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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

DALL-E 3

1

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.

1 tool

MCP Audio Server

1

A robust MCP server providing high-quality text-to-speech with smart language detection and comprehensive audio playback controls for various file formats.

5 tools

SSH Client

1

A comprehensive MCP server for remote server management, allowing AI assistants to execute shell commands via SSH and perform file operations through SFTP.

18 tools

MokuPDF

1

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.

7 tools

TrendRadar

1

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.

17 tools

Spider Chat

1

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

1

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.

4 tools

Dnevnik.ru MCP Server

1

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.

17 tools

MCP Sampling Demo

1

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.

1 tool

JIRA

1

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.

2 tools

Cognitive DAST Automation

1

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

1

A lightweight MCP server that enables AI agents to dynamically fetch specialized markdown-based skills and instructions using semantic search powered by FunctionGemma.

1 tool

Exhibition Big Data MCP Server

1

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.

4 tools

Crypto-Signal MCP

1

An advanced cryptocurrency intelligence server that provides cross-exchange market data, AI-driven trading signals, and automated portfolio risk management tools.

16 tools

Everything Search MCP Server

1

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.

2 tools

Mcp-ZepAi Server

1

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

1

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.

28 tools

eFax to JSON MCP Server

1

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.

5 tools

Gmail

1

A comprehensive MCP server for Gmail that enables AI assistants to send emails, manage labels, create filters, and handle attachments using OAuth2 authentication.

20 tools

MCP Router

1

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.

6 tools

Medikode Medical Coding MCP Server

1

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.

5 tools

LearnLog

1

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.

5 tools

Slim Utility Suite

1

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.

3 tools

Zerodha Mock Trading

1

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.

7 tools

MCP-OPENAPI-DOCX

1

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.

7 tools

llms-mcp

1

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

1

A documentation-focused MCP server providing hybrid semantic and keyword search across core Rust language resources like The Book, Reference, and Rustronomicon.

4 tools

Project Guardian MCP

1

A specialized project memory system combining knowledge graph capabilities with SQLite database operations for persistent entity tracking and workflow management.

17 tools

AppFlowy MCP Server

1

A Claude Code extension that allows users to automatically upload and manage AI-generated rich text content to AppFlowy using Markdown syntax.

1 tool

Markdown Spec

1

A read-only MCP server designed to provide LLMs with secure access to local Markdown documentation through keyword search, semantic discovery, and structural analysis.

8 tools