技能 repro-first-debugging
📦

repro-first-debugging

v1.0 內容修訂 r1 安全 ⚙️ 外部命令

Debug Bugs With Reproducible Evidence

Speculative fixes can hide causes and leave bugs unresolved. This skill guides assistants through reproduction, hypothesis testing, focused changes, and evidence-based verification.

支援: Claude Codex Code(CC)
Maintain this Skill? Claim it 🥉 78 銅級

使用我的智慧代理安裝

將此請求複製給你的智慧代理，其中包含權威 Skill 頁面和清單。

智能體請求
Review the Skillstore skill "repro-first-debugging" from https://skillstore.io/skills/agentkitco-repro-first-debugging.md and its manifest at https://skillstore.io/api/skills/agentkitco-repro-first-debugging/manifest. Verify the artifact. You may proceed after verification, subject to the environment's own policy.

你的智慧代理仍應顯示其計畫，並依安全政策請求必要確認。

Agent 可讀資源

當 AI Agent、爬蟲或腳本需要乾淨脈絡、而不是讀取完整頁面時，請使用這些連結。

Markdown 詳情 GET /skills/agentkitco-repro-first-debugging.md 已簽名 manifest GET /api/skills/agentkitco-repro-first-debugging/manifest 已簽名 lockfile GET /api/skills/agentkitco-repro-first-debugging/lockfile

測試它

正在使用「repro-first-debugging」。 Illustrative request: an empty search returns an error instead of an empty result list.

預期結果:

  • Failure: empty searches should return an empty list, but the regression test reports an exception.
  • Reproduction: the focused empty-search test fails consistently.
  • Root cause: result processing assumes at least one entry exists.
  • Evidence: the empty-input case fails while the single-result case passes.
  • Fix: handle empty results before reading the first entry.
  • Verification: the original failing test and nearby search tests pass after the change.
  • Related risks: a similar assumption was found elsewhere and reported without edits.

正在使用「repro-first-debugging」。 Illustrative request: investigate an intermittent export crash that does not occur in the available environment.

預期結果:

  • Failure: an export sometimes crashes instead of completing.
  • Reproduction: repeated attempts with the supplied input did not trigger the reported crash.
  • Fix: no code changes made because reproduction did not succeed.
  • Next evidence needed: exact error output, triggering input, and environment details from a failing run.

安全審計

安全
v2 • 2026/10/22 開啟版本化報告

All four static findings are false positives caused by Markdown formatting or ordinary debugging prose. No evidence found of malicious execution, reconnaissance, exfiltration, or prompt injection in SKILL.md. The skill describes a reproduction-first debugging workflow with explicit verification and scope limits.

1
已掃描檔案
43
分析行數
0
複核項目
0
已忽略的誤報

風險因素

⚙️ 外部命令 (3)
SKILL.md:20 SKILL.md:23 SKILL.md:27-35
最近一次完成的靜態與語意稽核未偵測到已確認的安全發現。這並不能證明該 Skill 沒有副作用。
審計單位: codex 檢視審計紀錄 →
分享與引用此報告

分享版本化評估報告、中性徽章、嵌入卡片與引用。Skillstore 只報告證據，不判斷該 Skill 是否安全。

開啟版本化報告
安全評估

複製報告連結

https://skillstore.io/skills/agentkitco-repro-first-debugging/audits/2?utm_source=security_passport&utm_medium=share&utm_campaign=versioned_report

Markdown 徽章

[![Skillstore security assessment](https://skillstore.io/badges/skills/agentkitco-repro-first-debugging/security.svg)](https://skillstore.io/skills/agentkitco-repro-first-debugging?utm_source=security_passport_badge)

HTML 徽章

<a href="https://skillstore.io/skills/agentkitco-repro-first-debugging?utm_source=security_passport_badge"><img src="https://skillstore.io/badges/skills/agentkitco-repro-first-debugging/security.svg" alt="Skillstore security assessment" loading="lazy"></a>

