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BF paidf-orchestration-write-dag

Use when a user describes a custom PAIDF Orchestration pipeline — a specific ordered combination of stages such as augmentation only, auto-labeling only, detection+captioning only, or image attribute augmentation without full auto-labeling — that no existing DAG in airflow/dags/workflows/ covers, and asks for a new Kubernetes DAG. Also use to check that a generated or existing DAG's model/container/prompt choices match an external spec document (e.g. a PAIDF `launchable.md`).

ClawHub Agent Skills author: NVIDIA 1 file body ≈ 8 021 tokens Open the sourceclawhub.ai↗ analyzed 2 d ago

Use when a user describes a custom PAIDF Orchestration pipeline — a specific ordered combination of stages such as augmentation only, auto-labeling only…

As a process F 41/100 · Will not run — References files that are not bundled: references/component-skills-excerpt.md, references/configuration-schema.md, references/image-attribute-augmentation.md

ProcedureKubernetesInfrastructuretype 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
84/100
safety, quality, tests
Safety 60%
100
Quality 40%
61
Run on models
none yet
Process rating
F
41/100
Will not run
References files that are not bundled: references/component-skills-excerpt.md, references/configuration-schema.md, references/image-attribute-augmentation.md
Tools and files w 18
0
Result and completion w 14
0
Inputs and preconditions w 11
0
the three weakest of ten parameters · all ten

How to improve

  1. The SKILL.md body is over 5,000 tokens: move reference detail into references/ and load it when needed.
  2. 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 body-long SKILL.md body ≈ 8021 tokens (recommended < 5000); move details to references/
  • warning missing-ref reference to a missing file: references/component-skills-excerpt.md
  • warning missing-ref reference to a missing file: references/configuration-schema.md
  • warning missing-ref reference to a missing file: references/image-attribute-augmentation.md
  • warning missing-ref reference to a missing file: references/event-video-gen.md
  • warning missing-ref reference to a missing file: references/config-decision-tree.md
  • warning missing-ref reference to a missing file: references/prompt-authoring.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/stages/person-attribute-search.md
  • warning missing-ref reference to a missing file: references/stages/
  • warning missing-ref reference to a missing file: references/troubleshooting.md
  • warning missing-ref reference to a missing file: references/airflow-direct-api.md

Process rating: all ten parameters 41/100

Will not run. References files that are not bundled: references/component-skills-excerpt.md, references/configuration-schema.md, references/image-attribute-augmentation.md
  • 0Tools and files. 11 referenced file(s) missing: references/component-skills-excerpt.md, references/configuration-schema.md, references/image-attribute-augmentation.md
  • 0Result and completion. Does not say what the result is
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 20When it triggers. No condition that starts the skill
  • 30Running it twice. 22 mutating operations with no state check
  • 40Execution cost. Instruction body is 8021 tokens: crowds the task out of the window
  • 100Steps. 52 steps
  • 100Failures and branches. 3 branches, has a failure section
  • 100Consistency. Name and required fields are in place
  • 100Progress reporting. Reports progress
  • medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
  • low 14 top-level sections: this looks like several domains in one skill
  • low The response is described with custom markup (16 tags): a typed call is more reliable

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
  • -2localhost URLs: will not work for another user
  • +2Single-language instructions
  • +3Description length 480: enough signal without eating the budget
  • +4Structure: 17 headings
  • +3Step-by-step instructions: 52 items
  • +4Has examples (3 code blocks)
  • +1License stated

Quality base 70; lint remarks subtract, signals add up to 100. Result: 61.