SKILLEMALL.ai

BF turing-pyramid

Prioritized action selection for AI agents. 10 needs with tension scoring, execution-gate tracking, optional continuity scripts, and an opt-in watchdog. Use when an agent needs local stateful action prioritization inside an isolated WORKSPACE. Read the deployment tiers and security warnings before enabling cron, watchdog kill/cleanup, or optional external-model scanning.

ClawHub Agent Skills author: TensusDS v1.34.10 MIT-0 80 files · 44 scripts body ≈ 8 189 tokens Open the sourceclawhub.ai analyzed 3 d ago

As a process F 44/100 · Will not run — References files that are not bundled: assets/watchdog.log, assets/audit.log

ProcedureAI and agentsInfrastructuretype and topics are labelled automatically from the skill text
JSON
Technical rating
B
84/100
safety, quality, tests
Safety 60%
97
Quality 40%
65
Run on models
none yet
Process rating
F
44/100
Will not run
References files that are not bundled: assets/watchdog.log, assets/audit.log
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 SKILL.md body is over 5,000 tokens: move reference detail into references/ and load it when needed.
  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 · 3

✓ No critical or high findings

Medium and low: 3
  • low Dangerous commands cmd-cron-mention scripts/init.sh:65
    Mentions editing / listing crontab (string literal in code, not executed)
    echo "   Run: crontab -e and add both lines (replace \$WORKSPACE with your path)"
    code literal
  • low Dangerous commands cmd-cron-mention SKILL.md:436
    Mentions editing / listing crontab (documentation of a security skill)
    crontab -e
    security skill

A further 1 matches are quotations in this security skill's documentation and are not counted as findings.

Files scanned: 67. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning body-long SKILL.md body ≈ 8189 tokens (recommended < 5000); move details to references/
  • warning missing-ref reference to a missing file: assets/watchdog.log
  • warning missing-ref reference to a missing file: assets/audit.log

Process rating: all ten parameters 44/100

Will not run. References files that are not bundled: assets/watchdog.log, assets/audit.log
  • 0Tools and files. 2 referenced file(s) missing: assets/watchdog.log, assets/audit.log
  • 0Result and completion. Does not say what the result is
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 20When it triggers. No condition that starts the skill
  • 40Execution cost. Instruction body is 8189 tokens: crowds the task out of the window
  • 100Steps. 66 steps
  • 100Failures and branches. 6 branches, has a failure section
  • 100Consistency. Name and required fields are in place
  • 100Running it twice. Mutating operations check current state
  • 100Progress reporting. Reports progress
  • medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
  • low 14 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)
  • +3Output format is not stated: the model decides each time
  • -219 emoji in the instructions: noise for the model
  • -318 of 36 scripts are never mentioned in SKILL.md
  • +2Single-language instructions
  • +3Description length 373: enough signal without eating the budget
  • +4Structure: 44 headings
  • +3Step-by-step instructions: 66 items
  • +4Has examples (20 code blocks)
  • +4Reference files are cited in the instructions (3 of 7)
  • +1License stated

Quality base 70; lint remarks subtract, signals add up to 100. Result: 65.

External checks

ClawHub: suspicious
This skill is not outright harmful, but its default suggestions can push an agent toward public/social actions and persistent background behavior that users should review first.
LLM: suspicious (medium) · VirusTotal: benign · 28 May 2026