SKILLEMALL.ai

AF paper-reading-method-commitment

Use when the user has a selected Candidate Method, multiple Candidate Methods to merge, a user-authored rough method, or a reconstructed chat method and wants to converge on one human-owned method outcome before experiment design, research framing, or risk review.

ClawHub Agent Skills author: Zhang Yifan v0.1.0 MIT-0 2 files body ≈ 2 733 tokens Open the sourceclawhub.ai analyzed 36 h ago

Use when the user has a selected Candidate Method, multiple Candidate Methods to merge, a user-authored rough method, or a reconstructed chat method and wants…

As a process F 59/100 · Will not run — References files that are not bundled: references/workspace-structure.md, references/method-reconstruction-template.md, references/source-method-template.md

ProcedureResearchData and analyticsWriting and documentstype and topics are labelled automatically from the skill text
JSON
Technical rating
A
90/100
safety, quality, tests
Safety 60%
100
Quality 40%
75
Run on models
none yet
Process rating
F
59/100
Will not run
References files that are not bundled: references/workspace-structure.md, references/method-reconstruction-template.md, references/source-method-template.md
Tools and files w 18
0
Running it twice w 4
30
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: 0. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning missing-ref reference to a missing file: references/workspace-structure.md
  • warning missing-ref reference to a missing file: references/method-reconstruction-template.md
  • warning missing-ref reference to a missing file: references/source-method-template.md
  • warning missing-ref reference to a missing file: references/method-attack-transcript-template.md
  • warning missing-ref reference to a missing file: references/method-decision-log-template.md
  • warning missing-ref reference to a missing file: references/committed-method-design-template.md
  • warning missing-ref reference to a missing file: references/provisional-method-design-template.md
  • warning missing-ref reference to a missing file: references/method-redesign-brief-template.md
  • warning missing-ref reference to a missing file: references/method-rejection-note-template.md
  • warning missing-ref reference to a missing file: references/method-commitment-summary-template.md

Process rating: all ten parameters 59/100

Will not run. References files that are not bundled: references/workspace-structure.md, references/method-reconstruction-template.md, references/source-method-template.md
  • 0Tools and files. 10 referenced file(s) missing: references/workspace-structure.md, references/method-reconstruction-template.md, references/source-method-template.md
  • 30Running it twice. 47 mutating operations with no state check
  • 40Consistency. Frontmatter name (paper-reading-method-commitment) differs from the folder (06-method-commitment)
  • 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
  • 70Failures and branches. 4 branches
  • 100Steps. 135 steps
  • 100Execution cost. Instruction body is 2733 tokens
  • 100Progress reporting. Reports progress
  • low 10 top-level sections: this looks like several domains in one skill

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)
  • +1No license
  • +2Single-language instructions
  • +3Description length 264: enough signal without eating the budget
  • +4Structure: 11 headings
  • +3Step-by-step instructions: 135 items
  • +3Output format is stated explicitly
  • +4Has examples (2 code blocks)

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

External checks

ClawHub: clean
This is a structured paper-method workflow that only directs local markdown artifact creation and review, with no hidden code, credential use, network access, or unsafe automation found.
LLM: benign (high) · VirusTotal: · 24 Jun 2026