interrogate
Skill1 starsChanged 39 days agoMITView on GitHub
Use for \"interrogate\", \"adversarial review\", \"multi-model review\", \"challenge this\", \"stress test this code\", \"find blind spots\", or \"tear this apart\". Multiple LLM reviewers challenge changes from independent angles.
73 other projects use a version of this, 39 of them edited.
Adopted by
Most recently taken up by
- Yeachan-Heo/oh-my-claude-sisyphustheir own version, first seen Nov 8, 2026
- caidanw/skillsedited, first seen Nov 8, 2026
- thensls/nsls-builder-toolkittheir own version, first seen Nov 8, 2026
- Yeachan-Heo/oh-my-claudecodetheir own version, first seen Nov 8, 2026
- endqwerty/endstackedited, first seen Nov 8, 2026
- MammadovEshgin/clean-code-skilltheir own version, first seen Nov 8, 2026
Used with
Projects with it also use make-bot-ui, setup-pstack and 2 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
eryzerzSkillmake-bot-ui
Use when building a custom UI (page, dashboard, buttons) that should wake a Grok Bot over a webhook, when the user must provide a webhook sender key, or when exposing that UI on Tailscale.
Also in 20 projects that use this
bnemaSkillsetup-pstack
Configure which Pi models pstack uses per role. Detects available provider/model specs and writes pstack's user configuration. Use for /setup-pstack, "configure pstack models", or changing pstack model choices.
Also in 25 projects that use this
ianclearySkillpoteto-help
Guides users through pstack setup, /poteto-mode, and picking the skill, playbook, or principle for a task. Type /poteto-help with a question.
Also in 14 projects that use this
TheOnlyFusionCubeSkillstatechart
Draw what an app's user sees as a Mermaid statechart from a TLA+ model. States are gray if they work, red if still wrong, and green if fixed. Each bug TLC finds is a numbered path. Use for /statechart, \"show the PM the bug\", or to turn an agreed chart into a TLA+ skeleton.
Also in 16 projects that use this
Other versions73 projects use a version of this.
Word for word · 0
None found.
Edited · 39
- moeru-ai/xsai★ 66765% same
- uzairansaruzi/p3-stack★ 12639% same
- dsebban/skills★ 7145% same
- overextended/skills★ 2258% same
- Scino/fstack★ 1829% same
- caidanw/skills★ 1180% same
- kkgogogo17/pi-pstack★ 932% same
- 0xrsydn/pstack-pi★ 633% same
- stainless-code/lossless★ 413% same
- anis-dr/skills★ 387% same
29 more not listed
Wrote their own version · 34
- Yeachan-Heo/oh-my-claude-sisyphus★ 41ksame name
- Yeachan-Heo/oh-my-claudecode★ 41ksame name
- backnotprop/pstack★ 3.8ksame name
- savannahfeder/agentbox★ 376same name
- jtaroreh/agystack★ 128same name
- TheOnlyFusionCube/potetos-for-everyone★ 21same name
- creedants/pstack-t3★ 18same name
- painhardcore/pstack★ 18same name
- korallis/skills-collection★ 14same name
- mariusflorescu/pstack-t3★ 13same name
24 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
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The file
We split this skill into the rules it gives an agent
5 rules. 0 are common, 4 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 73 edited versions we read keep these.
4
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 9
Run one keel:critic reviewer per configured model to adversarially review code changes, plus the codex lane when it is configured.
- Distinctive: line 15
If the user points at specific files or a diff, use that.
- Distinctive: line 16
If on a feature branch, run git diff main...HEAD (or the appropriate base branch) for the full changeset.
- Distinctive: line 17
If the user's message references recent work, gather the relevant files.
- Distinctive: line 23
Before spawning reviewers, state the intent in one clear paragraph from the user's message, commit messages, the PR description if one …
“Common” is measured: kept by at least 6 in 10 of the 73 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Interrogate
Run one keel:critic reviewer per configured model to adversarially review code changes, plus the codex lane when it is configured. The adversarial signal comes from model diversity, not assigned personas. The deliverable is a synthesized verdict. Do NOT auto-apply changes.
