bosskuai-diagnose-loop SKILL.md skillA

bosskuai-diagnose-loop from wankimmy/bossku-superpowers is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add wankimmy/bossku-superpowers/bosskuai-diagnose-loop@git:20261010.cd73169

Pins git:20261010.cd73169 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
wankimmy/bossku-superpowers
Path
skills/bosskuai-diagnose-loop/SKILL.md
Versions recorded
5
Latest version
git:20261010.cd73169, committed Oct 10, 2026
First version recorded
Aug 13, 2026
Size
1,657 bytes
Repository stars
22
License
MIT

Use when diagnosing hard bugs or perf regressions: reproduce, minimise, hypothesise, instrument, fix, regression-test. Triggers: 'diagnose/debug this', bug reports, broken/throwing/failing, perf regressions.

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

# Diagnose

For a bug, a regression or a slow path. Do not guess at fixes before you can reproduce the problem.

1. **Get a fast, deterministic signal.** A failing test at the right seam, a command or script with a fixture input, a replayed payload, a bisect harness. If the bug is intermittent, raise its reproduction rate first (loop it, pin time and random seeds).
2. **Reproduce the exact symptom the user described**, not a nearby one. Capture the error text or wrong output. Shrink the input until removing anything more hides the bug.
3. **Write 3-5 ranked hypotheses**, each with a prediction ("if X is the cause, changing Y fixes it"). Test them one at a time, changing one thing per probe. Prefer a debugger or a targeted, tagged log line (`[DEBUG-x]`) to printing everything. For slowness, measure before you change anything.
4. **Fix the cause and lock it in.** Turn the minimal repro into a failing test, watch it fail, fix the cause rather than the symptom, watch it pass, then re-run the original scenario. After three failed fixes, stop and rethink the diagnosis.
5. **Look sideways.** Search for the same defect pattern in sibling code and fix every instance the request covers.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add wankimmy/bossku-superpowers/bosskuai-diagnose-loop@sha256:272a87e2ce8631b5

The line at the top of this page pins the label git:20261010.cd73169, 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_amvc5w2bqna43nqq.svg)](https://markdownregistry.com/a/art_amvc5w2bqna43nqq)

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

Versions

The registry has recorded 5 versions of this file, between Aug 13, 2026 and Oct 10, 2026, about one every 14 days.

versioncommittedcommitsizeaudit
git:20261010.cd73169 latest2026-10-10 cd73169 1,657 BA view · diff
git:20261001.cc31a372026-10-01 cc31a37 1,660 BA view · diff
git:20260926.9bc2d602026-09-26 9bc2d60 7,590 BA view · diff
git:20260926.38f85cd2026-09-26 38f85cd 7,294 BA view · diff
git:20260813.53fd4ac2026-08-13 53fd4ac 7,240 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 (1657 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

wankimmy/bossku-superpowers · 22 stars · license MIT · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_amvc5w2bqna43nqq
GET https://markdownregistry.com/api/v1/resolve?ref=wankimmy/bossku-superpowers/bosskuai-diagnose-loop
GET https://markdownregistry.com/api/v1/blob/272a87e2ce8631b5e604693e6efa02e4bb22567f2782b2bf521f78f11af1d1ca

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.

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