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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Wikimedia-Search-Images

2

A tool that enables AI assistants to search Wikimedia Commons for images, providing rich metadata and composite thumbnails for visual comparisons.

1 tool

Pokemon

2

MCP (Model Context Protocol) Server. Provides Pokemon data access through a local SQLite database with tools for information retrieval, comparison, searching by type/generation/stats, and type effectiveness analysis without requiring external API calls.

6 tools

Chatvolt

2

The Chatvolt MCP server connects AI agents to the Chatvolt platform, enabling automated management of conversational agents, CRM workflows, and datastores. It provides tools for creating multi-LLM chatbots with custom knowledge bases and automated customer engagement sequences.

20 tools

Tavily

2

MCP (Model Context Protocol) Server. Integrates Tavily's search API with HTTP/HTTPS proxy support for web search capabilities in restricted network environments.

3 tools

Restaurant Finder with Preference Elicitation

2

A specialized MCP server that employs preference elicitation techniques to recommend restaurants by learning user tastes through interactive questioning and feedback.

Four-in-a-Row

2

MCP (Model Context Protocol) Server. Implements a Four-in-a-Row (Connect Four) game with RESTful API endpoints for creating games, making moves, checking win conditions, and managing game state with support for custom board dimensions and persistent storage.

TimeLooker

2

A search monitoring system that uses AI-powered duplicate detection to find and notify users of new web content, featuring integrated x402 cryptocurrency payments for task creation.

6 tools

Build Vault

2

A specialized MCP server that turns The Build Podcast into a searchable knowledge base using hybrid vector and full-text search, allowing users to query AI insights, business frameworks, and product strategies.

12 tools

mcp-mem.ai

2

Production-ready MCP server for Mem.ai - Intelligent memory platform integration for AI assistants

StarRocks MCP Server

2

An implementation of the Model Context Protocol that provides AI clients with intelligent diagnosis and analysis capabilities for StarRocks databases, enabling SQL execution and performance monitoring.

CodeRAG

2

A high-performance codebase search server that provides hybrid TF-IDF and vector retrieval with sub-50ms latency using StarCoder2 tokenization and AST-based chunking.

1 tool

wuxing-search-mcp

2

Wuxing Search MCP is a powerful, unlimited search server built on top of SearXNG. It integrates seamlessly with Claude Code via the Model Context Protocol, providing free and unlimited search capabilities by aggregating results from 100+ search engines.

Tracxn

2

MCP (Model Context Protocol) Server. Integrates with Tracxn's startup and investment data platform, enabling search and analysis of companies, investors, transactions, acquisitions, and business models for startup ecosystem research and competitive intelligence.

12 tools

Word Document Formatter

2

MCP (Model Context Protocol) Server. Enables Microsoft Word document manipulation with text formatting and color control capabilities through python-docx and langchain-mcp-adapters.

8 tools

Ranex Framework

2

MCP (Model Context Protocol) Server. Hybrid governance framework combining Rust-based security scanning with Python application development through contract decorators, enabling automated security auditing and architectural constraint enforcement.

Perplexity

2

A Model Context Protocol server that integrates Perplexity AI's web search capabilities, providing AI-generated answers with source citations.

Local Repository Bridge

2

MCP (Model Context Protocol) Server. Provides a bridge between Claude and local repositories, enabling direct code analysis, bug fixes, and feature development through specialized tools for generating prompts, executing terminal commands, and locating repositories by keyword.

5 tools

LoanPro

2

MCP (Model Context Protocol) Server. Integrates with the LoanPro lending platform API to access loan management data, customer information, payment history, and loan portfolio details for financial services workflows.

6 tools

Document Generator MCP

2

A professional document generation server that converts Markdown and natural language into formatted Word and PDF files with syntax highlighting and smart pagination.

2 tools

FastMail MCP Server

2

A robust MCP server that integrates with FastMail's JMAP API to manage mailboxes, search emails with advanced filters, and send messages through natural language interfaces.

7 tools

Pixiv MCP Server

2

A robust MCP server for interacting with Pixiv, enabling keyword search, ranking browsing, and authenticated user content access. It features intelligent batch downloading with automatic Ugoira-to-GIF conversion and seamless OAuth 2.0 token management.

15 tools

MySQL

2

A comprehensive MySQL MCP server that enables secure database management, CRUD operations, and advanced schema inspection tailored for Natural Language to SQL generation.

20 tools

KnowAir Weather MCP

2

A comprehensive Model Context Protocol (MCP) server providing real-time weather data, air quality monitoring, forecasts, and astronomical information powered by Caiyun Weather API.

9 tools

Runbook Documentation

2

MCP (Model Context Protocol) Server. Integrates with Runbook documentation systems to provide direct access to articles, books, and search functionality within Claude conversations, eliminating context switching when referencing team documentation.

9 tools

Filesystem (Rust)

2

A high-performance Rust-based filesystem MCP server providing comprehensive file operations, surgical line editing, binary patching, and cross-platform process management with strict security controls.

40 tools

WSLSnapit-MCP

2

A bridge between WSL and Windows that allows AI assistants to capture cross-platform screenshots and access clipboard contents with intelligent image optimization.

2 tools

WinCC Unified MCP XT

2

An MCP server that interfaces with SIEMENS WinCC Unified SCADA systems via GraphQL to manage real-time tag data, historical logs, and alarm states.

9 tools

LegCo Search MCP Server

2

A specialized MCP server providing real-time access to the Hong Kong Legislative Council (LegCo) open data, including bills since 1844 and voting results, questions, and Hansard records since 2012.

5 tools

Pulsar Edit MCP Server

2

A tool-rich MCP server that exposes the Pulsar text editor's core functionality to LLMs, enabling automated code editing, file navigation, and document manipulation.

17 tools

DS Core Open API

2

A comprehensive MCP server suite providing AI-ready access to DS Core healthcare data, including patient records, DICOM imaging studies, medical documents, and digital dental impressions.

8 tools