AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Malicious Scanner MCP Server
A specialized MCP server for the Malicious Scanner API that provides real-time security analysis of URLs, including malware detection, spam classification, and domain age verification.
Humotica - RABEL
Local-first AI memory with semantic search, graph relations, and soft pipelines. Mem0 inspired, Humotica evolved. (Mem0RABEL)
Carbon MCP
Enables developers and designers to work with the Carbon Design System through tools for generating components, applying codemods, validating accessibility, converting design tokens, and searching documentation.
SoftwareOne Marketplace MCP Server
Provides AI assistants with access to the SoftwareOne Marketplace API, enabling natural language queries of products, orders, and invoices with full RQL support for filtering and searching across 263 API endpoints.
Playwright MCP
Enables LLMs to perform browser automation and web page interactions using Playwright's accessibility tree instead of screenshots. Provides fast, deterministic web automation through structured data without requiring vision models.
Brightsy
A bridge between the Model Context Protocol and Brightsy AI agents, enabling seamless integration of task automation and chat functionalities through an OpenAI-compatible interface.
MCP Policy Gatekeeper
Provides real-time policy enforcement for AI coding agents by intercepting and validating their actions against organizational standards like naming conventions, security policies, and compliance rules before execution. Prevents violations through immediate feedback and auto-correction suggestions.
AI Book Agent MCP Server
A local, privacy-focused RAG server that indexes ML textbooks to provide AI assistants with source-grounded search, chapter retrieval, and documentation generation capabilities.
CGV Cinema
A Python-based MCP server that connects to CGV Cinema's mobile API to provide movie schedules, cinema locations, seat maps, and concession details.
Marketfiyati MCP Server
Enables searching and comparing product prices across Turkish supermarket chains (BIM, A101, Migros, SOK, etc.) with location-based filtering. Provides access to Turkish market data from marketfiyati.org.tr for price tracking and comparison.
Google News22 MCP Server
An MCP server that provides structured access to Google News via the News22 API, supporting keyword searches, top headlines, and localized news by topic or geolocation.
Xero Expenses MCP
A Xero accounting integration for managing financial documents, enabling tools to create and attach files to invoices, bills, expenses, and claims using PKCE authentication.
Zhipu Text-to-Image MCP Server
A text-to-image generator using Zhipu AI's CogView-4 API, enabling automated image creation from prompts via MCP clients.
Nano Banana Pro MCP Server
Provides Google Gemini 2.0 Flash native image generation and editing capabilities for MCP-compatible assistants, supporting text-to-image, image compositions, and iterative refinements.
Company MCP Server
Enables AI to interact with internal company systems through API integration, supporting data search, information updates, report generation, and system connectivity.
Cloudera Iceberg MCP Server
A Model Context Protocol server providing read-only access to Iceberg tables via Apache Impala, allowing LLMs to inspect schemas and execute SQL queries.
Markdown2PDF MCP Server
Converts Markdown documents to PDF files with support for syntax highlighting, custom styling, Mermaid diagrams, optional page numbers, and configurable watermarks.
TreePod Financial MCP Agent
An intelligent agent that responds to financial queries about TreePod Glamping directly within Claude Desktop using MCP protocol, providing tools for tariff calculation, occupancy checking, financial analysis, and business reporting.
Qontinui Web MCP Server
A toolset for the Qontinui web platform that allows AI assistants to build and manage visual web automation workflows, projects, and UI states via API.
MCP MS SQL Server
A standardized interface for AI models to interact with Microsoft SQL Server, enabling SQL execution, table listing, and schema inspection via MCP.
OmniFocus MCP Server
A comprehensive task management server that integrates OmniFocus with AI, featuring project reviews, flexible repeating tasks, and native custom perspective access.
Post-Quantum Cryptography MCP Server
A specialized MCP server providing NIST-standardized post-quantum cryptographic operations (ML-KEM, ML-DSA, SPHINCS+) via the liboqs library to enable quantum-resistant security analysis and development.
gmail-mcp-server
A Gmail integration for AI assistants that allows reading unread emails, automatic classification using HuggingFace transformers, and managing draft replies.
Web-Scout
A FastAPI application that provides web search capabilities using DuckDuckGo combined with AI-powered summarization via Google Gemini 2.5 Flash.
mcp-sequence-diagram-server
A tool-based MCP server that converts Mermaid syntax or natural language descriptions into high-quality SVG and PNG sequence diagrams.
Elasticsearch
A Python-based Model Context Protocol server that integrates Elasticsearch to provide advanced search, data retrieval, and analysis capabilities for AI applications.
Codebase Insights MCP Server
Analyzes GitHub and Bitbucket API repositories to automatically generate Postman collections, business reports, and LLM-ready code insights. It supports major frameworks like FastAPI, Spring Boot, and Express, with specialized transport modes for both local use and OpenAI integration.
MatMCP
Enables AI assistants to interact with the Swedish online grocery store Mathem.se for searching products, managing shopping baskets, and accessing recipes.
ID Factory MCP Server
A specialized MCP server for the ID Factory API that provides unified ID handle resolution, batch parsing, and detailed component analysis including site and attribution metadata.
Spotify MCP Node Server
A Node.js MCP server that allows AI assistants to control Spotify playback, manage playlists, and analyze listening habits using OAuth 2.0 PKCE authentication.