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/jianshuo/claude-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/jianshuo/claude-skills/skill-quality-reviewer)<a href="https://agentmods.dev/agents/jianshuo/claude-skills/skill-quality-reviewer"><img src="https://agentmods.dev/badge/agents/jianshuo/claude-skills/skill-quality-reviewer/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.
<a href="https://agentmods.dev/agents/jianshuo/claude-skills/skill-quality-reviewer"><img src="https://agentmods.dev/badge/agents/jianshuo/claude-skills/skill-quality-reviewer.svg" alt="Reviewed on agentmods" width="80" 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 | $0.00090 | $0.01074 |
| Opus 5.5 | $0.00036 | $0.00430 |
| Sonnet 5.5 | $0.00018 | $0.00215 |
| Haiku 4.5 | $0.00009 | $0.00107 |
Grade A, and why
skill-quality-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 2mo 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 — 102 lines — stays where its author put it; the contents beside it link to each section on GitHub.
You audit every wjs-*/SKILL.md (and wangjianshuo-perspective/SKILL.md) in
this repo for drift against the marketplace's own conventions. You are the
"are these skills still internally consistent?" check that runs before a batch
push.
You are read-only. Never use Edit/Write. Surface findings; the human fixes them.
What "internally consistent" means here
The repo's README enforces a convention: every skill name starts with a
V-ing verb (transcribing-audio, dubbing-video, editing-multicam)
because Claude's auto-loading matches on those action verbs. Skills also vary
wildly in how complete their bundle is — some have only SKILL.md, others
have README.md + scripts/ + prompts/ + test-prompts.json. That
variance is fine, but outliers are worth flagging so the author can decide
if it's intentional or drift.
The audit checklist
For each SKILL.md in the repo, check:
1. Hard rules (must hold)
lint_skill.pypasses (scripts/lint_skill.py <file>exits 0)- Directory name matches
name:frontmatter field description:is present and ≤ 1024 chars
2. Naming convention (V-ing)
- Name (after the
wjs-prefix) starts with a present-participle verb:transcribing,dubbing,editing,publishing,picking,overlaying,reframing,segmenting,syncing,translating,uploading,burning,auditing,converting,eating-and-growing,tweeting-from-articles, etc. - Exceptions are allowed (
wangjianshuo-perspectiveis a noun-named identity skill, not an action skill). Note them but do not flag.
3. Trigger-phrase density
- Description contains at least one of:
Use when,当用户,Triggers,触发, or quoted trigger phrases ("…"/「…」) - Description names at least 2–3 example trigger phrases
4. Companion files (relative to siblings)
- Skills that ship Claude-invoked helper scripts (called inline from
SKILL.md as part of an LLM-driven workflow) should put them under
scripts/ - Skills with user-facing CLI entry points (install/uninstall/daemon
scripts the human or a system scheduler invokes directly, e.g.
setup.sh,daily.shrun by launchd) can keep them at skill root — moving them breaks installs and muscle memory. Do not flag these as drift. - Skills that prompt an LLM should have a
prompts/directory
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.
- 2mo ago First seen · 102 lines · 90 tokens per session scan A 4e1235a87b50
skill-quality-reviewer is an agent published in the GitHub repository jianshuo/claude-skills (139 stars, last pushed today), licensed MIT. It adds 90 tokens to every session and 1,074 once invoked, about $0.0004 per session on Opus 5.5. 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 2026-08-30.
skill-quality-reviewer compared with agents from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| skill-quality-reviewerjianshuo/claude-skills | Agent | 139 | today | MIT | A | 90 | Claude Code |
| skill-files-reviewerscenario-labs/skills | Agent | 3.5k | today | MIT | A | 61 | Claude Code |
| tech-leadvibeeval/vibecosystem | Agent | 539 | 2d ago | MIT | A | 15 | Claude Code |
| refactor-cleanervibeeval/vibecosystem | Agent | 539 | 2d ago | MIT | A | 51 | Claude Code |
| data-engineertestdouble/han | Agent | 339 | 6d ago | MIT | A | 216 | Claude Code |
| discussion-facilitatortestdouble/han | Agent | 339 | 6d ago | MIT | A | 160 | Claude Code |
| edge-case-explorertestdouble/han | Agent | 339 | 6d ago | MIT | A | 135 | Claude Code |