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 skills add FuRongJun-1999/dsh-memory --skill compiler-cb1e8e4bgit clone --depth 1 https://github.com/FuRongJun-1999/dsh-memoryWrote 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/skills/furongjun-1999/dsh-memory/compiler-cb1e8e4b)<a href="https://agentmods.dev/skills/furongjun-1999/dsh-memory/compiler-cb1e8e4b"><img src="https://agentmods.dev/badge/skills/furongjun-1999/dsh-memory/compiler-cb1e8e4b/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/skills/furongjun-1999/dsh-memory/compiler-cb1e8e4b"><img src="https://agentmods.dev/badge/skills/furongjun-1999/dsh-memory/compiler-cb1e8e4b.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 | $0.00110 | $0.00505 |
| Opus 5.5 | $0.00044 | $0.00202 |
| Sonnet 5.5 | $0.00022 | $0.00101 |
| Haiku 4.5 | $0.00011 | $0.00051 |
Grade A, and why
compiler-cb1e8e4b 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 1mo 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.
What it actually says
调试-变量监视（compiler-cb1e8e4b）
When to use
任务「变量监视」；对照：C4 调试器变量监视（watch 名 → 当前值，未知为 None）。
克制条款（不适用条件）
条件不满足即不适用（负路由：输入不满足生效条件时返回 None/不执行）
How to execute
变量监视：监视名在符号表求值（未知名 → None）——调试器监视窗
Verification
- 单元样例 3 条（cases 断言）
- 物理基底：按 calibration 对照（编译/运行/断言裁决）
References
- 单元库：compiler_code_units.py「调试-变量监视」
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.
- 1mo ago First seen · 46 lines · 110 tokens per session scan A 5e726c25bc97
compiler-cb1e8e4b is a skill published in the GitHub repository FuRongJun-1999/dsh-memory (604 stars, last pushed yesterday), licensed MIT. It adds 110 tokens to every session and 505 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 2026-09-11.
compiler-cb1e8e4b compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| compiler-cb1e8e4bFuRongJun-1999/dsh-memory | Skill | 604 | yesterday | MIT | A | 110 | Claude Code |
| potpie-clipotpie-ai/potpie | Skill | 5.8k | 7d ago | Apache-2.0 | A | 60 | Codex |
| potpie-debug-memorypotpie-ai/potpie | Skill | 5.8k | 7d ago | Apache-2.0 | A | 41 | Claude Code, Codex |
| doctorYuno15-bb/c-brain | Skill | 3 | 2mo ago | Apache-2.0 | A | 59 | Claude Code |
| strata-memorySherryLi-vc/strata-memory | Skill | 0 | 5d ago | MIT | B | 76 | Claude Code, Codex |
| backtest-diagnoseHKUDS/Vibe-Trading | Skill | 38k | yesterday | MIT | A | 25 | Claude Code, Codex |
| potpie-change-timelinepotpie-ai/potpie | Skill | 5.8k | 7d ago | Apache-2.0 | A | 43 | Claude Code, Codex |