AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
DALL-E 3
A Model Context Protocol server that enables LLMs to generate and save high-quality images locally using OpenAI's DALL-E 3 API with configurable quality and styles.
MCP Audio Server
A robust MCP server providing high-quality text-to-speech with smart language detection and comprehensive audio playback controls for various file formats.
SSH Client
A comprehensive MCP server for remote server management, allowing AI assistants to execute shell commands via SSH and perform file operations through SFTP.
MokuPDF
MokuPDF is an intelligent PDF processing server that enables AI to search, read, and extract content from PDFs, featuring optional OCR for scanned documents and automatic image extraction.
TrendRadar
TrendRadar aggregates trending topics from various Chinese social media platforms and provides an AI-powered conversational interface via MCP to analyze news patterns, track discussion trends, and generate insights.
Spider Chat
A tool for Claude Desktop to interact with Spider Chat's nonlinear conversation platform, allowing users to search and retrieve flows, memories, and user facts.
Open-Meteo Weather
A weather data MCP server that provides location searching, current conditions, and both daily and hourly forecasts via the free Open-Meteo API without requiring an API key.
Dnevnik.ru MCP Server
A specialized MCP server that integrates with the Dnevnik.ru API to provide AI assistants with access to academic schedules, grades, homework assignments, and classroom management tools.
MCP Sampling Demo
A demonstration MCP server illustrating the 'sampling' mechanism, which allows tools to request LLM completions from the host client instead of using external API keys.
JIRA
A production-ready MCP server that bridges JIRA's REST API with AI assistants, allowing for issue retrieval, JQL searching, and project management via natural language.
Cognitive DAST Automation
A specialized MCP server that automates Dynamic Application Security Testing (DAST) by integrating OWASP ZAP scanning with Google Gemini AI for cognitive vulnerability analysis and risk scoring.
Skill Router
A lightweight MCP server that enables AI agents to dynamically fetch specialized markdown-based skills and instructions using semantic search powered by FunctionGemma.
Exhibition Big Data MCP Server
A comprehensive big data server providing tools for querying enterprise exhibition participation history, searching for trade shows by keyword, and retrieving detailed venue information across China.
Crypto-Signal MCP
An advanced cryptocurrency intelligence server that provides cross-exchange market data, AI-driven trading signals, and automated portfolio risk management tools.
Everything Search MCP Server
A Windows-specific MCP server that integrates with the Everything Search Engine to provide near-instant file searches using both advanced technical filters and natural language queries.
Mcp-ZepAi Server
A Model Context Protocol server that integrates Zep AI to provide long-term memory and retrieval capabilities via API, enabling AI models to maintain persistent context.
Cortex XSIAM SDK
A specialized MCP server for security automation developers that provides semantic search over the Demisto content library and full lifecycle management for Cortex XSIAM/XSOAR content packs.
eFax to JSON MCP Server
A specialized MCP server that converts eFax documents (PDF, TIFF, and Clinical Document Architecture XML) from OpenText Fax Server Software into structured, machine-readable JSON using OCR and metadata extraction.
Gmail
A comprehensive MCP server for Gmail that enables AI assistants to send emails, manage labels, create filters, and handle attachments using OAuth2 authentication.
MCP Router
An intelligent routing server for Cursor IDE that analyzes task complexity and chat history to select the optimal LLM from 17 supported models based on quality, cost, and speed strategies.
Medikode Medical Coding MCP Server
A specialized MCP server for Medikode's medical coding platform, providing tools for CPT/ICD-10 validation, chart quality assurance, EOB parsing, and RAF/HCC scoring.
LearnLog
A productivity-focused MCP server that logs and analyzes LLM prompts to help users track learning progress and develop metacognitive awareness of their knowledge gaps.
Slim Utility Suite
MCP (Model Context Protocol) Server. Integrates diverse utility services including weather data, email, task management, currency conversion, and calendar functions through a RESTful API for seamless incorporation into applications.
Zerodha Mock Trading
A robust MCP server for Zerodha Kite Connect that provides a mock trading environment with realistic order execution, risk management, and portfolio tracking for testing algorithmic strategies.
MCP-OPENAPI-DOCX
A robust MCP server for programmatic Microsoft Word (DOCX) operations, enabling AI models to create, format, and export documents through structured tools and a RESTful API.
llms-mcp
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.
Rust Documentation
A documentation-focused MCP server providing hybrid semantic and keyword search across core Rust language resources like The Book, Reference, and Rustronomicon.
Project Guardian MCP
A specialized project memory system combining knowledge graph capabilities with SQLite database operations for persistent entity tracking and workflow management.
AppFlowy MCP Server
A Claude Code extension that allows users to automatically upload and manage AI-generated rich text content to AppFlowy using Markdown syntax.
Markdown Spec
A read-only MCP server designed to provide LLMs with secure access to local Markdown documentation through keyword search, semantic discovery, and structural analysis.