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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

FastAPI MCP SSE

A Server-Sent Events implementation using FastAPI framework that integrates Model Context Protocol (MCP), allowing AI models to access external tools and data sources like weather information.

EdgeOne Pages MCP

Enables the deployment of HTML content, folders, and full-stack projects to EdgeOne Pages to generate publicly accessible URLs. It integrates with edge functions and KV storage to provide fast content delivery and supports custom domain configuration.

taiwan-tender-mcp

台灣政府標案查詢 MCP - 串接政府電子採購網 API

azure-ai-foundry__mcp-foundry.8902e5c9

gmail-mcp

MCP server for Gmail access through LIAM email assistant

raisers-edge-nxt-mcp-server-by-cdata

A read-only MCP server that enables LLMs to query live Raisers Edge NXT data using natural language by wrapping the CData JDBC driver into a relational SQL interface.

3 tools

Obsidian RAG MCP Server

Enables semantic search and content retrieval from local Obsidian vaults through the Model Context Protocol. It allows AI assistants to query notes by meaning, filter by tags, and access full note content for enhanced knowledge integration.

mcp-openmediavault

Enables AI assistants to monitor and manage OpenMediaVault NAS systems by providing access to storage, network shares, user accounts, and system services. It supports OMV 5 and 6 via the JSON-RPC API for comprehensive hardware and configuration oversight through natural language.

VoiceAI-MCP-VAVicky

Best VoiceAI White Label Platform for Agencies with Full MCP Connectivity to Any Platform for Custom VoiceAi & AI Chat Integrations and You Keep 100% of the Profits

zellij-mcp

MCP server that exposes Zellij terminal multiplexer operations as tools for AI coding agents

@purpleflea/casino-mcp

MCP server for AI agent casino — provably fair gambling with 0.5% house edge. Coin flip, dice, roulette, crash, custom odds. Kelly Criterion bankroll protection. By Purple Flea.

@purpleflea/trading-mcp

MCP server for AI agent trading — 275+ perpetual markets including TSLA, NVDA, GOLD, SILVER via Hyperliquid HIP-3. Stocks, commodities, crypto, forex. By Purple Flea.

@agent-forge-copilot/cli

Context Engineering Toolkit — generate GitHub Copilot customization files (agents, prompts, instructions, skills, hooks, MCP servers, agentic workflows) via a multi-agent AI pipeline with interactive CLI and 11 built-in templates.

copilot-studio-agent-direct-line-mcp

A TypeScript-based MCP server that integrates Microsoft Copilot Studio Agents into development environments via the Direct Line 3.0 API, allowing developers to interact with agents directly from their code editor.

4 tools

mcp-sqlite-server

MCP server for SQLite — query databases, inspect schemas, explain queries, and export data from your IDE

mcp-server-dns

MCP server for DNS lookups, reverse DNS, WHOIS, and domain checks — zero auth, zero config

kindlyguard

Security-focused MCP server protecting against unicode attacks, injection threats, and other AI vulnerabilities

agent-index-mcp

MCP server for Agent Index - search x402 endpoints from Claude/Cursor

MCP File Editor Server

Enables comprehensive file operations including reading, writing, searching, and editing files with advanced features like regex-based replacements, line-specific modifications, and directory-wide search capabilities. Provides 8 robust tools for safe file manipulation with content verification and detailed error handling.

Clerk MCP Server

Enables AI assistants to query and manage Clerk organizations, users, members, and metadata via the Model Context Protocol. It supports both hosted and per-request secret key modes for flexible integration with various AI environments.

Enhanced Interactive Feedback MCP Server

An advanced MCP server that provides interactive feedback mechanisms with support for various feedback types, multi-language capabilities, and team collaboration features for AI tools like Cursor, Cline, and Windsurf.

MCP TypeScript Template

A production-grade TypeScript template for building Model Context Protocol (MCP) servers with declarative tools/resources, authentication, storage abstraction, and support for both local and edge deployment. Provides example echo tools and resources to demonstrate MCP server development patterns.

Nyko MCP Server

Provides production-ready implementation patterns for features like authentication, payments, and deployments to AI coding assistants. It enables developers to search and retrieve battle-tested code snippets and setup steps for full-stack tasks.

MI PANA APP MCP Server

A comprehensive ride-sharing management server that handles driver discovery, dynamic fare calculation, trip lifecycle management, and real-time location tracking using Supabase.

7 tools

MCP Server for Apache Airflow

Provides integration with Apache Airflow's REST API, allowing AI assistants to programmatically interact with Airflow workflows, monitor DAG runs, and manage tasks.

Teams Messenger MCP App

A Model Context Protocol server that bridges Microsoft Teams and MCP-compatible clients, enabling chat integration, message handling, and advanced search capabilities without REST API endpoints.

MCP-Discord

Enables AI assistants to interact with Discord servers through a bot, supporting channel management, messaging, forum operations, reactions, and webhooks.

PartsTable

MCP server for IT hardware parts research: normalize PNs, search listings, get subs/comps.

Model ID Cheatsheet

Accurate API model IDs, pricing, and specs for 46 models across 7 AI providers.

WinBridgeAgent

Open-source Windows MCP server for AI assistants. File, clipboard, screenshot, process & power mgmt.