**Qwen-MM-Plugins** is Alibaba's official **QwenLM** answer to a gap almost every coding agent shares: the harness itself is text-only. The repository opened on **29 July 2026** and has drawn **2,529 stars and 139 forks** in roughly two weeks, with the one-line pitch printed straight in the description — **"make any agent harness multimodal-native."** It is **Apache-2.0** and written in **Python**. The architecture is deliberately not a model release. Each capability installs **independently as a Skill plus an optional MCP server**, under the install name `qwen-mm-plugins-<capability>`, so the agent's own skill layer decides which MCP tool to reach for once you reference a file. The practical effect is that you type `@meeting.mp4 Transcribe this with speaker labels and timestamps` inside whatever harness you already use, and the routing happens without you naming a tool. Eight capabilities ship today. **`core`** reads images and video and visualizes documents, code, data, and 3D files, and it is the one that needs **no API key at all** — only `ffmpeg` for audio and video. **`api`** exposes Qwen VL/Omni vision, OCR, grounding, ASR, segmentation, and audio-video understanding through **DashScope**. **`search`** covers web search, page extraction, and reverse-image search via Serper, Exa, or Tavily. **`video-memory`** builds hierarchical memory for long-video QA, and **`video-edit`** handles image, video, and audio generation with editing workflows. The remaining three lean further out: **`blender`** for modeling, texturing, lighting, and rendering, **`freecad`** for parametric CAD with STEP/STL and FEM via CalculiX, and **`edu-agent`** for Chinese math and science explainer videos and interactive pages. Harness coverage is the reason the project matters more than its star count suggests. The guided installer — a single `curl | bash` line, with an `update` variant — natively supports **Claude Code, Codex, Qoder, OpenClaw, Qwen Code, and Gemini CLI**, using each one's own install command while keeping shared configuration in `~/.qwen-mm-plugins/config`. A separate manual guide documents **DeepSeek Harness, Hermes Agent, opencode, pi, and QwenPaw**, and the most recent merged work on **13 August** was precisely that: Hermes Agent support and DeepSeek Harness support landing back to back. Released capabilities use **independent, immutable tags**, so a rollback targets one capability rather than the whole install. Dependencies arrive on demand through `uv`/`uvx` rather than a global Python install. The caveats are worth stating plainly. Only `core` is genuinely local — everything interesting in `api`, `video-memory`, and `video-edit` routes through **DashScope**, Alibaba's cloud, so this is a Qwen-ecosystem play rather than a neutral abstraction layer. Several capabilities also need heavyweight system software installed separately (Blender, FreeCAD, Node/Chromium, `ffmpeg`, plus **Xvfb** on headless Linux). The repository carries **15 open issues**, has published **no tagged GitHub releases** at the repo level, and at two weeks old has had no time to prove stability across the eleven harnesses it claims.