SKILLEMALL.ai

AF paper-reading-research-framing

Use when one research source chain is stable enough to turn into paper framing or a provisional framing sketch by comparing closest related works, checking claim-level citation support, clarifying positioning and differentiation, and producing a writing blueprint.

ClawHub Agent Skills author: Zhang Yifan v0.1.0 MIT-0 2 files body ≈ 3 778 tokens Open the sourceclawhub.ai analyzed 2 d ago

Use when one research source chain is stable enough to turn into paper framing or a provisional framing sketch by comparing closest related works, checking…

As a process F 46/100 · Will not run — References files that are not bundled: references/source-research-template.md, references/close-works-template.md, references/claim-support-bank-template.md

ProcedureMarketingResearchtype 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
46/100
Will not run
References files that are not bundled: references/source-research-template.md, references/close-works-template.md, references/claim-support-bank-template.md
Tools and files w 18
0
Inputs and preconditions w 11
0
Progress reporting w 2
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: 2. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning missing-ref reference to a missing file: references/source-research-template.md
  • warning missing-ref reference to a missing file: references/close-works-template.md
  • warning missing-ref reference to a missing file: references/claim-support-bank-template.md
  • warning missing-ref reference to a missing file: references/positioning-matrix-template.md
  • warning missing-ref reference to a missing file: references/story-spine-template.md
  • warning missing-ref reference to a missing file: references/writing-blueprint-template.md
  • warning missing-ref reference to a missing file: references/research-framing-package-template.md

Process rating: all ten parameters 46/100

Will not run. References files that are not bundled: references/source-research-template.md, references/close-works-template.md, references/claim-support-bank-template.md
  • 0Tools and files. 7 referenced file(s) missing: references/source-research-template.md, references/close-works-template.md, references/claim-support-bank-template.md
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Progress reporting. Says nothing while it works
  • 30Running it twice. 8 mutating operations with no state check
  • 40Consistency. Frontmatter name (paper-reading-research-framing) differs from the folder (08-research-framing)
  • 50When it triggers. No condition that starts the skill
  • 60Result and completion. Output format stated, no completion criterion
  • 65Failures and branches. 3 branches
  • 100Steps. 163 steps
  • 100Execution cost. Instruction body is 3778 tokens
  • low 15 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: 16 headings
  • +3Step-by-step instructions: 163 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
This skill is a structured research-writing workflow that creates local paper-framing notes and does not show hidden, destructive, or credential-seeking behavior.
LLM: benign (high) · VirusTotal: · 24 Jun 2026