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 mileson/openprd --skill openprd-experience-quality-candidate-eval-20260614024546git clone --depth 1 https://github.com/mileson/openprdWrote 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/mileson/openprd/openprd-experience-quality-candidate-eval-20260614024546)<a href="https://agentmods.dev/skills/mileson/openprd/openprd-experience-quality-candidate-eval-20260614024546"><img src="https://agentmods.dev/badge/skills/mileson/openprd/openprd-experience-quality-candidate-eval-20260614024546/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/mileson/openprd/openprd-experience-quality-candidate-eval-20260614024546"><img src="https://agentmods.dev/badge/skills/mileson/openprd/openprd-experience-quality-candidate-eval-20260614024546.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 6 findings, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium Agent Snooping · line 19 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
- medium Agent Snooping · line 20 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
- medium Agent Snooping · line 19 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
- medium Agent Snooping · line 20 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
- medium Agent Snooping · line 19 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
- medium Agent Snooping · line 20 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
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 | $0.00036 | $0.01137 |
| Opus 5 | $0.00018 | $0.00568 |
| Sonnet 5 | $0.00007 | $0.00227 |
| Haiku 4.5 | $0.00004 | $0.00114 |
Grade A, and why
openprd-experience-quality-candidate-eval-20260614024546 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 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.
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.
How it starts
The opening of the file, as written. The whole thing — 79 lines — stays where its author put it; the contents beside it link to each section on GitHub.
openprd-experience-quality-candidate-eval-20260614024546
状态:draft 候选目录:
.openprd/knowledge/candidates/candidate-eval-20260614024546Promote:openprd quality . --learn --from .openprd/knowledge/candidates/candidate-eval-20260614024546
触发条件
- 这次改动直接影响 Agent / harness / hook / skill 行为,后续很容易再次踩到同类判断问题。
- 这次修复已经带有验证或收尾证据,适合尽快抽象成项目级研发经验。
- doctor-green: doctor passed
- quality-verify: quality production-ready | touched: README.md, package.json, scripts/dev-check-wrapup-copy.mjs, scripts/openprd-codex-isolated-worker.mjs, scripts/openprd-dev-check.mjs, scripts/openprd-github-release-notes.mjs
- dev-check: dev-check attention=1, warning=4 | touched: AGENTS.md, skills/openprd-frontend-design/SKILL.md, skills/openprd-harness/SKILL.md, skills/openprd-quality/SKILL.md, src/agent-integration.js, src/codex-hook-runner-template.mjs
- dev-check: dev-check attention=1, warning=3 | touched: AGENTS.md, skills/openprd-harness/SKILL.md, skills/openprd-frontend-design/SKILL.md, skills/openprd-quality/SKILL.md, src/codex-hook-runner-template.mjs, src/agent-integration.js
- dev-check: dev-check attention=1, warning=3 | touched: src/codex-hook-runner-template.mjs, src/agent-integration.js, test/requirement-gate.test.js, test/openprd-agent-integration.test.js
- dev-check: dev-check attention=2, warning=5 | touched: src/visual-compare.js, src/quality-visual-review.js, src/quality.js, src/codex-hook-runner-template.mjs, src/agent-integration.js, test/openprd-agent-integration.test.js
适用范围
- 抽象模式: 质量缺口反复出现,通常是因为可观测性、护栏、测试与复盘知识被分散维护,没有进入同一套项目级诊断闭环。
- 适用于项目源码或核心流程已经落地、需要把实现经验固化为项目知识的任务。
- 特别适用于 Agent、hook、harness、quality 或 growth 工作流改动,避免下次再次靠聊天上下文兜底。
典型输入
- 任务场景: 质量门禁收口
- 相关文件: package.json、scripts/dev-check-wrapup-copy.mjs、scripts/openprd-codex-isolated-worker.mjs、scripts/openprd-dev-check.mjs、scripts/openprd-github-release-notes.mjs、scripts/openprd-review-presentation.mjs
- 已有证据类型: quality-report
- 验证信号: doctor-green、quality-verify、dev-check
典型输出
- 项目经验候选与诊断包
- 待确认的项目经验草案
- 验证结论: doctor passed
- 可复用的验证链路与收尾动作
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 · 79 lines · 36 tokens per session scan A 5687d3edd470
openprd-experience-quality-candidate-eval-20260614024546 is a skill published in the GitHub repository mileson/openprd (50 stars, last pushed 3d ago), licensed MIT. It adds 36 tokens to every session and 1,137 once invoked, about $0.0002 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 2026-08-30.
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Archive a completed change in the experimental workflow. Use when the user wants to finalize and archive a change after implementation is complete.
openspec-ff-change
Fast-forward through OpenSpec artifact creation. Use when the user wants to quickly create all artifacts needed for implementation without stepping through each one individually.