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BD qwen-mm-plugins-omnidr

Conduct video-based deep research: deeply read one video, investigate text and visual anchors using external articles, papers, images and watched related videos, independently check comparisons and dated claims, and deliver an illustrated, source-cited interactive report. Use for OmniDR/video deep research, including a focused question or resuming a report.

QwenLM/Qwen-MM-Plugins Agent Skills author: QwenLM 8 files body ≈ 2 183 tokens Open the sourcegithub.com↗ analyzed 5 d ago

Conduct video-based deep research: deeply read one video, investigate text and visual anchors using external articles, papers, images and watched related…

As a process D 41/100 · Unfinished process — References files that are not bundled: ../agents/video-reader.md, ../agents/synthesis-reviewer.md

ProcedureMedia and videoData and analyticstype and topics are labelled automatically from the skill text
Runs in: Claude / Claude Code ChatGPT / Codex Gemini CLI Cursor GitHub Copilot / VS Code Qwen Code Kimi Code CLI Z.ai (GLM) DeepSeek (Deep Code) Mistral Vibe LangChain (deepagents) OpenClaw Goose OpenCode
JSON
Technical rating
B
91/100
safety, quality, tests
Safety 60%
100
Quality 40%
78
Run on models
none yet
Process rating
D
41/100
Unfinished process
References files that are not bundled: ../agents/video-reader.md, ../agents/synthesis-reviewer.md
Tools and files w 18
0
Result and completion w 14
0
Progress reporting w 2
0
the three weakest of ten parameters · all ten

How to improve

  1. The text references files that are not there: add them or drop the references.
For the model run — optional
  • Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
  • A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.

Guard findings · 0

✓ No critical or high findings

Files scanned: 8. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning missing-ref reference to a missing file: ../agents/video-reader.md
  • warning missing-ref reference to a missing file: ../agents/synthesis-reviewer.md

Process rating: all ten parameters 41/100

Will not run. References files that are not bundled: ../agents/video-reader.md, ../agents/synthesis-reviewer.md
  • 0Tools and files. 2 referenced file(s) missing: ../agents/video-reader.md, ../agents/synthesis-reviewer.md
  • 0Result and completion. Does not say what the result is
  • 0Progress reporting. Says nothing while it works
  • 20When it triggers. No condition that starts the skill
  • 30Running it twice. 3 mutating operations with no state check
  • 40Consistency. Frontmatter name (qwen-mm-plugins-omnidr) differs from the folder (skill)
  • 50Failures and branches. 0 branches, has a failure section
  • 70Inputs and preconditions. Inputs and preconditions are listed
  • 100Steps. 5 steps
  • 100Execution cost. Instruction body is 2183 tokens

Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.

Quality signals

  • +5Description has no quoted example phrases that should trigger the skill
  • +4Description does not say when NOT to use the skill (false activations)
  • +4No input/output examples
  • +1No license
  • +2Single-language instructions
  • +3Description length 359: enough signal without eating the budget
  • +4Structure: 8 headings
  • +3Step-by-step instructions: 5 items
  • +3Output format is stated explicitly
  • +4Reference files are cited in the instructions (7 of 7)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 78.