AI & ML

MCP (Model Context Protocol) Server. Provides voice transcription capabilities by processing audio files with the FunAudioLLM/SenseVoiceSmall model, returning text with confidence scores for AI workflows.

A tool that enables LLMs to search for Amazon products and scrape detailed information like price, ratings, and descriptions without requiring API keys.

A specialized MCP server for accessing Gene Ontology (GO) data, enabling AI systems to perform functional enrichment studies, gene annotation research, and hierarchical ontology navigation.

A high-performance image processing MCP server that provides session-based image manipulation, including background removal, color sampling, cropping, and compression using Sharp and machine learning.

Unofficial MCP server that allows AI agents to discover Shopify storefronts and interact with them to fetch products, collections, and other store data through the Storefront API.

Query metrics, manage volumes, and search across your NetApp systems and services.

A lightweight server that captures stdout logs from multiple processes via named pipes, offering real-time monitoring and filtering for debugging in MCP-compatible environments.

A Model Context Protocol server that enables AI assistants to search and retrieve Wikipedia articles in clean Markdown format for reliable information access.

A specialized MCP server that converts CSV data into professional visualizations including line charts, bar graphs, and geographic world maps, returning base64-encoded PNGs for AI interfaces.

MCP (Model Context Protocol) Server. Provides a development automation server with modular architecture for fetching web content, accessing documentation, analyzing project structure, and performing web searches through internet and Perplexity APIs.

An MCP server for interacting with the Prefect 3.0 workflow orchestration platform, allowing for flow management, deployment searching, and executing workflows.

A robust gateway that aggregates multiple Model Context Protocol servers into one interface, solving context limit issues by providing dynamic tool search instead of loading all schemas at once.

MCP (Model Context Protocol) Server. Enables AI agents to manage long-running development servers by providing tools to start, monitor, stop, and debug processes like Vite or Next.js without manual terminal handling.

An MCP server that connects to FitBit API using a token obtained from OAuth flow.

A suite of MCP servers and tools designed to allow Large Language Models to monitor, manage, and interact with WildFly application servers using natural language.

A powerful research server providing access to Semantic Scholar's academic graph, enabling paper searching, author analysis, citation tracking, and full-text extraction from arXiv and Wiley.

MCP (Model Context Protocol) Server. Provides access to Grok API for chat completions, text completions, embeddings, and model operations with robust request validation and error handling.

MCP (Model Context Protocol) Server. Integrates with Intercom to provide filtered access to conversations and chats, enabling detailed analysis of customer interactions and support trends.

A comprehensive Model Context Protocol server providing AI agents with real-time web search, AI answers, and content extraction capabilities powered by You.com APIs.

A food and cocktail recipe collection server providing access to over 200 searchable recipes and meal suggestions based on ingredients.

MCP (Model Context Protocol) Server. Integrates with LanceDB vector database to enable efficient storage, retrieval, and similarity search of vector embeddings with associated metadata for semantic search and recommendation systems.

A professional translation server providing multilingual document and text translation, slide creation, and format conversion for DOCX, PDF, PPTX, and XLSX files through DocTranslate.io.

A Zettlekasten-inspired persistent memory system using ChromaDB to provide AI agents with semantic search, evolving memory networks, and contextual awareness across coding sessions.

An MCP server that enables AI assistants to interact with Microsoft Outlook and SharePoint via the Microsoft Graph API, providing email, calendar, and document processing capabilities.

MCP (Model Context Protocol) Server. Fetches and explores web content with recursive link-following capabilities, using a dual-strategy approach with axios and puppeteer fallback to provide reliable document retrieval within time constraints.

MCP (Model Context Protocol) Server. Provides direct access to the National Vulnerability Database (NVD) for retrieving detailed CVE information including descriptions, severity ratings, publication dates, and references by ID.

MCP (Model Context Protocol) Server. Server that enables execution of Strands agents through a plugin architecture, automatically discovering and registering plugins for seamless integration with existing workflows.

A Node.js based MCP Host application that acts as a gateway to manage and interact with multiple MCP servers simultaneously via a unified HTTP API.

An MCP server that allows you to query and interact with any documentation powered by Mintlify, providing AI-assisted answers and code examples directly within MCP clients.

MCP (Model Context Protocol) Server. Exposes PagerDuty API functionality to LLMs.