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AF special

Use when asked what to build next, what features a repo is missing, where the opportunities are, or to suggest a direction or roadmap grounded in the code. Triggers on "what should we build next", "what's missing", "suggest features", "what's the next thing". Proposes opportunities, not fixes; for finding problems use line-check, bug-hunt, or security-sweep.

ClawHub Agent Skills author: Escoffier Labs v1.0.0 MIT-0 2 files body ≈ 1 441 tokens Open the sourceclawhub.ai↗ analyzed 2 d ago

Triggers on "what should we build next", "what's missing", "suggest features", "what's the next thing".

As a process F 45/100 · Will not run — References files that are not bundled: ../line-check/SKILL.md, ../bug-hunt/SKILL.md, ../security-sweep/SKILL.md

GeneratorSoftware developmentOperations and projectstype 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
A
90/100
safety, quality, tests
Safety 60%
100
Quality 40%
75
Run on models
none yet
Process rating
F
45/100
Will not run
References files that are not bundled: ../line-check/SKILL.md, ../bug-hunt/SKILL.md, ../security-sweep/SKILL.md
Tools and files w 18
0
Inputs and preconditions w 11
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: ../line-check/SKILL.md
  • warning missing-ref reference to a missing file: ../bug-hunt/SKILL.md
  • warning missing-ref reference to a missing file: ../security-sweep/SKILL.md
  • warning missing-ref reference to a missing file: ../mise/SKILL.md
  • warning missing-ref reference to a missing file: ../recipe/SKILL.md
  • warning missing-ref reference to a missing file: ../fire/SKILL.md

Process rating: all ten parameters 45/100

Will not run. References files that are not bundled: ../line-check/SKILL.md, ../bug-hunt/SKILL.md, ../security-sweep/SKILL.md
  • 0Tools and files. 6 referenced file(s) missing: ../line-check/SKILL.md, ../bug-hunt/SKILL.md, ../security-sweep/SKILL.md
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Failures and branches. Linear process with no failure handling
  • 0Progress reporting. Says nothing while it works
  • 40Consistency. Frontmatter name (special) differs from the folder (skillet-special)
  • 60Result and completion. Output format stated, no completion criterion
  • 70When it triggers. States when to use, but not when not to
  • 100Steps. 13 steps
  • 100Execution cost. Instruction body is 1441 tokens
  • 100Running it twice. Mutating operations check current state

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

  • +4Description does not say when NOT to use the skill (false activations)
  • -5TODO / placeholder text left in the skill
  • +1No license
  • +2Single-language instructions
  • +5Description quotes 4 example trigger phrases
  • +3Description length 360: enough signal without eating the budget
  • +4Structure: 9 headings
  • +3Step-by-step instructions: 13 items
  • +3Output format is stated explicitly
  • +4Has examples (1 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 75.

External checks

ClawHub: clean
The only evidenced issue is broad activation wording that may route ordinary planning requests into this skill, not malicious or hidden behavior.
LLM: benign (medium) · VirusTotal: · 20 Jun 2026