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BF pdf-learning-workflow

扫描版PDF书籍 → OCR识别 → 章节分割 → 学习优化笔记

ClawHub Agent Skills author: 4zsz6jmmx6-source v1.0.2 MIT-0 9 files body ≈ 775 tokens Open the sourceclawhub.ai↗ analyzed 26 h ago

扫描版PDF书籍 → OCR识别 → 章节分割 → 学习优化笔记

As a process F 33/100 · Will not run — References files that are not bundled: page=0,bbox=[...]

ProcedureSoftware developmenttype 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
80/100
safety, quality, tests
Safety 60%
99
Quality 40%
51
Run on models
none yet
Process rating
F
33/100
Will not run
References files that are not bundled: page=0,bbox=[...]
Tools and files w 18
0
Result and completion w 14
0
When it triggers w 12
0
the three weakest of ten parameters · all ten

How to improve

  1. Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
  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 · 1

✓ No critical or high findings

Medium and low: 1
  • low Broad scope meta-dynamic-shell SKILL.md:26
    Shell command executed automatically when the skill loads (Claude Code !`cmd` preamble)
    !`test -f ~/.config/glm-ocr/api_key && echo "✅ GLM-OCR key configured" || echo "⚠️ NO GLM-OCR KEY — setup required"`

Files scanned: 9. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning description-short description under 40 chars: too little signal for triggering
  • warning description-no-when description does not say WHEN to use the skill (no "use when")
  • warning missing-ref reference to a missing file: page=0,bbox=[...]
  • note frontmatter-key unknown frontmatter key "homepage"

Process rating: all ten parameters 33/100

Will not run. References files that are not bundled: page=0,bbox=[...]
  • 0Tools and files. 1 referenced file(s) missing: page=0,bbox=[...]
  • 0Result and completion. Does not say what the result is
  • 0When it triggers. No condition that starts the skill
  • 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
  • 100Steps. 9 steps
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 775 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)
  • +3Description length 32: 120–800 characters recommended
  • +3Output format is not stated: the model decides each time
  • -31 of 5 scripts are never mentioned in SKILL.md
  • +1No license
  • +2Single-language instructions
  • +4Structure: 13 headings
  • +3Step-by-step instructions: 9 items
  • +4Has examples (8 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 51.

External checks

ClawHub: clean
This appears to be a legitimate PDF-to-study-notes workflow, but it uses external OCR and CDN services that users should understand before processing sensitive documents.
LLM: benign (high) · VirusTotal: · 3 Jun 2026