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Python MCP server exposing trending-keyword tools for tech, finance and entertainment, backed by real APIs - a clean starting point for wiring a custom MCP server into Claude Desktop or any MCP client. Dockerfile and deployment guide included.

Enables AI assistants to search for pet products, manage shopping carts, and book grooming or training services directly through PetSmart's website. It also facilitates finding nearby store locations and accessing detailed product specifications.

A Calculator MCP Server exposing Azure Functions as MCP tools for consumption by Azure AI Foundry Agents

A Unity Editor plugin that exposes Unity Editor capabilities to external AI agents via the Model Context Protocol. It enables AI agents to interact with Unity through tools for debugging, scene inspection, project management, and build operations.

This YouTube Transcript Extractor MCP server provides AI assistants with the ability to extract and process transcripts from YouTube videos. Built using TypeScript and the Model Context Protocol SDK, it exposes a single tool that accepts a YouTube video URL and returns the complete transcript text. The implementation leverages the youtube-transcript and get-video-id packages to handle the extraction process, making it valuable for use cases requiring content analysis, summarization, or information extraction from YouTube videos without needing to watch them.

This repository is an attempt to create an MCP from Scratch

Enables managing multiple Kubernetes clusters simultaneously with over 60 tools for cluster operations, resource management, monitoring, RBAC, storage, networking, and more through AI assistants.

Assists researchers with the PICO (Population, Intervention, Comparison, Outcome) framework for formulating clinical research questions. Developed by EPFL's ENAC IT4R team, it provides structured guidance for systematic literature reviews in health and biomedical research contexts.

Enables AI assistants to read, search, compose, and send emails by connecting to any IMAP/SMTP provider. It supports comprehensive mailbox management, including draft handling and message deletion, directly through natural language.

On-chain skill provenance registry.

Passive runtime inspector for Flutter. Captures HTTP, logs, exceptions, DB queries; surfaces to CLI and to AI agents (Claude Code) via MCP. Debug-only, zero release overhead.

Autonomous logistics dispatch and multi-agent vehicle route optimization engine (FarEye style)

Generate speech audio using Deepdub and attach it as a MEDIA.

Acts as the communication layer between the AI components and the FastAPI backend. It exposes the platform’s urban and environmental datasets as structured tools that can be accessed by the LangChain–Gemini–LangGraph pipeline.

Vercel Edge Geo headers routing redirector

Provides tarot reading capabilities including drawing spreads, looking up card interpretations, listing cards, and retrieving reading history for LLM integration.

Use the OpenPond CLI to create repos, watch deployments, and run tools without the web UI.

Enables control of the Multicomp Pro MP711134 bench power supply and multimeter over USB serial, allowing an LLM agent to power-cycle boards, measure current profiles during boot, run custom voltage/current profiles, and wait for conditions without polling.

An MCP server that exposes IMAP operations as tools for AI assistants, enabling email management including listing mailboxes, reading, searching, moving, flagging emails, and creating drafts.