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BF paidf-auto-labeling

Use when a user needs to get started with PAIDF Auto-Labeling, plan a scenario, run or debug a shipped cookbook, author prompts or cookbooks, migrate a pipeline, or configure a stage. Confirm critical inputs (data path, output path, endpoints) and ask when any are missing. This is a router: read the matching reference instead of inventing a workflow.

ClawHub Agent Skills author: NVIDIA 1 file body ≈ 1 658 tokens Open the sourceclawhub.ai↗ analyzed 3 d ago

Use when a user needs to get started with PAIDF Auto-Labeling, plan a scenario, run or debug a shipped cookbook, author prompts or cookbooks, migrate a…

As a process F 44/100 · Will not run — References files that are not bundled: references/scenario-planning.md, references/cookbook-authoring.md, references/prompt-authoring.md

ProcedureSoftware developmentInfrastructureAI and agentstype and topics are labelled automatically from the skill text
Runs in: OpenClaw 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) Goose OpenCode
JSON
Technical rating
B
88/100
safety, quality, tests
Safety 60%
100
Quality 40%
70
Run on models
none yet
Process rating
F
44/100
Will not run
References files that are not bundled: references/scenario-planning.md, references/cookbook-authoring.md, references/prompt-authoring.md
Tools and files w 18
0
Result and completion w 14
0
Failures and branches w 10
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: 1. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning missing-ref reference to a missing file: references/scenario-planning.md
  • warning missing-ref reference to a missing file: references/cookbook-authoring.md
  • warning missing-ref reference to a missing file: references/prompt-authoring.md
  • warning missing-ref reference to a missing file: references/pipeline-migration.md
  • warning missing-ref reference to a missing file: references/video-data-augmentation.md
  • warning missing-ref reference to a missing file: references/event-and-person-attribute-search.md
  • warning missing-ref reference to a missing file: references/event-verification-reasoning.md
  • warning missing-ref reference to a missing file: references/workflow-runner-debugging.md
  • warning missing-ref reference to a missing file: references/workflow-stage-integration.md
  • warning missing-ref reference to a missing file: references/stages/
  • warning missing-ref reference to a missing file: references/stages/super-resolution.md
  • warning missing-ref reference to a missing file: references/stages/detection-and-tracking.md
  • warning missing-ref reference to a missing file: references/stages/captioning.md
  • warning missing-ref reference to a missing file: references/stages/visual-qa.md
  • warning missing-ref reference to a missing file: references/stages/reasoning.md
  • warning missing-ref reference to a missing file: references/stages/person-attribute-search.md
  • warning missing-ref reference to a missing file: references/stages/grounding-2d.md
  • warning missing-ref reference to a missing file: references/stages/referring-expressions.md
  • warning missing-ref reference to a missing file: references/stages/training-export.md
  • note frontmatter-key unknown frontmatter key "owner"
  • note frontmatter-key unknown frontmatter key "service"
  • note frontmatter-key unknown frontmatter key "reviewed"

Process rating: all ten parameters 44/100

Will not run. References files that are not bundled: references/scenario-planning.md, references/cookbook-authoring.md, references/prompt-authoring.md
  • 0Tools and files. 19 referenced file(s) missing: references/scenario-planning.md, references/cookbook-authoring.md, references/prompt-authoring.md
  • 0Result and completion. Does not say what the result is
  • 0Failures and branches. Linear process with no failure handling
  • 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
  • 100Steps. 19 steps
  • 100Inputs and preconditions. Inputs and preconditions are listed
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 1658 tokens
  • medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing

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)
  • +3Output format is not stated: the model decides each time
  • +2Single-language instructions
  • +3Description length 352: enough signal without eating the budget
  • +4Structure: 5 headings
  • +3Step-by-step instructions: 19 items
  • +4Has examples (2 code blocks)
  • +1License stated

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