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/binary-husky/alphaautoresearch/rednote_snapshotnpx skills add binary-husky/AlphaAutoResearch --skill rednote_snapshotgit clone --depth 1 https://github.com/binary-husky/AlphaAutoResearchWhat 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 | $0.00036 | $0.00518 |
| Opus 5 | $0.00018 | $0.00259 |
| Sonnet 5 | $0.00007 | $0.00104 |
| Haiku 4.5 | $0.00004 | $0.00052 |
Grade C, and why
rednote-snapshot scanned grade C 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 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.
Recursive force deletehighDestructive command
rm -rf with a variable or a broad path is one typo away from removing the wrong tree.
rm -rf mysite-snapshot_pages mysite-snapshot_pages_offset What it actually says
Mkdocs 转 小红书图片
把 Markdown 文档转化为 Markdown Material，生成 index.md 和 mkdocs.yaml
关于 markdown material，参考 https://github.com/squidfunk/mkdocs-material
首先后台运行 mkdocs serve
root@dsw-386706-7c4c8cfc94-5f6nl:/mnt/data_cpfs/qingxu.fu/rl_auto_research_v2# mkdocs serve
│ ⚠ Warning from the Material for MkDocs team
│
│ MkDocs 2.0, the underlying framework of Material for MkDocs,
│ will introduce backward-incompatible changes, including:
│
│ × All plugins will stop working – the plugin system has been removed
│ × All theme overrides will break – the theming system has been rewritten
│ × No migration path exists – existing projects cannot be upgraded
│ × Closed contribution model – community members can't report bugs
│ × Currently unlicensed – unsuitable for production use
│
│ Our full analysis:
│
│ https://squidfunk.github.io/mkdocs-material/blog/2026/02/18/mkdocs-2.0/
INFO - Building documentation...
INFO - Cleaning site directory
Building prefix dict from the default dictionary ...
Loading model from cache /tmp/jieba.cache
Loading model cost 0.626 seconds.
Prefix dict has been built successfully.
INFO - Documentation built in 0.97 seconds
INFO - [03:16:23] Watching paths for changes: 'docs', 'mkdocs.yml'
INFO - [03:16:23] Serving on http://127.0.0.1:8000/mysite/
然后运行 snapshot_pages.sh
注意，你处在特殊的网络环境中，访问网络必须使用tmux。这个步骤必须在 tmux 中操作
tmux new-session .... tmux send-keys ....
cd alpha_auto_research/skills/writing/rednote_snapshot rm -rf mysite-snapshot_pages mysite-snapshot_pages_offset bash snapshot_pages.sh "http://127.0.0.1:8000/mysite/" mysite-snapshot
What ships with it
5 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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 First seen · 59 lines · 36 tokens per session scan C 5423f0eef5d5
rednote-snapshot is a skill published in the GitHub repository binary-husky/AlphaAutoResearch (11 stars, last pushed 3mo ago), licensed MIT. It adds 36 tokens to every session and 518 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it C with 1 finding (recursive force delete). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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