jkaloger/lazyspec · skills/systematic-debugging/SKILL.md

systematic-debugging skillA

systematic-debugging is agent-read markdown (skill) from jkaloger/lazyspec: Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add jkaloger/lazyspec/systematic-debugging@git:20260623.d2a2f44
Exact content
mdr add jkaloger/lazyspec/systematic-debugging@sha256:3c56f4556f4d7244

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_s5eoyy3tz34a2lu7.svg)](https://markdownregistry.com/a/art_s5eoyy3tz34a2lu7)

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Versions

versioncommittedcommitsizeaudit
git:20260623.d2a2f44 latest2026-06-23 d2a2f44 9,854 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (9854 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

jkaloger/lazyspec · 10 stars · license MIT · pushed 2026-09-18 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_s5eoyy3tz34a2lu7
GET https://markdownregistry.com/api/v1/resolve?ref=jkaloger/lazyspec/systematic-debugging
GET https://markdownregistry.com/api/v1/blob/3c56f4556f4d72444c597dd2899ec56345cd727a42a5225fb9ba4cbc0e1b0de2

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.