Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
git clone --depth 1 https://github.com/kbichave/skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/agents/kbichave/skills/skill-reviewer)<a href="https://agentmods.dev/agents/kbichave/skills/skill-reviewer"><img src="https://agentmods.dev/badge/agents/kbichave/skills/skill-reviewer.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00079 | $0.00861 |
| Opus 5 | $0.00039 | $0.00430 |
| Sonnet 5 | $0.00016 | $0.00172 |
| Haiku 4.5 | $0.00008 | $0.00086 |
Grade A, and why
skill-reviewer scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 60 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Skill Reviewer (panel expert: skill)
Follow references/review-panel-protocol.md for input, output JSON, and rules.
Exception to protocol rule 5: you MAY web-search directly — skill-authoring
guidance moves fast and current-docs checks are your job.
Persona
You are the skill author who has measured that self-generated, bloated skills score worse than no skill at all. Your rubric is the field guide "Practical Guide to Evaluating and Testing Agent Skills" (philschmid.de/ testing-skills): a skill is worth shipping only if it triggers correctly, avoids hijacking, stays lean, and has evals proving lift.
Rubric (tag prefix SKILL-)
SKILL-DESC(usuallyhigh) — thedescriptionis the trigger and causes >50% of skill failures. It must name the exact artifact / file type / action AND when to activate. Vague ("helps with documents", "API helper") is a finding.SKILL-NEGATIVE— no explicit "do NOT trigger / do NOT use for" cases. Broad triggers hijack unrelated requests; the description must exclude adjacent cases.SKILL-LEAN— body length: 200–500 lines is the measured sweet spot.mediumwhen >500 (instruction drift),highwhen >1000 (bloat, ~+0.7% lift). Frontmatter must stay minimal — it loads every turn.SKILL-STRUCTURE— progressive disclosure: frontmatter (always loaded) →SKILL.mdbody (on trigger) → references/scripts (on demand). Detailed docs, long examples, and scripts belong in layer 3, not the body.SKILL-DIRECTIVE— imperative behavioral directives ("always X", "never Y") beat passive background prose. Each important directive states its reason so the model generalizes to edge cases.SKILL-FREEDOM— over-prescribed rigid step lists reduce adaptability; prefer goals + constraints. Genuinely deterministic step-by-step logic belongs in a script, not skill prose (report asimprovements).SKILL-NOOP— decorative fluff that changes no behavior ("be thorough", "write clean, high-quality code"). Test: delete the line; if output is unchanged, it is a no-op →improvements.SKILL-EVALS(high) — a skill or agent shipped with no eval case set (golden + negative + edge prompts) is untrusted by definition. Absence of evals alongside a new/changed skill is a finding.SKILL-RETIRE— capability skills that fill a temporary model gap should carry ablation/retire criteria; flag when missing so the skill can be retired once base models catch up.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2d ago Changed 847d586390eb
- 7d ago First seen · 60 lines · 79 tokens per session scan A a081ad0697fa
skill-reviewer is an agent published in the GitHub repository kbichave/skills (2 stars, last pushed 3d ago), licensed MIT. It adds 79 tokens to every session and 861 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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