AI & ML

Enables text-only models to process images and other media formats by providing access to multimodal models from OpenAI and Dashscope (Alibaba Cloud). Supports flexible deployment options and comprehensive tooling for multimodal AI interactions.

MCP (Model Context Protocol) Server. Enables AI models to interact with a multi-chain trading simulator API for executing trades, checking balances, retrieving token prices, and monitoring portfolio performance across Solana and Ethereum blockchains.

Enables AI agents to search and retrieve relevant document content from existing embeddings stored in Supabase vector database. Provides semantic search capabilities to find document chunks based on similarity to query text without generating new embeddings.

Enables secure file and bucket management operations with Supabase Storage through enterprise-grade security features, batch uploads/downloads, and comprehensive file management capabilities. Supports both local file paths and base64 data with advanced transformations and auto-download functionality.

A FastAPI-based application that enables document embedding and semantic retrieval using Qdrant vector database, allowing users to convert documents into embeddings and retrieve relevant content through natural language queries.

Provides secure filesystem operations, HTTP fetching with SSRF protection, JSON validation, artifact logging, and optional Redis key-value storage through both stdio and HTTP transports. Features production-ready security controls including sandbox enforcement, allowlist validation, and comprehensive input validation.

A TypeScript-based Model Context Protocol server that enables AI assistants to perform secure database operations on PostgreSQL databases through structured tool interfaces.

An MCP server that enables AI assistants to generate high-quality images using Black Forest Labs' Flux model via Cloudflare Workers.

Provides AI agents with instant access to official Apple developer documentation, Swift programming guides, design guidelines, and Apple Developer YouTube content including WWDC sessions. Uses advanced RAG technology with semantic search and AI reranking to deliver accurate, contextual answers for Apple platform development.

This MCP server performs automated UI visual testing by comparing dealer screenshots against baseline images using OpenAI to verify consistency against user stories and acceptance criteria.

A sovereign, six-layer permanent memory system that provides users with a structured and persistent personal knowledge base across VS Code, Claude, and ChatGPT. It utilizes a neural mesh architecture and ENGRAM O(1) lookup to ensure data ownership and constant-time memory retrieval.

AI-powered document generation suite that creates comprehensive software documentation including requirements, design specs, test strategies, and deployment guides through LangGraph workflows. Integrates with Cursor IDE via MCP to transform project ideas into professional documentation suites.

An MCP server for searching Chinese academic papers and core journal information across multiple free platforms like Baidu Scholar and the National Center for Philosophy and Social Sciences. It enables users to retrieve metadata for social science and STEM research papers without requiring API keys.

A standardized MCP server providing access to the ICON MCP v109 API, enabling AI agents to interact with its endpoints using asynchronous operations and Docker-ready deployment.

An MCP server for Task Trellis that provides tools for AI coding agents to manage tasks, currently featuring a simple hello_world demonstration tool.

Provides tools to query flight and train information including flight searches, train tickets, weather forecasts, and transfer options between different transportation modes.

A Model Context Protocol server that enables LLMs to interact with user and task data through JSON-RPC, offering tools like user management, task creation, and search functionality.

A specialized MCP server that bridges AI assistants with Anki Desktop, allowing for automated flashcard creation, retrieval, review management, and media handling via the AnkiConnect add-on.

A dual-track testing server that combines CLI test execution with Playwright-based browser testing and persistent SQLite logging. It enables automated test pipelines, Git integration, and evidence-based requirement generation to streamline the development lifecycle.

Non-custodial x402 payment MCP server. Agents sign locally, no custodial infra.

Send and manage WhatsApp messages, contacts, templates, and events via Peach AI.

A standardized MCP server providing access to the ICON MCP v103 API, featuring dual-mode authentication via Bearer tokens or HTTP 402 blockchain payment protocols.

An MCP server for managing Incus virtual machines through structured tools for command execution, file management, and snapshot operations. It enables AI agents to puppeteer VMs on a masternode by wrapping the Incus CLI.

Enables keyword searching across ManualWorks documents by combining document and chapter APIs to provide content snippets and URLs. It allows users to search and retrieve documentation data through natural language when a native search API is unavailable.

Intelligent LLM orchestrator that automatically routes tasks to the most appropriate AI model (Gemini, Qwen, Ollama, LM Studio) based on task characteristics, enabling distributed processing and parallel execution across local and network services.

Provides comprehensive access to documentation for 600+ Kali Linux penetration testing and security tools through Claude Desktop, enabling users to search, explore, and get detailed information about security tools by category or functionality.

A collection of Model Context Protocol servers providing advanced capabilities for AI assistants including professional accuracy enforcement, tool safety protocols, user preference management, and intelligent context monitoring.

Enables AI assistants to view local images directly by processing file paths, bypassing the need for manual drag-and-drop actions in chats like VS Code Copilot.

A multi-model consensus platform that simultaneously queries top-tier AI models like GPT, Claude, and Gemini to provide synthesized, high-confidence responses.

Create high quality presentations using AI