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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Honeypot Detector

1

A security-focused MCP server that validates Ethereum, BNB Smart Chain, and Base token addresses for honeypot risks, tax structures, and contract verification status.

1 tool

DigitalOcean Database

1

A TypeScript-based MCP server that connects AI-powered IDEs to managed DigitalOcean PostgreSQL and MySQL databases using API token-based auto-discovery.

9 tools

llms-mcp

1

An MCP server that implements the llms.txt standard, automatically parsing project documentation maps to expose local files and external web resources to AI models.

Project Guardian MCP

1

A specialized project memory system combining knowledge graph capabilities with SQLite database operations for persistent entity tracking and workflow management.

17 tools

Mezmo MCP Server

1

A quota-conscious MCP server for retrieving and filtering Mezmo logs with intelligent defaults, allowing users to discover and query logs by application, level, and custom time ranges.

1 tool

Travel MCP Server

1

A comprehensive travel aggregation server that enables searching for flights and hotels, tracking real-time flight statuses, and retrieving airport/route information using Amadeus and AviationStack APIs.

7 tools

File System

1

MCP (Model Context Protocol) Server. Provides secure file system operations including reading, writing, copying, moving, and deleting files plus directory management and advanced search capabilities with regex pattern matching and content searching across files.

Apache Airflow (Bearer Token)

1

A Model Context Protocol server for Apache Airflow that facilitates DAG management, task monitoring, and administrative operations using Bearer token or basic authentication.

55 tools

Fabric Docker

1

A containerized Model Context Protocol server for the Fabric AI framework, providing access to over 233 crowdsourced prompt patterns across multiple LLM providers.

Hyperledger Fabric Agent Suite

1

A modular toolkit and MCP server for managing Hyperledger Fabric test networks, enabling automated setup, channel management, and chaincode lifecycle operations via an LLM.

Card Magic MCP

1

A specialized MCP server that implements the Chico & Dico card magic trick, allowing users to encode five-card sets into secret sequences and decode them to reveal hidden cards.

2 tools

Onchain MCP Server

1

A multi-chain onchain data server for querying balances, analyzing transactions, and conducting security audits across 12+ EVM-compatible networks.

7 tools

Gravatar MCP Server

1

The official Gravatar MCP server provides access to user profiles, avatar images, and AI-inferred interests via email or profile identifiers.

6 tools

WorldAnvil

1

A comprehensive WorldAnvil integration for MCP that automates worldbuilding workflows, including article creation, map management, and content organization with automatic Markdown-to-BBCode conversion.

Linear Issues

1

A read-only Linear integration that allows users to fetch specific issue details and their complete comment history directly through a Model Context Protocol server.

2 tools

WhatsApp MCP Server (TypeScript)

1

A TypeScript-based MCP server that connects AI agents directly to your personal WhatsApp account via the multi-device API for searching messages, managing chats, and sending messages.

6 tools

Codex MCP Server

1

A specialized MCP server for the OpenAI Codex CLI that manages multi-turn coding sessions with advanced reasoning effort controls and native context resume support. It enables Claude to perform deep code analysis, generation, and refactoring through the Codex ecosystem.

4 tools

Wikidata SPARQL

1

Unofficial REMOTE MCP server for Wikidata's SPARQL endpoint, providing access to structured knowledge data, entity relationships, and semantic queries for research and data analysis.

1 tool

Brave-Real-Browser-Mcp-Server

1

A robust browser automation MCP server using Brave Browser, featuring built-in anti-detection, CAPTCHA solving, and deep analysis tools optimized for LLMs like Gemini 3 Pro.

34 tools

ClickUp

Failed
1

MCP server for ClickUp task management, supporting task creation, updates, bulk operations, and markdown descriptions.

33 tools

Artificial Virtual Assistant (AVA)

1

An MCP server that integrates with the Gmail API to provide an Artificial Virtual Assistant (AVA) capable of automating email management and personal tasks via secure Google OAuth.

Jina Supabase RAG

1

A specialized RAG MCP server that crawls documentation using Jina AI and Crawl4AI, indexing content into Supabase pgvector for high-performance semantic search.

3 tools

crawl4ai-rag-mcp-gemini

1

A robust MCP server for web crawling, private search, and intelligent RAG. It integrates Crawl4AI, SearXNG, and Supabase to provide AI agents with advanced content extraction, hybrid search, and knowledge graph-based code analysis.

9 tools

P-Link.io

1

HTTP 402 Protocol implementation on Solana network. Sending & receiving payments for agents

9 tools

ZettelkastenSpace

1

An AI-enhanced knowledge management system based on the Zettelkasten method, providing Claude Desktop with deep context and semantic understanding of a user's personal note network via MCP.

Prompteka MCP Server

1

A specialized MCP server that provides AI assistants direct access to the Prompteka macOS app's local SQLite database, enabling robust management and organization of a personal prompt library.

12 tools

Agentic Multi-AI Toolkit

1

A pure agentic MCP server that centralizes specialized agents for OpenAI, local Ollama models, and file system operations into a unified tool registry.

7 tools

Stardog

1

Provide trusted, contextual answers to both humans and agents using your enterprise knowledge graph with Stardog's Semantic AI Platform.

3 tools

Open Brewery DB MCP Server

1

A Model Context Protocol server that provides comprehensive access to the Open Brewery DB API, enabling AI assistants to search, filter, and retrieve detailed data for over 40,000 breweries globally.

4 tools

MCP Google Analytics 4 Server

1

A comprehensive MCP server for Google Analytics 4 that provides 54 tools for advanced reporting, configuration management, and compliance across the Analytics Data and Admin APIs.