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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

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

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

dynamic-mcp

2

A proxy server that bundles multiple upstream MCP servers into a single interface, reducing token overhead by loading tool schemas on-demand.

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

claude-critical-rules-mcp

2

An MCP server that enforces 21 critical best practices and safety rules for Claude AI, designed to prevent common failures in technical tasks based on 96+ documented production issues.

5 tools

TripAdvisor Vacation Planner

2

MCP (Model Context Protocol) Server. Integrates with TripAdvisor's API to enable vacation planning, destination exploration, and informed decision-making about accommodations and activities through location searches, nearby discovery, and interactive itinerary creation.

1 tool

tscircuit Registry

2

An MCP server for the tscircuit electronics registry, enabling AI assistants to search, retrieve source code, and analyze electrical specifications for circuit components.

4 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

GitHub Repository

2

MCP (Model Context Protocol) Server. Provides a GitHub repository context retrieval tool that enables AI models to access repository structures, file contents, and filtered file lists through GitHub token authentication.

3 tools

Adamik (Blockchain and AI)

2

MCP (Model Context Protocol) Server. Integrates with the Adamik API to enable blockchain operations and custom AI functionalities via Starknet, supporting secure API key management and efficient request handling.

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

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

Sentry

2

MCP (Model Context Protocol) Server. Connects AI to Sentry error tracking platform for retrieving and analyzing application errors, including stacktraces, error types, and occurrence statistics without context switching.

1 tool

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

The Odds API

2

MCP (Model Context Protocol) Server. Provides a bridge to The Odds API for accessing sports betting data including available sports, odds comparisons across bookmakers, and quota tracking in both test and live modes.

3 tools

OpenAPI

2

MCP (Model Context Protocol) Server. Automatically generates callable tools from OpenAPI specifications, parsing Swagger documents to create HTTP request handlers with proper parameter mapping and request body handling for seamless REST API integration.

Optimizely DXP

2

A comprehensive MCP server for Optimizely DXP that automates DevOps tasks including deployments, content synchronization, database exports, and streaming log analysis via direct REST API integration.

42 tools

Leonardo AI

2

MCP (Model Context Protocol) Server. Integrates with Leonardo AI's image generation platform for creating custom images with specific models, checking job status, and managing generation history through the Leonardo API.

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.

Apex (Twitter)

2

MCP (Model Context Protocol) Server. Integrates with X (Twitter) through Apex's social media infrastructure to enable tweet retrieval, search operations, reply generation, content posting, and direct reply management without requiring Twitter API keys.

17 tools

NestJS Customer Service Backend

2

A NestJS-integrated MCP server designed to manage customer complaint workflows, automate ticket assignments, and synchronize with JIRA for issue tracking.

1 tool

Bing CN MCP Enhanced

2

A specialized MCP server optimized for Chinese Bing searches and webpage scraping that requires no API keys, enabling AI models to browse localized web content.

4 tools

mnemograph

2

A persistent, event-sourced knowledge graph memory for AI coding agents featuring semantic search, git-based versioning, and tiered context retrieval for better long-term autonomy.

35 tools

Translate (DeepL)

2

MCP (Model Context Protocol) Server. Provides a translation service using DeepL API, enabling seamless text translation between multiple languages with dynamic language selection and easy integration into workflows.

1 tool

data-philter

2

A privacy-focused, local-first gateway that enables natural language querying of Apache Druid and ClickHouse databases using local LLMs via the Model Context Protocol.

mcpkit

2

A robust Rust SDK implementing the latest MCP protocol (2025-11-25), providing macros and typestate builders to easily create servers with tools, resources, and various transport layers.

3 tools

create-mcp-server

2

A CLI scaffolding tool to quickly generate production-ready MCP servers with TypeScript and Express.js, featuring both stateless and session-based stateful templates.

aerospace-mcp

2

A powerful aerospace engineering and flight planning server providing tools for airport resolution, aircraft performance, rocket trajectory simulation, and orbital mechanics. It supports advanced calculations like ISA atmospheric modeling, coordinate frame transformations, and genetic-algorithm-based trajectory optimization.

32 tools

IoT Home Automation

2

MCP (Model Context Protocol) Server. Enables smart home automation with IoT device control and persistent memory for maintaining context across interactions through MQTT protocol

6 tools

NowAIKit — ServiceNow AI Toolkit

Needs Setup
2

400+ ServiceNow MCP tools with web dashboard and desktop app.