benchmark-skills

benchmark-skills is a command for Claude Code from vinnie357/claude-skills. It costs 12 tokens per session (845 once invoked), scanned A, original, MIT.

A benchmarking command that checks marketplace skills for structure, documentation quality, examples, references, and other static properties.

In plain words
What is it for?
Use it to assess all skills in a marketplace, classify their purpose, and review their quality scores.
Why use it?
It replaces manual inspection with a scorecard showing which skills pass or fail common quality checks.

Command for Claude Code

Written for Claude Code: argument-hint in frontmatter.

Part of the claude-code plugin — 12 skills, 2 commands shipped together

Good fit Use it to assess all skills in a marketplace, classify their purpose, and review their quality scores.

Compare 6 commands from other repositories ↓
Install with agentmods
npx agentmods add commands/vinnie357/claude-skills/benchmark-skills
Install

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.

Clone the repo
git clone --depth 1 https://github.com/vinnie357/claude-skills

Made for: Claude Code.

Or install claude-code, the plugin that ships this one along with the rest of its 12 skills, 2 commands.

Wrote 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.

agentmods badge for benchmark-skills

README.md
[![agentmods](https://agentmods.dev/badge/commands/vinnie357/claude-skills/benchmark-skills/github.svg)](https://agentmods.dev/commands/vinnie357/claude-skills/benchmark-skills)
Your own site
<a href="https://agentmods.dev/commands/vinnie357/claude-skills/benchmark-skills"><img src="https://agentmods.dev/badge/commands/vinnie357/claude-skills/benchmark-skills/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for benchmark-skills

Your own site · 80×15
<a href="https://agentmods.dev/commands/vinnie357/claude-skills/benchmark-skills"><img src="https://agentmods.dev/badge/commands/vinnie357/claude-skills/benchmark-skills.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 12 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 845 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00012 $0.00845
Opus 5 $0.00006 $0.00423
Sonnet 5 $0.00002 $0.00169
Haiku 4.5 $0.00001 $0.00085

Measured 7d ago against content hash 03f59b3ed82e, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

benchmark-skills 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 7d 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.

plugins/tools/claude-code/commands/benchmark-skills.md · 55 lines

What it actually says

Benchmark all Agent Skills in the marketplace, producing a quality scorecard with static analysis and category classification.

What it does:

  • Discovers all skills across all plugins (reads marketplace.json + plugin.json files)
  • Runs static analysis checks per skill (description, naming, line count, examples, anti-fabrication)
  • Classifies each skill (Capability Uplift vs Encoded Preference)
  • Assesses progressive disclosure usage (references, depth)
  • Produces a scorecard table with pass/fail per check and overall score

Output: A scorecard table showing quality metrics for each skill:

Skill            | Plugin   | Desc | Lines | Refs | Examples | Score
─────────────────┼──────────┼──────┼───────┼──────┼──────────┼──────
git              | core     | Pass | X/Y   | Pass | Pass     | X/N
claude-skills    | cl-code  | Pass | X/Y   | Pass | Pass     | X/N

X/Y and X/N above are placeholders — copy the real line count and score from the mise run test:skills-quality scorecard. Y is the validator's line cap and N is its check_count; neither is a fixed number restated here, so this table will not go stale as either changes. The validator takes no --plugin filter, so run the full suite and read the rows you need.

Examples:

/benchmark-skills
# Benchmark all skills across all plugins

/benchmark-skills --plugin=core
# Benchmark only skills in the core plugin

Task Instructions: Use Agent tool with subagent_type: "general-purpose" to:

  1. Read .claude-plugin/marketplace.json to discover all plugins
  2. For each local plugin, read its .claude-plugin/plugin.json to get skill paths
  3. For each skill, read SKILL.md and note, as a reading aid for the narrative — not the authoritative check list (see step 5) — the trigger-quality of the description, name compliance, bounded body size, presence of examples, one-level reference depth, and anti-fabrication rules. Skill-to-sources.toml coverage is a separate check, owned by test/validate-sources.nu, not this validator.
  4. Classify each skill as Capability Uplift or Encoded Preference
  5. Read each skill's score from mise run test:skills-quality rather than computing one — test/validate-skills-quality.nu is the single source of truth for both the check list and check_count. Copy the printed value verbatim; do not hand-count checks or write a fixed denominator
  6. Present results as a formatted scorecard table
  7. Summarize: total skills, average score, skills needing attention

If --plugin=<name> is provided, only benchmark skills in that plugin.

Important:

  • Read actual SKILL.md files — do not fabricate content or results
  • Report actual line counts and check results
  • Mark any checks that cannot be performed as "N/A" with explanation
  • Use the claude-skills-benchmark skill for methodology reference
  • The anti-fabrication check is SKILL.md-only by design (claude-skills-202): it does not scan references/, so a skill routing unverified, version-gated claims through a reference file is not flagged by this check. A wider scan was tried and reverted — it let a reference file merely mentioning "fabrication" satisfy the check for a SKILL.md carrying zero anti-fabrication content, which is more lenient, not stricter. Per-file reference scrutiny is tracked separately as claude-skills-141; until it lands, treat a skill's reference files as outside this check's coverage when narrating results
Changes

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.

  1. 7d ago First seen · 55 lines · 12 tokens per session scan A 03f59b3ed82e

Subscribe to this mod's changes

benchmark-skills is a command published in the GitHub repository vinnie357/claude-skills (25 stars, last pushed today), licensed MIT. It adds 12 tokens to every session and 845 once invoked, about $0.0001 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 2026-09-03.