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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Remote MCP Server on Cloudflare

A template for deploying MCP servers to Cloudflare Workers with built-in OAuth authentication and SSE transport support. It serves as a bridge for connecting Claude Desktop to remotely hosted tools over HTTP.

1 tool

WorkItems DevOps MCP Server

An MCP server for Azure DevOps that enables AI agents to query, manage work item lifecycle, track actual effort, and update planned dates through natural language.

14 tools

MCP Server for Oracle

A robust Model Context Protocol server for Oracle databases providing multi-database connectivity with granular security controls including readonly/readwrite modes and table-level allowlisting.

2 tools

Spice MCP

Enables querying and analyzing blockchain data from Dune Analytics with Polars-optimized workflows, including schema discovery, Sui package exploration, and query management through natural language.

PlantUML MCP Server

A versatile MCP server that transforms PlantUML text snippets into rendered diagrams, supporting various architectural and business modeling formats across HTTP, SSE, and STDIO transports.

5 tools

Claude Code Multi-Process MCP Server

Enables asynchronous and parallel execution of Claude Code tasks across multiple sessions, allowing users to start background tasks and continue working immediately without blocking.

Harmony 2.0 Master Agent - Gemini MCP Server

A specialized MCP server that provides expert guidance, code analysis, and generation following Harmony 2.0 architectural patterns and best practices using Gemini AI.

4 tools

Subscription-Intelligence-MCP

Autonomous subscription monitoring agent using MCP that detects billing risks, duplicate subscriptions, and budget overruns with rule-based logic and LLM-powered explanations. https://github.com/ARUNMOZHI-27/subscription-intelligence

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.

4 tools

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.

3 tools

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.

1 tool

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.

4 tools

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.

2 tools

BareMCP

A comprehensive MCP server for managing BareCommerceCore e-commerce stores, providing tools for products, orders, customers, and analytics via secure OAuth authentication.

46 tools

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.

2 tools

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.

1 tool

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.

2 tools

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.

1 tool

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.

10 tools

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.

8 tools

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.

12 tools

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.

3 tools

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.

3 tools

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.

25 tools