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-20260609111156git 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-20260609111156)<a href="https://agentmods.dev/skills/mileson/openprd/openprd-experience-quality-candidate-eval-20260609111156"><img src="https://agentmods.dev/badge/skills/mileson/openprd/openprd-experience-quality-candidate-eval-20260609111156/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-20260609111156"><img src="https://agentmods.dev/badge/skills/mileson/openprd/openprd-experience-quality-candidate-eval-20260609111156.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00978 |
| Opus 5 | $0.00018 | $0.00489 |
| Sonnet 5 | $0.00007 | $0.00196 |
| Haiku 4.5 | $0.00004 | $0.00098 |
Grade A, and why
openprd-experience-quality-candidate-eval-20260609111156 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 — 77 lines — stays where its author put it; the contents beside it link to each section on GitHub.
openprd-experience-quality-candidate-eval-20260609111156
状态:draft 候选目录:
.openprd/knowledge/candidates/candidate-eval-20260609111156Promote:openprd quality . --learn --from .openprd/knowledge/candidates/candidate-eval-20260609111156
触发条件
- 本轮结果里已经出现可复用的症状、排查线索或根因模式,不应该只留在当前对话里。
- 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。
- feature-coverage
- 症状: 质量门禁需要关注: feature-coverage
- doctor-green: doctor passed
- dev-check: dev-check attention=3, warning=4 | touched: package.json, src/workspace-core.js, src/brainstorm-artifacts.js, src/brainstorm.js, src/design-starter.js, src/visual-prepare.js
- dev-check: dev-check attention=3, warning=2 | touched: package.json, src/brainstorm.js, src/design-starter.js, src/visual-prepare.js, src/loop.js, src/codex-hook-runner-template.mjs
- quality-verify: quality needs-attention | attention gates: feature-coverage | 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
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(feature-coverage)
- 相关文件: package.json、src/workspace-core.js、src/brainstorm-artifacts.js、src/brainstorm.js、src/design-starter.js、src/visual-prepare.js
- 已有证据类型: quality-report
- 验证信号: doctor-green、dev-check、quality-verify
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
下次触发时先看什么
package.jsonsrc/workspace-core.jssrc/brainstorm-artifacts.jssrc/brainstorm.jssrc/design-starter.jssrc/visual-prepare.jssrc/loop.jssrc/codex-hook-runner-template.mjsscripts/openprd-codex-isolated-worker.mjs.openprd/quality/reports/eval-20260609111156.json
不要直接套用
- 如果只是文件名、路径或个别词相似,但当前目标和验证方式不同,不要直接套用。
- 如果当前任务还没进入验证或收尾阶段,不要把这条经验当成通用实现模板。
- 如果本轮已经有更新的现场证据,先核对新证据,再决定是否复用旧经验。
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 · 77 lines · 36 tokens per session scan A 1db1b1eadee9
openprd-experience-quality-candidate-eval-20260609111156 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 978 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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