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 | $0.00055 | $0.00253 |
| Sonnet 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 yesterday.
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.
- yesterday 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 (164 stars, last pushed today), licensed MIT. It adds 110 tokens to every session and 505 once invoked, about $0.0006 per session on Opus 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.
Other skills, from other repositories
potpie-cli
Use when the task is centered on running, explaining, configuring, or troubleshooting the potpie command: doctor, login, pot management, source registration, search, graph workbench reads/writes, and pot scope behavior.
potpie-debug-memory
Use while debugging or troubleshooting failures, flaky tests, incidents, production alerts, CI failures, local dev setup issues, repeated bugs, prior fixes, failed attempts, and verification history.
doctor
Check the health of the C Brain installation and trunk — dead links, unindexed notes, broken hooks, stale state. Use when recall seems to return nothing, when notes are not being saved, when the user says C Brain "is not working", or before trusting the trunk for something important.
python-code-quality
Code quality checks, linting, formatting, and type checking commands for the Agent Framework Python codebase. Use this when running checks, fixing lint errors, or troubleshooting CI failures.
potpie-change-timeline
Use when an agent needs recent or historical change context: what changed recently, regressions, merged PRs, tickets, docs, incidents, deployments, releases, and source-history ingestion.
trulens-diagnosis
Diagnose low evaluation scores and generate actionable improvement recommendations.