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Airflow MCP server — read DAGs, runs, task instances, log tails; trigger and clear (write-gated).

Docker Hub MCP — wraps the Docker Hub v2 API (free, no auth required for public data)

Provides real-time weather information for cities worldwide using the OpenWeatherMap API, accessible through natural language queries via the MCP protocol.

Enables querying and managing Hex.pm, the package registry for Elixir and Erlang ecosystems, through natural language.

MCP Server for Telegram

Access Baltimore open data (data.baltimorecity.gov) via ArcGIS REST API, enabling querying and retrieval of city datasets through natural language or direct tool calls.

DataGovMY MCP Server provides access to Malaysia's open government data through a set of specialized tools. Developed by Farid Yusof, it integrates with the data.gov.my API to retrieve various datasets including population statistics, birth records, fuel prices, household income, and vehicle registration information. Each tool implements specific filtering capabilities that allow users to query data by parameters such as date, location, demographics, and other dataset-specific attributes. The server handles API requests, parameter validation, and response formatting, making it particularly valuable for researchers, analysts, and applications requiring access to official Malaysian government statistics.

Enables to analyze local images or remote URLs using Alibaba Qwen3.7-plus vision model via DashScope's Anthropic-compatible endpoint.

Enables coding assistants to access Perplexity AI for quick fact-checking and in-depth research. Provides two tools: lookup for fast documentation queries and answer for comprehensive research with recommendations.

Search Naver (Korea's #1 search engine) for shopping prices, real-time news, and blogs. Perfect for Korean local information.

MCP server for Yelp - search businesses, read reviews, make reservations

A persistent, searchable memory layer for AI assistants, exposed as an MCP server. It supports CRUD, namespaces, hybrid ranked search, relationships, chat-context assembly, import/export, and optional LLM-powered auto-extraction.

Wraps the Recreation Information Database (RIDB) API to enable querying recreation.gov data such as campsites, facilities, and permits via natural language.

Scrapes documentation sites, chunks and embeds content locally, then retrieves relevant passages for queries. Enables agents to ask questions grounded in documentation.

Full coverage of Anthropic Admin API to manage organization, workspaces, members, API keys, usage, and costs via natural language from any MCP client.

Enables querying South Korean meteorological observation data and short-term forecasts by region name or grid coordinates via the MCP protocol.

An example MCP server that integrates WorkOS AuthKit to enable secure remote client authentication and organization-centric user management. It allows developers to control access to specific tools based on user permissions and roles within an organization.

A Retrieval-Augmented Generation (RAG) system that leverages Google's Agent Development Kit (ADK) and Qdrant vector database via MCP server.

Enables natural language weather queries for Israel and the USA, fetching real-time forecasts and alerts via web scraping and official APIs.

Enables AI assistants to query Moka recruitment system data including candidates, jobs, pipelines, and talent pools through read-only MCP tools.