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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Smart Docs MCP Server

Enables intelligent analysis of codebases to generate comprehensive documentation, calculate documentation coverage, and identify missing documentation with severity levels. Supports TypeScript, JavaScript, and Python with AI-powered suggestions for documentation improvements.

Planer MCP Server

Planer MCP is an intelligent task management server that uses LLM workflows to generate context-aware engineering plans with interactive requirement elicitation and SQLite persistence.

6 tools

Trivia By Api Ninjas MCP Server

A specialized MCP server providing access to the API-Ninjas Trivia database. It allows users to retrieve trivia questions across categories such as science, history, entertainment, and more with customizable limits.

1 tool

Ares DevOps MCP Server

Ares DevOps MCP Server facilitates management of Azure DevOps Git repositories, pull requests, and pipelines through natural language interfaces. It enables secure, type-safe operations for branch management and CI/CD monitoring within MCP-compatible clients.

Dell PowerStore MCP Server

A robust MCP server that dynamically generates over 260 tools from PowerStore OpenAPI specs, providing a credential-free architecture for secure storage, networking, and file system management via AI assistants.

17 tools

openai-gpt-image-mcp

An MCP server that enables high-quality image generation and editing via OpenAI's DALL-E models, featuring automatic aspect ratio mapping and intelligent handling for large file payloads.

2 tools

Notifications MCP Server

Enables AI assistants to send native macOS notifications with support for custom sounds, interactive reply fields, and action buttons.

1 tool

Open Meteo MCP Server

A comprehensive MCP server providing tools for real-time, forecast, and historical weather data, alongside air quality, marine conditions, and climate projections using the Open Meteo API.

7 tools

Alibaba Cloud MCP Demo

A Vue 3 and Express application that demonstrates interaction with Alibaba Cloud's Bailian API for natural language processing and intent parsing, supporting tasks like weather queries.

Metasploit MCP Server

A bridge between large language models and the Metasploit Framework, allowing for natural language control over exploitation, session management, and payload generation through standardized MCP tools.

12 tools

MCP Git Analysis Server

A specialized MCP server for analyzing local Git repositories, providing deep insights into commit history, contributor performance, and file change frequency.

3 tools

AI Picture MCP Server

An MCP server that integrates Alibaba Cloud DashScope's FLUX model to generate high-quality, web-optimized images for professional design workflows.

1 tool

Market Index MCP

A Japanese-language MCP server providing natural language access to over 100 years of historical global market indices including S&P 500, NASDAQ 100, and Nikkei 225 with high-speed local SQLite caching.

7 tools

MCP Cybersecurity Server

A specialized cybersecurity MCP server that integrates with the CIRCL Vulnerability Lookup API to perform CVE searches, risk assessments, and provide SOC-ready remediation playbooks.

3 tools

Minecraft Plugin Documentation MCP Server

A development-focused MCP server that assists Minecraft Java plugin developers by providing documentation lookups, dependency scanning for Gradle/Maven projects, and version update checks.

4 tools

Physics MCP Server

A comprehensive physics engine server for LLMs that provides 55+ specialized tools for precise classical mechanics calculations, fluid dynamics, orbital mechanics, and stateful 3D rigid-body simulations using the Rapier engine.

62 tools

Anki MCP Server

Provides programmatic access to Anki flashcard operations through the AnkiConnect API, allowing users to list and create decks and cards. It enables seamless management of flashcards directly from MCP-compatible clients like Claude Desktop.

Talk to Figma MCP

A comprehensive MCP server enabling AI assistants to control Figma via a WebSocket-connected plugin. It supports document inspection, element creation, auto-layout management, and complex design workflows like instance override propagation.

38 tools

Calculator MCP Server

A Python-based MCP server that provides a suite of arithmetic tools, enabling AI assistants to perform precise mathematical operations like exponentiation, square roots, and percentages.

9 tools

Web Viewer MCP Server

A VS Code extension template and MCP server that enables AI agents to interact with webviews through navigation, element manipulation, and state inspection.

6 tools

USASpending MCP Server

A specialized MCP server for researching US federal contract awards, contractor profiles, and market trends using the official USASpending.gov API. It enables AI agents to identify incumbents, analyze agency spending patterns, and track new contract opportunities.

8 tools

jewei-mcp-nacos

An MCP server that allows AI assistants to query and manage configurations in Nacos, supporting versions 1.x through 3.x with a built-in read-only mode for safety.

2 tools

VPS MCP Server

A comprehensive MCP server that enables AI agents to remotely manage Virtual Private Servers through SSH, offering full file system manipulation and shell command execution capabilities.

10 tools

PlotMCP Server

A specialized MCP server for generating high-quality SVG charts using matplotlib, supporting deterministic output and multiple chart types including line, bar, and heatmaps.

9 tools

mcp-netcoredbg

A specialized MCP server that provides AI agents with full debugging capabilities for .NET applications through netcoredbg, including the ability to invoke specific methods in isolation.

19 tools

n8n-mcp

A note management MCP server that enables users to create, store, and summarize notes using the Model Context Protocol. It supports customized summarization styles and real-time resource updates.

1 tool

Bitrix24 MCP Server

A comprehensive MCP server for Bitrix24 CRM integration that allows AI agents to manage contacts, deals, tasks, and leads while providing advanced sales monitoring and performance analytics.

52 tools

Claude Memory MCP Server

A persistent memory architecture for Claude that enables tiered storage (short-term, long-term, archival) and semantic search for user preferences, facts, and conversation history.

Hugging Face MCP Server

Enables access to 200,000+ machine learning models through the Hugging Face Inference API. Supports text generation, image creation, classification, translation, speech processing, embeddings, and more AI tasks.

MCP Sequence Simulation Server

A specialized MCP server for bioinformatics that simulates DNA and protein sequence evolution, NGS read generation, and phylogenetic tree-based mutations.

6 tools