SKILLEMALL.ai

AF molql

This skill should be used when users need to translate natural language molecular structure queries into MolQL (Mol-Script) expressions. It handles basic atom/residue/chain selection, distance-based queries, property-based filtering, complex multi-part queries, and provides clarification for ambiguous requests.

ClawHub Agent Skills author: z10g v1.0.0 MIT-0 6 files body ≈ 2 124 tokens Open the sourceclawhub.ai analyzed 2 d ago

This skill should be used when users need to translate natural language molecular structure queries into MolQL (Mol-Script) expressions.

As a process F 42/100 · Will not run — References files that are not bundled: references/molql-syntax.md

ProcedureWriting and documentstype and topics are labelled automatically from the skill text
JSON
Technical rating
A
93/100
safety, quality, tests
Safety 60%
100
Quality 40%
82
Run on models
none yet
Process rating
F
42/100
Will not run
References files that are not bundled: references/molql-syntax.md
Tools and files w 18
0
Result and completion w 14
0
Inputs and preconditions w 11
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: 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/molql-syntax.md

Process rating: all ten parameters 42/100

Will not run. References files that are not bundled: references/molql-syntax.md
  • 0Tools and files. 1 referenced file(s) missing: references/molql-syntax.md
  • 0Result and completion. Does not say what the result is
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Progress reporting. Says nothing while it works
  • 50When it triggers. No condition that starts the skill
  • 50Failures and branches. 0 branches, has a failure section
  • 85Steps. 67 steps, 1 vague phrases
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 2124 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
  • +3Output format is not stated: the model decides each time
  • +1No license
  • +2Single-language instructions
  • +4Description says when NOT to use the skill
  • +3Description length 312: enough signal without eating the budget
  • +4Structure: 26 headings
  • +3Step-by-step instructions: 67 items
  • +4Has examples (7 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 82.

External checks

ClawHub: clean
This skill is a straightforward MolQL translation aid and does not show hidden or disproportionate behavior.
LLM: benign (high) · VirusTotal: · 30 Jul 2026