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.
npx agentmods add skills/blessonism/openclaw-skills/github-explorernpx skills add blessonism/openclaw-skills --skill github-explorergit clone --depth 1 https://github.com/blessonism/openclaw-skillsWhat 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 | $0.00083 | $0.03086 |
| Opus 5 | $0.00042 | $0.01543 |
| Sonnet 5 | $0.00017 | $0.00617 |
| Haiku 4.5 | $0.00008 | $0.00309 |
Grade A, and why
github-explorer scanned grade A with 1 finding 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 3d 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
- README: `curl -s -H "Authorization: token {PAT}" -H "Accept: application/vnd.github.v3.raw" "https://api.github.com/repos/{owner}/{repo}/readme"` This is a copy
100% identical to github-explorer — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 221 lines — stays where its author put it; the contents beside it link to each section on GitHub.
GitHub Explorer — 项目深度分析
Philosophy: README 只是门面，真正的价值藏在 Issues、Commits 和社区讨论里。
Workflow
[项目名] → [1. 定位 Repo] → [2. 多源采集] → [3. 分析研判] → [4. 结构化输出]
Phase 1: 定位 Repo
- 用
web_search搜索site:github.com <project_name>确认完整 org/repo - 用
search-layer（Deep 模式 + 意图感知）补充获取社区链接和非 GitHub 资源：python3 skills/search-layer/scripts/search.py \ --queries "<project_name> review" "<project_name> 评测 使用体验" \ --mode deep --intent exploratory --num 5 - 用
web_fetch抓取 repo 主页获取基础信息（README、Stars、Forks、License、最近更新）
Phase 2: 多源采集（并行）
⚠️ GitHub 页面抓取规则（强制）：GitHub repo 页面是 SPA（客户端渲染），web_fetch 只能拿到导航栏壳子，禁止用 web_fetch 抓 github.com 的 repo 页面。一律使用 GitHub API：
- README:
curl -s -H "Authorization: token {PAT}" -H "Accept: application/vnd.github.v3.raw" "https://api.github.com/repos/{owner}/{repo}/readme" - Repo 元数据:
curl -s -H "Authorization: token {PAT}" "https://api.github.com/repos/{owner}/{repo}" - Issues:
curl -s -H "Authorization: token {PAT}" "https://api.github.com/repos/{owner}/{repo}/issues?state=all&sort=comments&per_page=10" - Commits:
curl -s -H "Authorization: token {PAT}" "https://api.github.com/repos/{owner}/{repo}/commits?per_page=10" - File tree:
curl -s -H "Authorization: token {PAT}" "https://api.github.com/repos/{owner}/{repo}/git/trees/{branch}?recursive=1"
PAT 见 TOOLS.md。
以下来源按需检查，有则采集，无则跳过：
| 来源 | URL 模式 | 采集内容 | 建议工具 |
|---|---|---|---|
| GitHub Repo | github.com/{org}/{repo} |
README、About、Contributors | web_fetch |
| GitHub Issues | github.com/{org}/{repo}/issues?q=sort:comments |
Top 3-5 高质量 Issue | browser |
| 中文社区 | 微信/知乎/小红书 | 深度评测、使用经验 | content-extract |
| 技术博客 | Medium/Dev.to | 技术架构分析 | web_fetch / content-extract |
| 讨论区 | V2EX/Reddit | 用户反馈、槽点 | search-layer（Deep 模式） |
search-layer 调用规范
search-layer v2 支持意图感知评分。github-explorer 场景下的推荐用法：
| 场景 | 命令 | 说明 |
|---|---|---|
| 项目调研（默认） | python3 skills/search-layer/scripts/search.py --queries "<project> review" "<project> 评测" --mode deep --intent exploratory --num 5 |
多查询并行，按权威性排序 |
| 最新动态 | python3 skills/search-layer/scripts/search.py "<project> latest release" --mode deep --intent status --freshness pw --num 5 |
优先新鲜度，过滤一周内 |
| 竞品对比 | python3 skills/search-layer/scripts/search.py --queries "<project> vs <competitor>" "<project> alternatives" --mode deep --intent comparison --num 5 |
对比意图，关键词+权威双权重 |
| 快速查链接 | python3 skills/search-layer/scripts/search.py "<project> official docs" --mode fast --intent resource --num 3 |
精确匹配，最快 |
| 社区讨论 | python3 skills/search-layer/scripts/search.py "<project> discussion experience" --mode deep --intent exploratory --domain-boost reddit.com,news.ycombinator.com --num 5 |
加权社区站点 |
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.
- 3d ago First seen · 221 lines · 83 tokens per session scan A 8092c32d94a0
github-explorer is a skill published in the GitHub repository blessonism/openclaw-skills (55 stars, last pushed 5mo ago), licensed MIT. It adds 83 tokens to every session and 3,086 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). It is 100% identical to github-explorer, differing in 0 lines, and is treated as a copy.
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