AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
LLM Responses
MCP (Model Context Protocol) Server. Enables multiple LLMs to share and analyze each other's responses to the same prompt, facilitating collaborative problem-solving and multi-perspective analysis through TypeScript-based response submission and retrieval tools.
Lookup-Modern-Chinese-Dictionary
A specialized tool for looking up word definitions in modern Chinese dictionaries, providing accurate linguistic data via a standardized interface.
Iconify-Icon
A comprehensive MCP server providing programmatic access to Iconify's database of over 200,000 open-source vector icons, featuring advanced search, icon set browsing, and framework-specific usage code generation.
Hugeicons
A TypeScript-based MCP server providing integrated access to the Hugeicons icon library, facilitating icon discovery, retrieval of glyph codes, and platform-specific usage guidance.
PathScan (Dirsearch + Firecrawl)
A specialized security MCP server that integrates dirsearch for automated directory brute-forcing and Firecrawl for AI-powered web crawling and content extraction.
Abuse.ch
A unified threat intelligence MCP server that validates and correlates security data across MalwareBazaar, URLhaus, and ThreatFox for files, URLs, domains, and IPs.
MongoDB
A MongoDB-based MCP server that provides schema-enforced database operations, including CRUD functionality and collection management with Pydantic-based validation.
Rembg
An MCP server for the rembg library that provides high-quality AI background removal for single images and batch folder processing using over 20 specialized models.
Remote Docker
A comprehensive Docker management server that enables AI assistants to control multiple remote containers and Compose stacks via SSH with automated host discovery and safe migration features.
Solar2D MCP Server
A specialized MCP server that allows AI assistants to run, debug, and interact with Solar2D game projects through log capturing, screenshot analysis, and simulated touch events.
DPO2U (LGPD/GDPR Compliance)
A privacy-first compliance engine that automates LGPD/GDPR requirements using homomorphic encryption and zero-knowledge proofs to process sensitive data locally and securely.
Polyagent (Claude Code Agents)
Bridges Claude Code agent definitions to any MCP client, allowing users to invoke and reuse existing YAML-based agents within environments like Codex and Gemini CLI.
Geth Proxy
A proxy bridge that connects Ethereum JSON-RPC/Geth endpoints to MCP, offering schema-validated blockchain queries, admin diagnostics, and safe transaction execution with friendly aliases.
Skald Labs Knowledge Base
A knowledge base integration that enables AI-generated responses with citations, semantic search for memos, and automated content indexing for research workflows.
Bizangafest Penetration Testing
MCP (Model Context Protocol) Server. Autonomous penetration testing server that performs network reconnaissance with nmap scanning and vulnerability discovery through searchsploit, automatically generating security assessment reports for automated security auditing workflows.
Xray Cloud
A professional MCP server that integrates with Xray Cloud's GraphQL API to automate test management, execution tracking, and QA workflows directly within AI clients.
Moqui Framework
A specialized MCP server that bridges AI agents with the Moqui Framework ERP, enabling autonomous business operations, entity management, and service execution through recursive discovery of screens and services.
Pixiv MCP Server
A robust MCP server for interacting with Pixiv, enabling keyword search, ranking browsing, and authenticated user content access. It features intelligent batch downloading with automatic Ugoira-to-GIF conversion and seamless OAuth 2.0 token management.
Ranex Framework
MCP (Model Context Protocol) Server. Hybrid governance framework combining Rust-based security scanning with Python application development through contract decorators, enabling automated security auditing and architectural constraint enforcement.
Campus Assistant
A comprehensive campus management platform that integrates communication, grade inquiry, and memo management through a mobile-focused interface.
Package Privacy
An MCP server for the Package Privacy toolset that automates Android application security assessments through Maven package downloading, JADX decompilation, and rule-based privacy violation detection.
Jira
A comprehensive developer-focused MCP server for Jira integration, enabling seamless issue management, sprint tracking, and metadata retrieval via a Rust-based CLI.
Lean Mathlib 4 Documentation
Provides searchable access to Lean Mathlib 4 documentation, allowing users to find theorems, definitions, and mathematical constructs via regex-based queries.
bitbank-mcp-server
A specialized MCP server that integrates bitbank cryptocurrency exchange data with LLMs for advanced technical analysis, chart pattern detection, and automated SVG visualization.
Ontology RL E-commerce
A sophisticated e-commerce assistant that uses ontology-based reasoning and Reinforcement Learning (PPO) to manage product discovery, order processing, and customer support with automated rule validation.
Mo Bus
An unofficial MCP server for Odisha's Mo Bus/Ama Bus network providing intelligent journey planning, route searching, and fare estimation for over 60 routes in Bhubaneswar, Cuttack, and Puri.
Ace Codebase Indexer
A high-performance Go-based MCP server that provides semantic search and intelligent code indexing for large-scale projects using SHA-256 deduplication and concurrent processing.
Instapaper MCP Server
Comprehensive MCP server for Instapaper that allows AI models to manage bookmarks, organize folders, and perform bulk content analysis through natural language.
Assistant MCP Server
A versatile MCP server that enables users to define custom tools via JSON configuration for retrieving project documentation, managing tasks, and generating optimized AI prompts.
Space Engineers Code Index
This MCP server decompiles Space Engineers game assemblies into C# source code and indexes them to facilitate AI-assisted development of plugins and mods.