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-diagnostic-candidate-eval-20260609000941git 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-diagnostic-candidate-eval-20260609000941)<a href="https://agentmods.dev/skills/mileson/openprd/openprd-experience-diagnostic-candidate-eval-20260609000941"><img src="https://agentmods.dev/badge/skills/mileson/openprd/openprd-experience-diagnostic-candidate-eval-20260609000941/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-diagnostic-candidate-eval-20260609000941"><img src="https://agentmods.dev/badge/skills/mileson/openprd/openprd-experience-diagnostic-candidate-eval-20260609000941.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 35 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 48 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 35 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 49 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 35 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 50 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 | $0.00037 | $0.00999 |
| Opus 5 | $0.00018 | $0.00500 |
| Sonnet 5 | $0.00007 | $0.00200 |
| Haiku 4.5 | $0.00004 | $0.00100 |
Grade A, and why
openprd-experience-diagnostic-candidate-eval-20260609000941 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 — 80 lines — stays where its author put it; the contents beside it link to each section on GitHub.
openprd-experience-diagnostic-candidate-eval-20260609000941
状态:draft 候选目录:
.openprd/knowledge/candidates/candidate-eval-20260609000941Promote:openprd quality . --learn --from .openprd/knowledge/candidates/candidate-eval-20260609000941
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。
- dev-check
- quality-verify
- run-verify
- doctor-green
- 只回复 ok
- 症状: 只回复 ok
适用范围
- 抽象模式: 同类故障通常会先在 runtime-events、timeline、root-cause-candidates 和 diagnostic-report 中留下证据。只要实现阶段就把这些结构化诊断面铺好,后续多数问题都能先靠现有证据定位,而不是临时补日志。
- 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。
- 适用于本轮补过验证或测试夹具,后续同类需求需要同步复用验证方式的任务。
- 适用于这轮改动同时影响 docs/basic、CLI 契约或实现说明,需要把文档同步经验一起沉淀的任务。
- 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: dev-check
- 相关文件: skills/openprd-router/SKILL.md、skills/openprd-frontend-design/SKILL.md、skills/openprd-harness/SKILL.md、skills/openprd-frontend-design/references/design-asset-contract.md、skills/openprd-frontend-design/references/direction-engine.md、src/run-harness.js
- 已有证据类型: diagnostic-report
- 验证信号: 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: dev-check attention=2, warning=3
- 可复用的验证链路与收尾动作
下次触发时先看什么
skills/openprd-router/SKILL.mdskills/openprd-frontend-design/SKILL.mdskills/openprd-harness/SKILL.mdskills/openprd-frontend-design/references/design-asset-contract.mdskills/openprd-frontend-design/references/direction-engine.mdsrc/run-harness.jssrc/agent-integration.jssrc/design-starter.jsdocs/basic/backend-structure.mddocs/basic/app-flow.mdtest/openprd-agent-integration.test.jstest/requirement-gate.test.js.openprd/harness/turn-state.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。
- 如果当前问题没有出现相似症状、事件或证据入口,不要因为改到相似模块就直接照搬旧结论。
- 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。
可复用模式
- 先按本轮诊断线索复走一次,再补最小必要证据。
验证方式
- dev-check attention=2, warning=3
- quality needs-attention
- 复现一次同类路径,确认新的诊断包仍能导出 runtime-events、timeline、root-cause-candidates 和 diagnostic-report。
- 重点核对 dev-check -> quality-verify -> run-verify 的顺序是否符合预期。
- 修复后再次执行同一路径,确认时间线不再在历史失败断点中断。
- 把最终诊断包与质量报告一起归档,确保后续 Agent 能直接复用已有排查路径。
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 · 80 lines · 37 tokens per session scan A a1605efc9515
openprd-experience-diagnostic-candidate-eval-20260609000941 is a skill published in the GitHub repository mileson/openprd (50 stars, last pushed 3d ago), licensed MIT. It adds 37 tokens to every session and 999 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.
Other skills, from other repositories
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openspec-explore
Enter explore mode - a thinking partner for exploring ideas, investigating problems, and clarifying requirements. Use when the user wants to think through something before or during a change.
openspec-onboard
Guided onboarding for OpenSpec - walk through a complete workflow cycle with narration and real codebase work.
openspec-sync-specs
Sync delta specs from a change to main specs. Use when the user wants to update main specs with changes from a delta spec, without archiving the change.
openspec-archive-change
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.