BF token-pilot
Automatic token optimization during interaction. Behavioral rules + plugin synergy + workspace analyzer. Pure Node.js, cross-platform. Activate on session start (rules auto-apply) or when user asks about token usage/cost/audit.
As a process F 43/100 · Will not run — References files that are not bundled: memory/topics/file.md, path
How to improve
- The SKILL.md body is over 5,000 tokens: move reference detail into references/ and load it when needed.
- 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: 12. Evidence is masked. Grey chips explain why severity was lowered.
Against the Agent Skills spec
- warning
body-longSKILL.md body ≈ 5362 tokens (recommended < 5000); move details to references/ - warning
missing-refreference to a missing file: memory/topics/file.md - warning
missing-refreference to a missing file: path
Process rating: all ten parameters 43/100
Will not run. References files that are not bundled: memory/topics/file.md, path
- 0Tools and files. 2 referenced file(s) missing: memory/topics/file.md, path
- 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
- 70Execution cost. Instruction body is 5362 tokens
- 85Steps. 89 steps, 2 vague phrases
- 100Failures and branches. 2 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 12 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
- -31 of 5 scripts are never mentioned in SKILL.md
- +1No license
- +2Single-language instructions
- +3Description length 227: enough signal without eating the budget
- +4Structure: 60 headings
- +3Step-by-step instructions: 89 items
- +4Has examples (23 code blocks)
- +4Reference files are cited in the instructions (2 of 3)
Quality base 70; lint remarks subtract, signals add up to 100. Result: 66.
External checks
ClawHub: suspicious
Token Pilot is a disclosed token-saving skill, but it can persistently change all local agents and optionally move or delete workspace files, so it needs careful review before use.
LLM: suspicious (high) · VirusTotal: · 29 May 2026