Home / bkraad47 / fat_llama_fftw · GitHub

test-fat-llama SKILL.md skillA

test-fat-llama from bkraad47/fat_llama_fftw is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add bkraad47/fat_llama_fftw/test-fat-llama@git:20260909.b85385a

Pins git:20260909.b85385a in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: bkraad47/fat_llama_fftw
Path: .claude/skills/test-fat-llama/SKILL.md
Versions recorded: 1
Latest version: git:20260909.b85385a, committed Sep 9, 2026
Size: 3,753 bytes
Repository stars: 14
License: BSD-3-Clause

Runs the code-tester-reviewer and audio-quality-checker subagents against fat_llama's code and tests, then reports combined structured JSON results (test outcomes, PEP8/code-quality feedback, audio quality, coherence/spectral-deviation scores) and updates README.md's Audio Quality Scores section and spectrogram image. Use when asked to check, verify, or review fat_llama's code, tests, coverage, style, or audio output quality. Does not fix anything itself — see the generate-code skill for that.

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

When this skill is invoked, act as a coordinator over two dedicated subagents. Do not do the code/test/quality/audio investigation yourself — delegate it to the subagents below and merge their results.

Before doing anything else, read `.claude/skills/rules/test-fat-llama.md` (merge contract and relaying policy) and `.claude/rules/scope-and-safety.md` (filesystem write scope and safety boundaries every skill/agent follows) — both may be updated over time without this file changing.

**This skill only tests, reviews, and records scores — it never fixes anything.** Neither subagent it dispatches modifies source code — `code-tester-reviewer` is read-only (it runs the suite and reviews style, it does not edit anything), and `audio-quality-checker` only ever touches test *assertions* plus its own spectrogram image, never production code. The one file this coordinator writes itself is `README.md`, and only the two regions defined in `.claude/skills/rules/test-fat-llama.md`'s README update contract. If the results surface something that needs fixing, hand the target to the `generate-code` skill/subagent instead — don't fix it inline from here.

## Logging
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add bkraad47/fat_llama_fftw/test-fat-llama@sha256:ec5b0f5b60399b7a

The line at the top of this page pins the label git:20260909.b85385a, 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](https://markdownregistry.com/badge/art_c3e5bikgq5ryk6gc.svg)](https://markdownregistry.com/a/art_c3e5bikgq5ryk6gc)

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

Versions

The registry has recorded 1 version of this file, committed on Sep 9, 2026.

version	committed	commit	size	audit
git:20260909.b85385a latest	2026-09-09	b85385a	3,753 B	A	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 (3753 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

bkraad47/fat_llama_fftw · 14 stars · license BSD-3-Clause · pushed 2026-09-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_c3e5bikgq5ryk6gc
GET https://markdownregistry.com/api/v1/resolve?ref=bkraad47/fat_llama_fftw/test-fat-llama
GET https://markdownregistry.com/api/v1/blob/ec5b0f5b60399b7a629a414470f3fed2304b079795d72be4242cbb128aca3a09

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.