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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

National Park Service

3

MCP (Model Context Protocol) Server. Integrates with the National Park Service API to provide structured park information for trip planning, exploration, and research applications.

2 tools

Polish Sejm Legal Acts

3

A comprehensive MCP server for accessing, analyzing, and searching Polish legal acts from the official Sejm API (Dziennik Ustaw and Monitor Polski). It provides 14 specialized tools for metadata retrieval, multi-criteria document searching, and structural analysis of legal documents.

14 tools

Genesis World

3

MCP (Model Context Protocol) Server. Bridges AI assistants with Genesis World simulations, enabling execution of customizable agent-based simulations and virtual world creation for analyzing emergent behaviors directly within conversations.

1 tool

GitHub PR Comments

3

MCP (Model Context Protocol) Server. Integrates with GitHub's Pull Request system to fetch and analyze PR comments with their associated file paths, line ranges, and replies for seamless code review workflows.

1 tool

Medical APIs

3

A comprehensive medical MCP server that aggregates data from authoritative sources like the FDA, WHO, PubMed, RxNorm, and Australia's PBS to provide clinical decision support and drug research capabilities.

20 tools

Security-Use MCP Server

3

Enables AI assistants to scan project dependencies and Infrastructure as Code files for security vulnerabilities and misconfigurations. It also provides automated fixing capabilities to remediate identified security issues.

Tornado Cash

3

This MCP server tracks Tornado Cash protocol events by querying The Graph's subgraph to reveal hidden asset trails and wallet interactions. It enables blockchain analysis and compliance investigations through real-time monitoring of deposits and withdrawals.

2 tools

Dify.ai Workflow

3

MCP (Model Context Protocol) Server. Integrates with Dify.ai's workflow applications by transforming Dify workflows into dynamically discoverable tools with parameter validation and response formatting capabilities.

gmail-mcp-server

3

A robust Model Context Protocol server for Gmail integration with intelligent authentication and comprehensive email operations

12 tools

Wordle

3

A Go-based MCP server that interfaces with the New York Times API to retrieve Wordle solutions for research, pattern analysis, and hint generation.

1 tool

Inoreader

3

An MCP server that integrates Inoreader to manage RSS feeds, retrieve and filter articles, and perform automated sentiment analysis and trend discovery through Claude.

log-analyzer-mcp

3

A comprehensive MCP server for AI-powered log analysis, supporting 9+ formats with specialized tools for error extraction, correlation, and sensitive data scanning.

8 tools

Typecast AI

3

MCP (Model Context Protocol) Server. Bridges to Typecast AI text-to-speech service, enabling high-quality voice synthesis with customizable emotional expression, volume, and playback speed for content creation and interactive voice applications.

3 tools

FileSystem Server

3

Local MCP server for Visual Studio 2022 that provides code-workspace functionality by giving AI agents selective access to project folders and files

6 tools

iFlytek SparkAgent Platform

3

This is a simple example of using MCP Server to invoke the task chain of the iFlytek SparkAgent Platform.

1 tool

Replicate

3

MCP (Model Context Protocol) Server. Integrates with Replicate to provide access to AI models for image generation, with features like parameter customization and output resizing.

Hong Kong Immigration Department

3

MCP (Model Context Protocol) Server. Provides access to Hong Kong Immigration Department daily passenger traffic statistics since 2021, breaking down visitor flows by type and control point with flexible date filtering.

MCP Fixer

3

A diagnostic and repair tool for Model Context Protocol (MCP) servers that automatically detects, diagnoses, and fixes configuration issues, JSON syntax errors, and dependency problems in Claude Desktop.

7 tools

YouTube MCP

3

A YouTube integration for MCP that allows users to search videos and perform playlist management tasks like creating, listing, and adding videos via the YouTube Data API v3.

ACMS

3

A Model Context Protocol server providing programmatic access to Apple's container CLI on macOS, enabling automated container management via 50+ operations.

Japanese Text Analyzer

3

MCP (Model Context Protocol) Server. Enables detailed Japanese text analysis through morphological parsing with Kuromoji, breaking down sentences into component parts with grammatical functions, readings, and base forms for language learning and translation applications.

6 tools

YouTube Translate

3

MCP (Model Context Protocol) Server. Enables access to YouTube video transcripts, translations, summaries, and subtitle generation through a simple API interface for research, content analysis, and multilingual video accessibility workflows.

AMap (Gaode Maps)

3

MCP (Model Context Protocol) Server. Integrates with AMap (Gaode Maps) API services in China for coordinate conversion, place searching, and transportation route planning between locations.

Meson Cross-Chain Transfer

3

MCP (Model Context Protocol) Server. Enables secure cross-chain cryptocurrency transfers between Ethereum, Arbitrum, Avalanche, and other blockchains using the Meson Protocol, with local private key processing for enhanced security.

3 tools

Triplyfy MCP

3

A remote MCP server that enables LLMs to plan, edit, and manage travel itineraries, including places, notes, and flights, directly within the Triplyfy platform.

Wazuh OpenSearch Analytics

3

MCP (Model Context Protocol) Server. Enables security analysts to query, analyze, and visualize Wazuh security logs stored in OpenSearch databases for efficient incident investigation and monitoring.

4 tools

Solana

3

MCP (Model Context Protocol) Server. Integrates Solana blockchain with natural language commands to enable querying balances, handling transactions, and retrieving blockchain data.

44 tools

PDF Search

3

MCP (Model Context Protocol) Server. Built for Zed to enable semantic searching of PDF documents using a Qdrant vector database and OpenAI embeddings.

1 tool

whazaa

Needs Setup
3

WhatsApp MCP server for Claude Code — talk to Claude from your phone via WhatsApp self-chat

BoldSign

3

Search, request, and manage e-signature contracts effortlessly with BoldSign.

14 tools