interrogate SKILL.md skillA

interrogate from shiwenbin1617/pstack is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add shiwenbin1617/pstack/interrogate@git:20260827.f7b391a

Pins git:20260827.f7b391a in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
shiwenbin1617/pstack
Path
skills/interrogate/SKILL.md
Versions recorded
1
Latest version
git:20260827.f7b391a, committed Aug 27, 2026
Size
5,830 bytes
Repository stars
4
License
a license file GitHub does not identify

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.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Interrogate

Spawn one reviewer per configured model to adversarially review code changes. Each model gets the same prompt and rubric. The adversarial signal comes from model diversity, not assigned personas. Models differ in blind spots, priors, and reasoning patterns. Agreement across models is high-confidence signal; lone-model findings are worth reading but lower confidence.

The deliverable is a synthesized verdict. Do NOT auto-apply changes.

## Step 1, Determine 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) plus any surrounding context files the reviewers need to understand the code.

## Step 2, State the Intent

Before spawning reviewers, state the intent explicitly. What is this code trying to accomplish? Derive this from:

- The user's message
- Commit messages
- PR description if one exists
- The code itself
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add shiwenbin1617/pstack/interrogate@sha256:5455d9dd49f4a7fe

The line at the top of this page pins the label git:20260827.f7b391a, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_q2gexbuurrj6udw4.svg)](https://markdownregistry.com/a/art_q2gexbuurrj6udw4)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Aug 27, 2026.

versioncommittedcommitsizeaudit
git:20260827.f7b391a latest2026-08-27 f7b391a 5,830 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (5830 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

shiwenbin1617/pstack · 4 stars · license a license file GitHub does not identify · pushed 2026-09-07 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_q2gexbuurrj6udw4
GET https://markdownregistry.com/api/v1/resolve?ref=shiwenbin1617/pstack/interrogate
GET https://markdownregistry.com/api/v1/blob/5455d9dd49f4a7fe8f7e0ff5b4188e68d5fa416b89e285fc68193d57a9c59a99

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from shiwenbin1617/pstack

AGENTS.md AGENTS.md file
shiwenbin1617/pstack · AGENTS.md
git:20260907.b1269d9 · audit A · 4 stars
setup-pstack SKILL.md skill
shiwenbin1617/pstack · adapters/claude-code/overrides/setup-pstack/SKILL.md · Configure which Claude Code models pstack uses per role. Use for /setup-pstack or requests to change pstack model…
git:20260827.f7b391a · audit A · 4 stars
setup-pstack SKILL.md skill
shiwenbin1617/pstack · adapters/codex/overrides/setup-pstack/SKILL.md · Configure optional per-role model preferences for pstack on Codex. Use for $setup-pstack or requests to change pstack…
git:20260827.f7b391a · audit A · 4 stars
reproduce-and-fix-issues SKILL.md skill
shiwenbin1617/pstack · automations/benny/skills/reproduce-and-fix-issues/SKILL.md · Reproduce triaged Slack bugs through a configured app-control adapter, verify existing fixes, and open a bounded draft…
git:20260827.f7b391a · audit A · 4 stars
setup-benny SKILL.md skill
shiwenbin1617/pstack · automations/benny/skills/setup-benny/SKILL.md · Configure Benny and prepare its triage and repro automations. Use when installing Benny or changing its Slack, tracker…
git:20260827.f7b391a · audit A · 4 stars
triage-issue-reports SKILL.md skill
shiwenbin1617/pstack · automations/benny/skills/triage-issue-reports/SKILL.md · Triage Slack issue reports with one thread-only verdict, evidence review, cause-aware routing, tracker dedupe, and…
git:20260827.f7b391a · audit A · 4 stars
architect SKILL.md skill
shiwenbin1617/pstack · skills/architect/SKILL.md · Design types, interfaces, and module ownership for a requested architectural change or an unresolved design choice.
git:20260907.b1269d9 · audit A · 4 stars
arena SKILL.md skill
shiwenbin1617/pstack · skills/arena/SKILL.md · Spawn N parallel candidates at the same task, pick a base, graft the strongest parts of the losers into it. Use for…
git:20260827.f7b391a · audit A · 4 stars
automate-me SKILL.md skill
shiwenbin1617/pstack · skills/automate-me/SKILL.md · Use for "automate me", "create/update/refresh my -mode skill", "turn/capture my preferences or working style into a…
git:20260828.7c3522d · audit A · 4 stars
blast-radius SKILL.md skill
shiwenbin1617/pstack · skills/blast-radius/SKILL.md · Find what a change could break somewhere else before it ships, beyond the diff, and prove the one fact it's safe…
git:20260827.f7b391a · audit A · 4 stars
bro SKILL.md skill
shiwenbin1617/pstack · skills/bro/SKILL.md · Restate the last message in plain human language, with no jargon.
git:20260827.f7b391a · audit A · 4 stars
create-verification-skill SKILL.md skill
shiwenbin1617/pstack · skills/create-verification-skill/SKILL.md · Generate a project-local verification skill that drives your app the way a user does — any language, framework, or…
git:20260827.f7b391a · audit A · 4 stars

Every file in shiwenbin1617/pstack

Other files named interrogate

interrogate SKILL.md skill
cursor/plugins · pstack/skills/interrogate/SKILL.md · Use for "interrogate", "adversarial review", "multi-model review", "challenge this", "stress test this code", "find…
git:20261027.ab1f702 · audit A · 15,586 stars
interrogate SKILL.md skill
cursor/plugins · harness/pstack/claude-code/skills/interrogate/SKILL.md · Use for "interrogate", "adversarial review", "multi-model review", "challenge this", "stress test this code", "find…
git:20261027.ab1f702 · audit A · 15,586 stars
interrogate SKILL.md skill
nightly-labs/openbot · marketplace/production-catalog/bundles/pstack/skills/interrogate/SKILL.md · Use for "interrogate", "adversarial review", "multi-model review", "challenge this", "stress test this code", "find…
git:20261013.9e6954c · audit A · 6,292 stars
interrogate SKILL.md skill
michael-denyer/pstack-claude · plugins/pstack/skills/interrogate/SKILL.md · Use for "interrogate", "adversarial review", "multi-model review", "challenge this", "stress test this code", "find…
git:20261104.e66f85f · audit A · 4,103 stars
interrogate SKILL.md skill
backnotprop/pstack · skills/interrogate/SKILL.md · Use for "interrogate", "adversarial review", "multi-model review", "challenge this", "stress test this code", "find…
git:20261028.23ef874 · audit A · 3,692 stars
interrogate SKILL.md skill
saadshahd/moo.md · hope/skills/interrogate/SKILL.md · Make the user defend a proposal they committed to. Use when a proposal is committed but its decisions are undefended.
git:20260817.f04083f · audit A · 38 stars
interrogate SKILL.md skill
iap/pstack-hermes · skills/interrogate/SKILL.md · Use for "interrogate", "adversarial review", "multi-model review", "challenge this", "stress test this code", "find…
git:20261006.f7c5841 · audit A · 31 stars
interrogate SKILL.md skill
barbieri/local-openfinance · .agents/skills/interrogate/SKILL.md · Use for "interrogate", "adversarial review", "multi-model review", "challenge this", "stress test this code", "find…
git:20261005.32edae5 · audit A · 24 stars

Browse by kind, by grade A, or by owner.