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Use when the user wants Codex to build, refine, test, validate, or list CLI-Anything harnesses for GUI applications or source repositories. Adapts the full CLI-Anything methodology to Codex without changing the generated Python harness format.

HKUDS/CLI-Anything Agent Skills author: HKUDS Apache-2.0 5 files · 3 scripts body ≈ 1 431 tokens Open the sourcegithub.com↗ analyzed 5 d ago

Adapts the full CLI-Anything methodology to Codex without changing the generated Python harness format.

As a process C 55/100 · Has gaps — References files that are not bundled: references/HARNESS.md, references/commands/, references/guides/

IntegrationSoftware developmentResearchtype 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
C
89/100
safety, quality, tests
Safety 60%
100
Quality 40%
72
Run on models
none yet
Process rating
C
55/100
Has gaps
References files that are not bundled: references/HARNESS.md, references/commands/, references/guides/
Tools and files w 18
0
Progress reporting w 2
0
Consistency w 8
40
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: 4. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning missing-ref reference to a missing file: references/HARNESS.md
  • warning missing-ref reference to a missing file: references/commands/
  • warning missing-ref reference to a missing file: references/guides/
  • warning missing-ref reference to a missing file: references/commands/cli-anything.md
  • warning missing-ref reference to a missing file: references/commands/refine.md
  • warning missing-ref reference to a missing file: references/commands/test.md
  • warning missing-ref reference to a missing file: references/commands/validate.md
  • warning missing-ref reference to a missing file: references/commands/list.md
  • warning missing-ref reference to a missing file: scripts/repl_skin.py
  • warning missing-ref reference to a missing file: scripts/preview_bundle.py
  • warning missing-ref reference to a missing file: scripts/skill_generator.py
  • warning missing-ref reference to a missing file: scripts/templates/SKILL.md.template
  • warning missing-ref reference to a missing file: references/docs/PREVIEW_PROTOCOL.md
  • warning missing-ref reference to a missing file: references/guides/...
  • warning missing-ref reference to a missing file: templates/SKILL.md.template

Process rating: all ten parameters 55/100

Will not run. References files that are not bundled: references/HARNESS.md, references/commands/, references/guides/
  • 0Tools and files. 15 referenced file(s) missing: references/HARNESS.md, references/commands/, references/guides/
  • 0Progress reporting. Says nothing while it works
  • 40Consistency. Frontmatter name (cli-anything) differs from the folder (codex-skill)
  • 50Failures and branches. 0 branches, has a failure section
  • 60Result and completion. Output format stated, no completion criterion
  • 70When it triggers. States when to use, but not when not to
  • 70Inputs and preconditions. Inputs and preconditions are listed
  • 85Steps. 31 steps, 1 vague phrases
  • 100Execution cost. Instruction body is 1431 tokens
  • 100Running it twice. No mutating operations

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)
  • -32 of 2 scripts are never mentioned in SKILL.md
  • +1No license
  • +2Single-language instructions
  • +3Description length 243: enough signal without eating the budget
  • +4Structure: 16 headings
  • +3Step-by-step instructions: 31 items
  • +3Output format is stated explicitly
  • +4Has examples (1 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 72.