systematic-debugging SKILL.md skillA

systematic-debugging from damianvtran/local-operator is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add damianvtran/local-operator/systematic-debugging@git:20261010.ee06e2b

Pins git:20261010.ee06e2b in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
damianvtran/local-operator
Path
local_operator/skills/builtin/systematic-debugging/SKILL.md
Versions recorded
1
Latest version
git:20261010.ee06e2b, committed Oct 10, 2026
Size
2,494 bytes
Repository stars
218
License
MIT

Root-causing defects instead of guessing: reproduce, isolate, instrument component boundaries, kill hypotheses, and recognise when to question the design. Use on any bug, flaky test, or unexplained behaviour.

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

# Systematic debugging

Debugging is hypothesis testing against a running system, not code reading followed by a guess.

## Phase 1: Reproduce

- Get a reliable, minimal reproduction: exact command, input, environment.
- Confirm you can make it fail on demand. Cannot reproduce it? Say so, collect frequency and conditions before theorising.
- Capture the failure itself: full error text, stack, exit code. Not a paraphrase.

## Phase 2: Isolate

- Shrink the reproduction until the smallest failing unit is visible (scope, input size, config).
- Binary-search the surface: return early or disable at the midpoint of the suspect path. The failure is on one side of the cut; halve again.
- Instrument component boundaries. At each boundary, log what goes IN and what comes OUT. Find the FIRST boundary whose output is wrong given a correct input. The fault lives between the last correct boundary and that one.
- Let the system tell you where it breaks. You do not need to read all the code.

## Phase 3: Fix the cause, or question the design

- **Fixed-cause**: you can say why it broke and why the fix prevents exactly that. **Guessed-cause** ("this might help") is not done.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add damianvtran/local-operator/systematic-debugging@sha256:ae7dea2d1c2353ae

The line at the top of this page pins the label git:20261010.ee06e2b, 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_csbfybls5dgu3kmn.svg)](https://markdownregistry.com/a/art_csbfybls5dgu3kmn)

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

Versions

The registry has recorded 1 version of this file, committed on Oct 10, 2026.

versioncommittedcommitsizeaudit
git:20261010.ee06e2b latest2026-10-10 ee06e2b 2,494 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 (2494 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

damianvtran/local-operator · 218 stars · license MIT · pushed 2026-10-20 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_csbfybls5dgu3kmn
GET https://markdownregistry.com/api/v1/resolve?ref=damianvtran/local-operator/systematic-debugging
GET https://markdownregistry.com/api/v1/blob/ae7dea2d1c2353ae0ac90b63201b72e6a4dd6a8dd0f11381d94e88b078486ad6

