SKILLEMALL.ai

AF product-scoper

When the user wants to define their MVP scope, decide what features to include or exclude, create a product positioning statement, or cut a feature list down to essentials. Also use when the user mentions "定义MVP", "产品范围", "功能清单", "产品定位", "MVP scope", "feature cut", "what to build first", "minimum viable product". For finding opportunities, see opportunity-finder. For competitor analysis, see competitor-teardown. For generating a development plan from the scope, see build-planner.

ClawHub Agent Skills author: Qiu Difeng v1.3.0 MIT-0 3 files body ≈ 970 tokens Open the sourceclawhub.ai analyzed 3 d ago

When the user wants to define their MVP scope, decide what features to include or exclude, create a product positioning statement, or cut a feature list down…

As a process F 59/100 · Will not run — References files that are not bundled: ../../examples/scope-document.md

ProcedureData and analyticsMarketingtype and topics are labelled automatically from the skill text
JSON
Technical rating
A
94/100
safety, quality, tests
Safety 60%
100
Quality 40%
86
Run on models
none yet
Process rating
F
59/100
Will not run
References files that are not bundled: ../../examples/scope-document.md
Tools and files w 18
0
Failures and branches w 10
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: 3. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning missing-ref reference to a missing file: ../../examples/scope-document.md

Process rating: all ten parameters 59/100

Will not run. References files that are not bundled: ../../examples/scope-document.md
  • 0Tools and files. 1 referenced file(s) missing: ../../examples/scope-document.md
  • 0Failures and branches. Linear process with no failure handling
  • 0Progress reporting. Says nothing while it works
  • 30Running it twice. 1 mutating operations with no state check
  • 40Consistency. Frontmatter name (product-scoper) differs from the folder (niche-product-scoper)
  • 70When it triggers. States when to use, but not when not to
  • 100Steps. 18 steps
  • 100Result and completion. Output format and completion criterion are stated
  • 100Inputs and preconditions. Inputs and preconditions are listed
  • 100Execution cost. Instruction body is 970 tokens

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)
  • +4No input/output examples
  • +1No license
  • +2Single-language instructions
  • +5Description quotes 4 example trigger phrases
  • +3Description length 484: enough signal without eating the budget
  • +4Structure: 11 headings
  • +3Step-by-step instructions: 18 items
  • +3Output format is stated explicitly
  • +4Reference files are cited in the instructions (1 of 1)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 86.

External checks

ClawHub: clean
This is a markdown-only product planning skill that gives MVP scoping guidance and does not run code, access accounts, or handle secrets.
LLM: benign (high) · VirusTotal: · 28 May 2026