"Understanding Modal Music" matching MCP servers:

• vision-bridge-mcp

  zgz518

  A

  license

  A

  quality

  B

  maintenance

  Enables non-multimodal models to see images by providing MCP tools for image understanding and OCR, backed by any OpenAI-compatible vision model.

  Updated 5 days ago (2026-08-05 06:52 UTC)

  2

  MIT

• Cloud Music MCP Server

  Code-MonkeyZhang

  A

  license

  A

  quality

  B

  maintenance

  Enables AI agents to control NetEase Cloud Music playback, login, search, and get personalized recommendations through official APIs.

  Updated a month ago (2026-07-02 12:27 UTC)

  12

  28

  MIT

• music21-mcp-server

  brightlikethelight

  A

  license

  C

  quality

  C

  maintenance

  A multi-interface music analysis server providing MCP, HTTP, CLI, and Python interfaces for music21-based analysis.

  Updated 2 months ago (2026-06-23 20:44 UTC)

  14

  24

  MIT

• AI Competitive Research

  Aditya201206

  F

  license

  B

  quality

  C

  maintenance

  Automates competitive research for startup ideas by executing a 7-step pipeline including idea understanding, competitor discovery, profile extraction, feature comparison, market gap analysis, innovation scoring, and report generation.

  Updated 15 days ago (2026-07-26 10:29 UTC)

  8

• SWMM-MCP

  kLabUM

  A

  license

  B

  quality

  D

  maintenance

  An MCP server that provides a toolbox for interacting with EPA SWMM stormwater models, enabling users to analyze model data and interpret results through LLM-driven tools. It assists stormwater modelers in understanding hydraulic systems and modeling behavior using natural language interfaces.

  Updated 2 months ago (2026-06-17 08:34 UTC)

  18

  6

  MIT