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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Airbnb Search & Listings

Enables users to search Airbnb listings with advanced filtering options and retrieve detailed property information through an MCP server interface.

Flight + Stay Search MCP

Enables searching for flights (one-way, round-trip, multi-city) and hotels using the Duffel API, with support for filtering by cabin class, passengers, dates, and viewing accommodation reviews.

Money Manager MCP Server

A comprehensive MCP server that bridges AI assistants with the Realbyte Money Manager app, offering tools for transaction CRUD, asset tracking, credit card management, and financial analytics.

18 tools

Google Sheets MCP Server

A Google Sheets MCP server that enables reading, writing, and managing spreadsheet data in real-time using a Google Cloud Service Account. It provides tools for fetching sheet metadata, appending rows, and clearing cell ranges directly through simple commands.

5 tools

APLCart MCP Server

A specialized MCP server for the APLCart collection, enabling developers to find APL expressions through semantic search, exact syntax matching, and keyword lookups.

4 tools

Open Food Facts

Search and contribute to the Open Food Facts database.

Self-Hosted EdgeOne Pages MCP Server

A self-hosted MCP server that facilitates the deployment and management of static websites and KV storage directly on EdgeOne Pages using natural language.

unsplash-mcp

An MCP server for Unsplash photo search with proper attribution built-in. Key differentiator: Returns ready-to-use attribution_text and attribution_html for each photo, making it trivial for LLMs to build content pages with properly credited images (as required by Unsplash API guidelines).

LinkMeta MCP

Extract URL metadata (Open Graph, Twitter Cards, JSON-LD) from any URL

BrowserCat MCP Server

Enables LLMs to automate web browsing through BrowserCat's cloud browser service, including navigation, screenshots, JavaScript execution, and form interactions without requiring local browser installation.

mcp

A Next.js starter template for building OpenAI Apps SDK-compatible MCP servers that support native widget rendering within ChatGPT.

MCP Time Server

A hosted MCP server providing current time, date, and timezone conversion tools specifically designed for Claude Code remote sessions. It enables users to fetch localized time data and convert times between IANA timezones through a centralized API.

MCP File Forge

A Model Context Protocol server for secure, sandboxed file operations and project scaffolding with built-in search and regex capabilities. It is optimized for Windows environments and features configurable access controls to restrict operations to specific directories.

Faktuj MCP

Generate Polish VAT invoices (Faktura VAT) as PDF

agentbuilder-outlook-mcp

A specialized MCP server that enables sending emails through Microsoft Outlook and Graph API, supporting both personal and organizational Microsoft 365 accounts.

1 tool

zsh-tool

A robust Zsh execution tool for Claude Code featuring PTY mode for interactive prompts, a circuit breaker to prevent hanging, and A.L.A.N. 2.0 for intelligent command learning and retry detection.

10 tools

kweenkl

Send push notifications from AI assistants using natural language. Pre-launch demo available with example webhook token.

5 tools

GhidraMCP

Enables LLMs to autonomously reverse engineer binaries using Ghidra's capabilities including decompilation, function analysis, automatic renaming, and BSim integration for function similarity matching.

MCP Smart Contract Analyst

Enables interaction with the Monad blockchain to analyze smart contract source code for functionality and security, with decompilation support for unverified contracts.

OGForge MCP

Generate Open Graph images with themes and Lucide icons

Slack MCP Server

A comprehensive Slack integration for MCP clients that enables messaging, channel management, user lookups, and message searching through the Slack API.

8 tools

Beeper MCP Server

A blockchain-integrated note storage system that allows users to add, manage, and summarize notes using custom URI schemes and automated prompts.

1 tool

a11y-mcp-server

An MCP server for accessibility auditing that provides WCAG 2.2 criteria lookup, automated HTML issue analysis, remediation guidance, and structured accessibility documentation for UI components.

5 tools

expert-registry-mcp

A high-performance expert discovery and management system that uses vector and graph databases to inject specialized AI context and model expert relationships.

15 tools

MCP AI Router

Intelligent routing service that selects optimal AI models based on capability requirements and normalizes input/output formats across multiple providers like OpenAI, Anthropic, Google, and others.

AI Code Review MCP Server

A specialized MCP server that combines GitHub repository management with local file system access to facilitate automated code reviews and pull request analysis.

7 tools

PubMed Clinical Research

Search 36M+ PubMed biomedical articles and ClinicalTrials.gov studies.

Edge TTS MCP

A cross-platform MCP server that allows AI models to speak using Microsoft Edge TTS, featuring over 300 voices across 50+ languages with no API keys required.

3 tools

LinkShrink MCP

Privacy-first URL shortener with analytics

LoreKeeper MCP

Provides fast, cached access to comprehensive Dungeons & Dragons 5th Edition data including spells, monsters, classes, races, equipment, and rules through Open5e and D\&D 5e APIs.