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 damianvtran/local-operator

AGENTS.md AGENTS.md file
damianvtran/local-operator · AGENTS.md
git:20261019.5714469 · audit B · 218 stars
browser-qa SKILL.md skill
damianvtran/local-operator · local_operator/skills/builtin/browser-qa/SKILL.md · Testing web apps through a real browser: reconnaissance before acting, selector discovery, state capture, console…
git:20261016.d17aeb2 · audit A · 218 stars
code-review SKILL.md skill
damianvtran/local-operator · local_operator/skills/builtin/code-review/SKILL.md · Reviewing code for defects: diff-first reading, severity classification, evidence over inference, finding caps, and…
git:20261012.3e10f8e · audit A · 218 stars
data-analysis SKILL.md skill
damianvtran/local-operator · local_operator/skills/builtin/data-analysis/SKILL.md · Analysing data rigorously: profile before trust (keys, missingness), reproducible queries, provenance per number, units…
git:20261010.ee06e2b · audit A · 218 stars
design-qa SKILL.md skill
damianvtran/local-operator · local_operator/skills/builtin/design-qa/SKILL.md · Deterministic design review for UI/UX on web and terminal screens: measure contrast, spacing, overlap, clipping and…
git:20261010.ee06e2b · audit A · 218 stars
engineering-principles SKILL.md skill
damianvtran/local-operator · local_operator/skills/builtin/engineering-principles/SKILL.md · Practical engineering judgement: smallest change, subtract before adding, data structures before logic, idempotent…
git:20261012.3e10f8e · audit A · 218 stars
financial-analysis SKILL.md skill
damianvtran/local-operator · local_operator/skills/builtin/financial-analysis/SKILL.md · Financial figures done carefully: periods and fiscal calendars, units and currencies, reconciliation, magnitude sanity…
git:20261010.ee06e2b · audit A · 218 stars
frontend-design SKILL.md skill
damianvtran/local-operator · local_operator/skills/builtin/frontend-design/SKILL.md · Designing interfaces with a deliberate point of view: plan before pixels, avoid the generic-default look, typography…
git:20261010.ee06e2b · audit A · 218 stars
responding-to-review SKILL.md skill
damianvtran/local-operator · local_operator/skills/builtin/responding-to-review/SKILL.md · Answering review findings: verify each claim before implementing, no performative agreement, per-item fix/reject/defer…
git:20261012.3e10f8e · audit A · 218 stars
scheduling SKILL.md skill
damianvtran/local-operator · local_operator/skills/builtin/scheduling/SKILL.md · Scheduling across time zones: confirm times in the attendee's own zone, use IANA zone names, mind DST edges, buffers…
git:20261010.ee06e2b · audit A · 218 stars
skill-authoring SKILL.md skill
damianvtran/local-operator · local_operator/skills/builtin/skill-authoring/SKILL.md · Writing and improving agent skills: description as routing signal, progressive disclosure, token budgets, testing…
git:20261010.ee06e2b · audit A · 218 stars
test-driven-development SKILL.md skill
damianvtran/local-operator · local_operator/skills/builtin/test-driven-development/SKILL.md · Writing code with tests first: RED-GREEN-REFACTOR, reproduce bugs as failing tests before fixing, and avoid testing…
git:20261010.ee06e2b · audit A · 218 stars

Every file in damianvtran/local-operator

Other files named systematic-debugging

systematic-debugging SKILL.md skill
obra/superpowers · skills/systematic-debugging/SKILL.md · Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
git:20261010.bb92a77 · audit A · 302,424 stars
systematic-debugging SKILL.md skill
jnmetacode/superpowers-zh · skills/systematic-debugging/SKILL.md · 遇到任何 bug、测试失败或异常行为时使用,在提出修复方案之前执行
v1.0.0 · audit A · 8,348 stars
systematic-debugging SKILL.md skill
mvschwarz/openrig · skills/_canonical/process/systematic-debugging/SKILL.md · Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
git:20261006.d1e9d5e · audit A · 7,989 stars
systematic-debugging SKILL.md skill
mvschwarz/openrig · packages/daemon/specs/agents/shared/skills/process/systematic-debugging/SKILL.md · Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
git:20261006.d1e9d5e · audit A · 7,989 stars
systematic-debugging SKILL.md skill
cbrock84/headcount · plugins/technology/skills/systematic-debugging/SKILL.md · Finds the root cause of a bug, test failure, or unexpected behavior before proposing any fix. Use this whenever…
git:20260901.aa45383 · audit A · 2,076 stars
systematic-debugging SKILL.md skill
a5c-ai/babysitter · library/methodologies/superpowers/skills/systematic-debugging/SKILL.md · Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes. Requires root cause…
git:20260601.da7723a · audit A · 1,862 stars
systematic-debugging SKILL.md skill
a5c-ai/babysitter · library/methodologies/rpikit/skills/systematic-debugging/SKILL.md · Structured debugging methodology using hypothesis-driven investigation, log analysis, and bisection to isolate and…
git:20260605.09bdbf7 · audit A · 1,862 stars
systematic-debugging SKILL.md skill
ganyuanran/aegis · skills/systematic-debugging/SKILL.md · Use when encountering a bug, test failure, or unexpected behavior, before proposing fixes
git:20261020.2ff21fc · audit A · 1,371 stars

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