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Production-ready MCP servers that extend AI capabilities through file access, database connections, APIs, and contextual services.

46,380 tools. Last updated 2025-12-22 18:45
  • Search Xiaohongshu (Red Note) for user-generated content, author details, and images using a specific query, with customizable result counts for precise retrieval on RedNote MCP.
    MIT License
  • Initiate a Test-Driven Development (TDD) workflow using Red-Green-Refactor cycles to develop features by writing tests first, ensuring implementation aligns with acceptance criteria and specified test frameworks.
  • Set custom RGB colors for Wyze smart lights using hex values (e.g., 'ff0000' for red) via the MCP Wyze Server. Control and personalize lighting for connected devices directly through AI assistants.
    MIT License
  • Calculate NDVI (Normalized Difference Vegetation Index) from input raster bands, specifying red and near-infrared band indices, and save the result as a GeoTIFF file for vegetation analysis.
    MIT License
  • Retrieve bird species data by IUCN Red List conservation status (e.g., CR, EN, VU) from the AviBase MCP Server. Define category and limit results for targeted conservation analysis.
  • Retrieve detailed graph data, including nodes, edges, and statistics, formatted as tables and descriptions. Use to analyze graph structure and gain insights from the Pythagraph RED API.

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