backend

2

A NestJS-integrated MCP server designed to manage customer complaint workflows, automate ticket assignments, and synchronize with JIRA for issue tracking.

1 tool

Time MCP Server

2

A utility server that provides real-time clock information and timezone conversion using IANA timezone names with automatic system detection.

2 tools

Indian Stocks

2

MCP (Model Context Protocol) Server. Integrates with the Indian stock market API to provide financial data including trending stocks, IPO information, financial statements, historical statistics, mutual funds, and corporate actions for financial analysis and research.

Shadow-CLJS Build Monitor

2

A monitor for shadow-cljs that provides real-time build status, compilation errors, and performance metrics to help LLMs verify ClojureScript changes.

1 tool

alpaca-mcp-server

2

A Model Context Protocol (MCP) server implementation for Alpaca trading that enables Large Language Models (LLMs) like Anthropic Claude to interact with Alpaca's trading API. The instructions and commands provided in this README are primarily for MacOS/Linux users.

4 tools

Medium Accelerator

2

MCP (Model Context Protocol) Server. Accelerates Medium article research by extracting article links from archive pages, scraping full content for summarization, and maintaining a persistent local database of article summaries with metadata for efficient content discovery and organization.

4 tools

Kagi Search

2

MCP (Model Context Protocol) Server. Integrates Kagi search API to provide web search, news retrieval, and fast GPT-powered question answering for up-to-date information access and content enrichment.

3 tools

Star Wars Planet Data (Couchbase)

2

MCP (Model Context Protocol) Server. Integrates Couchbase vector search for semantic similarity queries on Star Wars planet data.

2 tools

Wikidata MCP Server

2

A high-performance MCP server connecting LLMs to Wikidata using a hybrid architecture that optimizes for both sub-250ms simple searches and complex relational SPARQL queries.

8 tools

Web Fetch

2

MCP (Model Context Protocol) Server. Provides web content retrieval capabilities through specialized tools for fetching HTML, JSON, text, and Markdown formats, enabling web scraping and data extraction directly within conversation interfaces.

4 tools

Tuba Workflow

2

This MCP server bridges Tuba.ai computer vision workflows to AI assistants, allowing users to programmatically run vision pipelines, monitor status, retrieve results, and update block parameters.

5 tools

OpenAPI Unbundler

2

An MCP server that uses the Redocly CLI to split large OpenAPI specifications into manageable files or extract specific endpoints while preserving component references.

2 tools

iRacing Data MCP Server

2

An MCP server that provides access to the iRacing racing simulation API, allowing for retrieval of driver profiles, career statistics, and team data.

6 tools

Sound Notification

2

A specialized MCP server that enables AI coding assistants like Cursor and Windsurf to trigger auditory alerts on macOS, notifying users when tasks are complete or when manual intervention is required.

WebforAI Text Extractor

2

MCP (Model Context Protocol) Server. Extracts and processes web page content into clean, readable markdown format for research and information gathering

1 tool

Arista CloudVision

2

MCP (Model Context Protocol) Server. Enables Claude to interact with Arista CloudVision for network management tasks including device inventory, system events, connectivity monitoring, and tag creation through conversational prompts.