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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

AI Consultant (OpenRouter)

1

An MCP server that enables AI agents to consult with multiple LLMs through OpenRouter, featuring intelligent model auto-selection, conversation history, and sophisticated error handling.

2 tools

Crawl4AI

1

A powerful web scraping MCP server that leverages Crawl4AI to provide AI-ready markdown extraction, schema-based data scraping, and screenshot capabilities for intelligent web analysis.

4 tools

GuardianShield

1

AI security layer: code scanning, PII detection, prompt injection, secrets, CVEs

Kulturpool Austria

1

A specialized MCP server for searching and exploring Austrian cultural heritage collections via the Kulturpool API, featuring a progressive disclosure architecture for efficient discovery.

6 tools

ConvertAPI

1

A powerful MCP server that enables AI assistants to convert documents, images, and spreadsheets between 200+ formats using ConvertAPI with live OpenAPI parameter validation.

2 tools

Krep

1

MCP (Model Context Protocol) Server. Provides a high-performance string search utility that automatically selects optimal algorithms and leverages hardware acceleration for significantly faster pattern matching than traditional tools like grep.

1 tool

Code Intelligence

1

A code intelligence MCP server that provides AI-powered analysis and recommendations for private UI component libraries and utility functions to improve code reuse and development efficiency.

4 tools

Stock Price (yfinance)

1

A stock market data server powered by yfinance and FastMCP, providing real-time prices, historical market trends, and detailed corporate information across global exchanges.

4 tools

Jira

1

MCP (Model Context Protocol) Server. Integrates with Jira's REST API to enable natural language management of projects, issues, and workflows through tools for searching, creating, and transitioning tickets across both Cloud and Server/Data Center installations.

7 tools

Agentic AI Feature Management

1

An intelligent feature management MCP server that uses AWS Bedrock (Claude 3 Haiku) to parse natural language Jira tickets and automate account-level feature toggles.

3 tools

Enterprise Printer Database

1

A comprehensive MCP server providing technical specifications, TCO calculations, and troubleshooting guides for enterprise printers across major manufacturers like HP, Canon, and Ricoh.

10 tools

Web to iOS Converter

1

A specialized MCP server that automates the conversion of web applications (Vite, Next.js, React) to iOS apps using Capacitor by detecting frameworks, generating tailored migration specs, and creating optimized configuration files.

4 tools

LMS MCP Server

1

A robust MCP server for automating PAF-IAST University LMS interactions, enabling AI assistants to access academic data such as attendance, marks, and schedules via secure browser automation and CAPTCHA solving.

8 tools

minesweeper-mcp

1

A stdio-based MCP server that enables users to play and manage Minesweeper games through a Rails 8 REST API. It provides tools to start games, track states, and perform actions like opening cells and flagging mines.

Image Recognition

1

An MCP server that enables AI models to analyze and describe images from local file paths or URLs using OpenAI-compatible vision models like GPT-4o or local alternatives like Ollama.

1 tool

mcp-atlassian-extended

1

Extended MCP server for Jira and Confluence with custom fields and agile tools.

Perplexity Research

1

MCP (Model Context Protocol) Server. Enables internet research capabilities through Perplexity AI's API, retrieving up-to-date information with source citations while maintaining conversation context.

1 tool

pdf-mcp

1

Production-ready MCP server for PDF processing with intelligent caching.

Torna MCP Server

1

Bridges the Torna API documentation system with AI assistants, enabling natural language search, API discovery, and curl command generation for managed APIs.

5 tools

Honeypot Detector

1

A security-focused MCP server that validates Ethereum, BNB Smart Chain, and Base token addresses for honeypot risks, tax structures, and contract verification status.

1 tool

Solana DeFi

1

A specialized MCP server providing real-time, structured access to billions of decoded Solana DeFi transactions, including launchpads, tokens, trades, and wallet activity.

Coach AI

1

A specialized productivity coaching assistant for ADHD support, featuring persistent memory to learn user patterns and provide personalized recommendations to reduce decision paralysis.

10 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.

SDLC Tracker

1

A comprehensive Software Development Lifecycle (SDLC) tracker that manages epics, stories, tasks, bugs, and documentation using a SQLite backend. It features intelligent workflow automation, dependency management, and a knowledge graph generator for code analysis.

29 tools

Figma

1

A Figma MCP server that integrates with the Figma REST API to enable design element search, file retrieval, and automated design analysis using MongoDB caching and Azure OpenAI embeddings.

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

Avalanche

1

MCP (Model Context Protocol) Server. Provides a bridge to the Avalanche blockchain CLI, enabling developers to interact with blockchain configurations, network management, and VM publishing across Mainnet, Fuji Testnet, and local development environments.

2 tools

Prompt Cleaner (Python)

1

An MCP server that utilizes AI to polish raw prompts into high-quality versions, featuring quality scoring, context-aware processing, and specific modes for general or code-related tasks.

1 tool

SeatGeek

1

A comprehensive MCP server providing tools to integrate with the SeatGeek platform for event discovery, performer searches, and detailed venue information. It enables personalized recommendations and detailed seating layouts for entertainment and travel planning applications.

4 tools

Tambo Documentation

1

A TypeScript MCP server that provides tools for discovering, searching, and fetching content from Tambo's documentation through automated crawling and intelligent parsing.

4 tools