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/yanglittlecat/blackbox-pentestWrote 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/yanglittlecat/blackbox-pentest/blackbox-reviewer)<a href="https://agentmods.dev/agents/yanglittlecat/blackbox-pentest/blackbox-reviewer"><img src="https://agentmods.dev/badge/agents/yanglittlecat/blackbox-pentest/blackbox-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/yanglittlecat/blackbox-pentest/blackbox-reviewer"><img src="https://agentmods.dev/badge/agents/yanglittlecat/blackbox-pentest/blackbox-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 | $0.00127 | $0.09531 |
| Opus 5 | $0.00063 | $0.04765 |
| Sonnet 5 | $0.00025 | $0.01906 |
| Haiku 4.5 | $0.00013 | $0.00953 |
Grade A, and why
blackbox-reviewer 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 11d 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.
23. **工具失败必须降级继续**：任一工具不可用（浏览器/代理/命令失败/超时）→ **重试 ≥1 次后降级**（浏览器→curl/requests 替代；curl 超时→换 UA/降并发/重试；下载失败→换网络栈），**禁止因单一工具不可用停在失败结论或放弃整批**（浏览器不可用 ≠ 测试无法进行——大部分测试 curl 都能做）；降级时标注"⚠️ 降级: 原因"；图形验证码"肉眼读"是幻觉规划（子代理没有眼睛）——正确路径是提请 The source is not reproduced here
No licence file
A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.
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.
- 11d ago First seen · 202 lines · 127 tokens per session scan A ae8de6a1e0ad
blackbox-reviewer is an agent published in the GitHub repository yanglittlecat/blackbox-pentest (13 stars, last pushed 13d ago), with no licence file. It adds 127 tokens to every session and 9,531 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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