justify SKILL.md skillA
justify from athola/claude-night-market is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add athola/claude-night-market/justify@git:20260713.f98719bPins git:20260713.f98719b in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- athola/claude-night-market
- Path
plugins/imbue/skills/justify/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260713.f98719b, committed Jul 13, 2026
- First version recorded
- May 8, 2026
- Size
- 13,469 bytes
- Repository stars
- 348
- License
- MIT
Audits changes for additive bias and Iron Law compliance. Use when reviewing completed work before merging or after AI-assisted implementation.
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
> The simplest change that fixes the problem is the > safest change to merge. > Adding code is easy. Removing the need for code is > engineering. # Justify ## The Additive Bias Problem AI models are trained to be helpful, which creates a systematic bias toward *adding* code rather than *fixing* root causes: | AI Default Behavior | Correct Behavior | |---------------------|------------------| | Add a workaround | Fix the root cause | | Modify test expectations | Fix the implementation | | Create a new helper | Use an existing one | | Add error handling | Prevent the error | | Add a compatibility shim | Remove the old code | | Wrap in try/catch | Fix the exception source | This skill audits changes for these patterns and requires explicit justification for each. ## When To Use - After completing implementation work - Before committing or creating PRs - When reviewing your own changes for quality - When scope-guard flags RED/YELLOW zone ## When NOT To Use - Before writing the code, because this audits work already done (use `imbue:karpathy-principles`) - Deciding whether a feature belongs in scope (use `imbue:scope-guard`) ## Audit Protocol ### Step 1: Gather the Delta …
Read the whole file at its exact version.
How to install
mdr add athola/claude-night-market/justify@sha256:9f5b2d8c530bee9bThe line at the top of this page pins the label git:20260713.f98719b, 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.
[](https://markdownregistry.com/a/art_zf6lhqrfdpjmd4di)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between May 8, 2026 and Jul 13, 2026, about one every 17 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260713.f98719b latest | 2026-07-13 | f98719b | 13,469 B | A | view · diff |
| git:20260601.8d67212 | 2026-06-01 | 8d67212 | 13,275 B | A | view · diff |
| git:20260531.36e7806 | 2026-05-31 | 36e7806 | 13,278 B | A | view · diff |
| git:20260521.6f5c7d9 | 2026-05-21 | 6f5c7d9 | 12,160 B | A | view · diff |
| git:20260508.c09f147 | 2026-05-08 | c09f147 | 12,087 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (13469 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
athola/claude-night-market · 348 stars · license MIT · pushed 2026-11-05 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_zf6lhqrfdpjmd4di GET https://markdownregistry.com/api/v1/resolve?ref=athola/claude-night-market/justify GET https://markdownregistry.com/api/v1/blob/9f5b2d8c530bee9b9910caba51d2e70ca3a0879868141bfa1c730d380fca5fd4
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.