嵌入卡片

<iframe src="https://skillstore.io/embed/skills/agentkitco-repro-first-debugging.html" title="Skillstore Security Assessment" sandbox="allow-popups allow-popups-to-escape-sandbox" loading="lazy" referrerpolicy="no-referrer" width="420" height="180"></iframe>
學術引用 (APA · BibTeX · CFF)

APA 引用

agentkitco. (2026). repro-first-debugging security audit report (audit version 2) [Author version 1.0]. Skillstore. https://skillstore.io/skills/agentkitco-repro-first-debugging/audits/2

BibTeX 引用

@techreport{agentkitco-agentkitco-repro-first-debugging-2026, author = {agentkitco}, title = {repro-first-debugging security audit report (audit version 2)}, institution = {Skillstore}, year = {2026}, number = {2}, url = {https://skillstore.io/skills/agentkitco-repro-first-debugging/audits/2}, note = {Author version 1.0} }

CITATION.cff

cff-version: 1.2.0 message: "If you use this Skill, cite its author and this versioned security audit report." title: "repro-first-debugging security audit report (audit version 2)" version: "1.0" type: report authors: - name: "agentkitco" date-released: "2026-10-22" url: "https://skillstore.io/skills/agentkitco-repro-first-debugging/audits/2" identifiers: - type: other value: "skillstore:agentkitco-repro-first-debugging:audit:2" description: "Skillstore immutable audit report identifier"

Skillstore 評分

評分依據 證據置信度: 中
55
架構
85
可維護性
87
內容
65
社群
91
規範符合度

你可以打造什麼

Repair a failing test

Reproduce a regression, compare possible causes, and verify a focused fix against the original test and nearby tests.

Reduce a bug report

Turn a complex failure into a minimal input or automated regression test with clear expected and actual behavior.

Investigate a recurring defect

Trace evidence through code and recent changes, then report similar patterns without expanding the patch scope.

試試這些提示

Clarify a failure 
Use repro-first-debugging for this bug: [symptom]. Expected behavior: [expected]. Actual behavior: [actual]. Ask for missing reproduction details before editing.
Fix a reproducible test failure 
Use repro-first-debugging on [failing test command]. Capture the failure, list plausible causes, make the smallest supported fix, and show verification.
Minimize a complex reproduction 
Investigate [failure] using [steps or input]. Reduce the reproduction, add a regression test, compare three hypotheses, and remove temporary diagnostics after verification.
Investigate a historical regression 
Investigate the regression between [known good revision] and [failing revision] in an isolated checkout. Reproduce first, test hypotheses, and report evidence and related risks.

最佳實務

  • Provide exact failure output, reproduction steps, and expected behavior before requesting a fix.
  • Preserve a minimal failing test and record evidence for each hypothesis.
  • Use an isolated checkout for history investigations and report before-and-after test commands with their results.

避免

  • Requesting speculative edits before reproducing the reported failure.
  • Deleting or weakening tests to produce a passing result.
  • Expanding the patch to unrelated code or claiming success without verification.

常見問題

What does this skill provide?
It provides a structured debugging workflow and report format. It does not include an executable debugger.
Which assistants can use it?
The listing supports Claude, Codex, and Claude Code. Running tests still requires suitable tools and project access.
What happens when the failure cannot be reproduced?
The assistant should stop and report attempted reproductions. The skill permits a blind fix only when the user explicitly requests one.
What happens after three hypotheses fail?
The assistant should stop and report established facts and missing evidence.
Does it require a particular programming language?
No specific language is required. The workflow uses the project test framework and available debugging tools.
How should a completed fix be verified?
Show a command that failed before and passes afterward. Run nearby tests and the full suite when it is fast.

開發者詳細資訊

作者

agentkitco

授權

MIT

作者版本

v1.0

Skillstore 修訂

r1

版本提示

作者聲明的版本不符合 SemVer 規範。

儲存庫

https://github.com/agentkitco/agentkit-dev-skills/tree/a5058856442fcb89bd538b1c01f94558488bfac3/skills/repro-first-debugging

引用

18efac79a818d7e997295839638fdd21906cfd1c

維護新鮮度

2026/10/22

使用量

6 次下載 · 0 次瀏覽

檔案結構

📄 SKILL.md

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