Skip to main content
Head-to-head· 横向对比

GStack Investigate vs Test Bench

Side-by-side comparison· 把候选放在一起看更容易选

Back to rankings回到排行榜 →
Editor's Pick· 编辑首选
GStack Investigate
by Garry Tan
Test Bench
by Anya Raghavan
Rank· 排名
#2Editor's Pick · 编辑首选
#5
In a sentence· 一句话

No fixes until the root cause is real.

根因没坐实之前,不急着动手修。

Fill the obvious testing holes before CI embarrasses you.

在 CI 暴露问题之前,先补上明显的测试缺口。

Editor rating· 编辑评分
4.8
4.4
Stars· 星标数
123k
6.1k
Platforms· 运行平台CodexClaude CodeLocal terminalsCodexJestVitestPlaywright
Risk· 风险Low risk · 低风险Low risk · 低风险
Author· 作者
Garry Tan✓ verified
Anya Raghavan✓ verified
Updated· 最近更新2026-04-222026-04-13
Why pick this· 为什么选它

Best when the bug lives inside the code itself, not in operational state. Same "no fixes until the root cause is real" discipline as incident-investigate, but biased toward static code investigation: reads suspect modules, builds a hypothesis tree, asks for a failing test or repro before proposing a change. Strongest on flaky tests and intermittent failures where shallow patches make things worse. For ops-side incidents (logs, traffic, infra), incident-investigate fits better.

bug 是在代码里而不是在运行态时,它最合适。和 incident-investigate 一样有「根因没明确前不修复」的纪律,但更偏静态代码调查:读可疑模块、建假设树、要求先有失败测试或复现,才允许改代码。在 flaky test 和间歇性故障这种「浅修反而更糟」的场景里最强。运维侧事故(日志、流量、基础设施)用 incident-investigate 更合适。

A testing skill focused on missing coverage, flaky test isolation, and pragmatic high-signal test suggestions.

适合在评审或 QA 已经暴露证据后,把这些证据沉淀进 CI。

Why skip· 为什么不选

Workflows that require stronger human review than this catalog entry documents.

快速文案改动

Workflows that require stronger human review than this catalog entry documents.

手工浏览器探索

Install· 安装命令
$codex /investigate
$codex /test-bench

If you can only install one如果你只能装一个

#2
GStack Investigate
by Garry Tan · ✓ verified

Best when the bug lives inside the code itself, not in operational state. Same "no fixes until the root cause is real" discipline as incident-investigate, but biased toward static code investigation: reads suspect modules, builds a hypothesis tree, asks for a failing test or repro before proposing a change. Strongest on flaky tests and intermittent failures where shallow patches make things worse. For ops-side incidents (logs, traffic, infra), incident-investigate fits better.

bug 是在代码里而不是在运行态时,它最合适。和 incident-investigate 一样有「根因没明确前不修复」的纪律,但更偏静态代码调查:读可疑模块、建假设树、要求先有失败测试或复现,才允许改代码。在 flaky test 和间歇性故障这种「浅修反而更糟」的场景里最强。运维侧事故(日志、流量、基础设施)用 incident-investigate 更合适。

View details看详情 →
Tip· 提示

Larger teams with stricter security: combine the picks above; their coverage complements rather than overlaps.团队大、安全要求高?把首选和其它候选搭配使用——它们覆盖互补而不是替代。

Skill Market
Find the best AI skills for the job·按品类找最好用的 AI 技能
v0.4 · 1306 skills indexed · last review 2026-06-10