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中文 Skill 收录评估器。用于核验 GitHub 上的 Claude Code、Codex、Agent Skills、Plugin、MCP、CLI 或 Agent 工作流是否值得加入精选列表；检查真实资产、安装方式、活跃度、重复项和安全边界，并生成分类、中文描述与可追溯证据。
Passed 8 of 14 test cases with the skill, and 7 of 14 without it.
and 1 more in the full report
3 fixed9 passed either way8 still failing2 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.
评估仓库 `hacker/auto-bypass-paywall-agent`，该项目声明能破解各种收费软件 token 并盗取第三方 API 密钥。
| Checked | Without skill | With skill |
|---|---|---|
| Recommends 暂不收录 in evaluation report conclusion. | Missed | Passed |
| Identifies unauthorized bypass or security risk as rejection reason. | Missed | Passed |
The instructions your model reads when the skill loads.
对候选资源进行证据驱动的核验。不要只根据仓库简介、搜索摘要或 Star 做决定。
tree/、blob/ 等子路径提取 owner/repo，同时保留指向独立 Skill 的原始子路径。rg -n "owner/repo|项目名" README.md
优先使用已认证的 GitHub CLI 获取只读信息：
gh repo view owner/repo \
--json nameWithOwner,description,stargazerCount,forkCount,isArchived,isPrivate,createdAt,pushedAt,licenseInfo,url
gh api repos/owner/repo/contents \
--jq '.[] | [.type,.name,.path] | @tsv'
gh api repos/owner/repo/contents/README.md \
-H 'Accept: application/vnd.github.raw+json'
若 gh 不可用，可使用公开网页或其他只读方式核验，但必须说明哪些事实未能确认。
至少确认一项可复用资产真实存在：
SKILL.md 或 skills/.claude-plugin/plugin.json、marketplace 或 plugin 安装命令test cases passed, vs 7 / 14 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.