Step 1, Scope
Identify what to review from context:
- If the user points at specific files or a diff, use that.
- If on a feature branch, run
git diff main...HEAD(or the appropriate base branch) for the full changeset. - If the user's message references recent work, gather the relevant files.
Package the diff or file contents with any surrounding context files the reviewers need to understand the code.
Step 2, Intent
Before spawning reviewers, state the intent in one clear paragraph from the user's message, commit messages, the PR description if one exists, and the code. If you're unsure about the intent, ask the user before proceeding.
Step 3, Spawn Reviewers
Launch all reviewers at once, one per entry on the interrogate reviewers line, labeled Reviewer A, B, and so on to match the entry count. Claude reviewers are Agent calls in a single message. The codex reviewer is a Bash command started in the same message. Read ${CLAUDE_CONFIG_DIR:-$HOME/.claude}/keel-models.md if it exists; use the role's line, else the table defaults.
| Reviewer | Default model | Runs as |
| Reviewer A | opus | keel:critic subagent |
| Reviewer B | fable | keel:critic subagent |
| Reviewer C | sonnet | keel:critic subagent |
| Reviewer D | codex | Bash, OpenAI Codex CLI |
Each Claude reviewer gets subagent_type: "keel:critic" and model set to its configured entry, or its table default when there is no configured line. Omit model for an inherit, inherit-parent, or auto entry, so that reviewer runs on the parent model. Its prompt opens with "Read-only: do not edit files. Lens: correctness, through the interrogate rubric and code-quality lens below. Use the brief's severity scale."
If the Agent tool rejects a configured entry, run that reviewer on Reviewer A's default and say so. If it rejects a table default, omit model for that reviewer, say so, and open a separate PR to update the default table. Do not block the review on the model issue. Never treat an alias entry as a rejected model or apply either fallback to it.
The codex entry is a cross-vendor lane, not a subagent. Run command -v codex first. If it fails, skip the lane and name it as skipped in the Reviewers list. Otherwise write the filled template below to a file and run Codex read-only from the repository root, in the background so it runs alongside the subagents:
codex exec --sandbox read-only --ephemeral --cd "$(git rev-parse --show-toplevel)" \
--output-last-message "$tmp/codex-review.md" - < "$tmp/reviewer-brief.md"$tmp is a scratch directory you create for the run. The brief goes in on stdin because codex exec review --base <branch> refuses a custom prompt, and every reviewer gets the same brief. When the command finishes, read $tmp/codex-review.md and treat it like any other reviewer's output.
Read references/reviewer-prompt.md and fill in the same template for every reviewer with the stated intent, the diff or file contents, the rubric from references/rubric.md, and the code-quality lens from references/code-quality-review.md. Pick each subagent's effort for the job, per the Subagents section of the lead skill.
Step 4, Synthesize
As results come back, build a unified picture. Parse every reviewer's findings. Merge findings that describe the same issue differently, and note which models raised each one. Findings two or more models raised independently are the highest signal. Read a lone model's finding, but weight it accordingly. Note disagreements. If one model flags something and another explicitly says the opposite, that is context for the verdict.
Step 5, Lead Judgment
You are the lead reviewer, a pragmatic senior engineer, not a neutral aggregator. Read references/lead-judgment.md for the full framework. Put every finding in one of four buckets, with the model(s) that raised it and a one-line rationale.
- Act on. Real issues affecting correctness, security, or maintainability given the actual goals. They would block a real PR.
- Consider. Legitimate, but you're not sure they outweigh the cost of addressing them now. Worth the user's attention.
- Noted. Technically valid but not actionable. Context-dependent, premature optimization, or low-impact at this stage.
- Dismissed. Wrong, nitpicky, or missing context, with a brief reason.
Output Format
Intent
[The stated intent paragraph from Step 2]
Reviewers
- Reviewer [label]: [model name], [N findings] (one bullet per reviewer)
Act On
[Each: description, which models raised it, why it matters.]
Consider
[Each: description, which models raised it, the tradeoff.]
Noted
[Brief list.]
Dismissed
[Each with a brief rationale.]
Agreement Map
[Where models agreed and diverged, and what that pattern tells us.]
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
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Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
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