AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
LNR-server-03-critical-facility-identification
A specialized MCP server designed to identify critical facilities within lifeline networks (LN), specifically tested using Shelby County infrastructure data as a case study for resilient network analysis.
OpenZeppelin Docs MCP Server
An MCP server providing lightning-fast, offline search and retrieval of OpenZeppelin Contracts documentation (v4.x/v5.x), featuring full-text search and deep NatSpec extraction from Solidity source files.
Weather MCP Server
A weather forecasting MCP server that provides real-time weather data for major Chinese cities and global locations via the wttr.in API without requiring authentication.
Tailscale MCP Server
A Tailscale API integration for the Model Context Protocol, allowing users to manage devices, ACLs, keys, and DNS configurations within MCP-enabled clients.
trae-swagger-mcp
Provides Trae IDE with the ability to parse and query local Swagger/Knife4j JSON documentation by converting complex API structures into human-readable text for AI agents.
Simple Voice MCP Server
A Japanese text-to-speech MCP server that supports multiple character voices and simultaneous audio playback using VLC, featuring a custom pronunciation dictionary for English terms.
Playread
A tool for automating Google searches and extracting structured markdown content from web pages using Playwright, designed for documentation scraping and web search tasks.
BareMCP
A comprehensive MCP server for managing BareCommerceCore e-commerce stores, providing tools for products, orders, customers, and analytics via secure OAuth authentication.
Token Info MCP Server
A specialized MCP server for EVM smart contract analysis that provides deep insights into proxy contract architectures and OpenZeppelin AccessControl role management.
Zitadel MCP
Enables faster, cleaner integration with Zitadel for user authentication.
Postman MCP Generator
A generator that creates custom MCP servers from Postman API collections, automatically turning API requests into functional JavaScript tools for LLMs.
Website Contacts Scraper
A specialized MCP server for lead generation and contact extraction that scrapes emails, phone numbers, and social links from website domains or company names.
CodeRabbit CLI MCP
Provides a direct interface to CodeRabbit CLI via MCP, allowing AI models to trigger comprehensive code reviews for committed or uncommitted changes.
Shipi MCP
Manage shipping workflows by creating labels, tracking packages, and scheduling carrier pickups. Compare live rates from major carriers like FedEx and UPS to optimize costs for every shipment. Organize logistical operations with a centralized address book and detailed shipping analytics.
Android Development MCP Server
A specialized MCP server for Android development that provides code generation and architectural guidance based on Google's 'NowInAndroid' best practices.
Sealmetrics MCP Server
A specialized analytics interface that enables AI assistants to query Sealmetrics data for traffic analysis, conversion tracking, ROAS evolution, and funnel performance using natural language.
Remote MCP Server (Authless)
A template and starting point for deploying authentication-free MCP servers on Cloudflare Workers using Server-Sent Events (SSE). It provides the scaffolding needed to build and host remote MCP tools that can be accessed by clients like Claude Desktop or the Cloudflare AI Playground.
Outlook MCP Server
A comprehensive MCP server enabling AI interactions with Microsoft Outlook for email management, searching, and advanced calendar operations via the Microsoft Graph API.
MEXC Announcements MCP
A specialized MCP server that provides real-time, structured access to MEXC exchange announcements, including new token listings and delistings, with full links and ISO timestamps.
Fathom Video MCP Server
A Model Context Protocol server that integrates with Fathom to browse meeting recordings, retrieve AI-generated summaries, and access full transcripts with speaker attribution.
roblox-studio-mcp
Connect AI assistants to Roblox Studio — manipulate the DataModel with 14 tools
UniFi MCP Server
A comprehensive MCP server for monitoring and managing UniFi Network Controllers. It provides 25 read-only tools to discover devices, inspect security settings, and analyze network performance using natural language.
Newsnow MCP Server
A robust news aggregation MCP server that interfaces with Google News and DuckDuckGo to provide headlines filtered by categories, locations, specific sites, and date ranges.
Firestore Todo List MCP Server
A productivity MCP server that enables AI assistants to manage tasks in Firebase Firestore using natural language. It supports full CRUD operations for todo lists and allows for custom system prompts to refine task management workflows.
interzoid-mcp-server
MCP server exposing 29 AI-powered Interzoid data quality APIs — company/name/address matching and deduplication, business intelligence, email trust scoring, data standardization, verification, translation, and more. Supports API key authentication and x402 crypto micropayments.
Trello MCP Server
A comprehensive Trello integration for Claude that provides complete API coverage for managing boards, lists, cards, and attachments via secure Nango OAuth authentication.
FreshRSS MCP Server
Provides comprehensive management of FreshRSS instances, allowing users to interact with articles, feeds, and folders via the Google Reader and Fever APIs. It supports tasks ranging from reading and starring articles to OPML import/export and automated feed discovery.
MCP Server for Homey API
A Homey home automation MCP server that allows AI agents to manage flows, devices, and zones using natural language, specializing in bulk automation and organization tasks.
A2A Client MCP Server
A client-side MCP server that bridges LLMs with Agent-to-Agent (A2A) protocol agents, enabling task delegation, real-time status tracking, and capability discovery.
watsonx MCP Server
Enables Claude to delegate tasks to IBM watsonx.ai foundation models (Granite, Llama, Mistral) for text generation, chat, embeddings, and document analysis. Supports two-agent architectures where Claude can leverage IBM's enterprise AI capabilities for specialized workloads.