media-judge SKILL.md skillA
media-judge from varghq/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add varghq/skills/media-judge@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- varghq/skills
- Path
media-judge/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.0, committed Nov 4, 2026
- Size
- 13,752 bytes
- Repository stars
- 21
- License
- MIT
Judge a finished AI-made video, image or track by measuring it, then rank takes on the defects found. One command reads every frame and writes facts with timestamps and evidence: broken frames, banding after a simulated X or YouTube upload, numbers that jiggle, spelling, too much on screen, nothing leading the eye, motion with no cause, pinned graphics, sliding labels, a face, outfit or light that changed, sound after the cut, loudness, voice against the script, and distance to references…
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
# Media judge **Measure, don't grade.** A judgment here is a time, a number and a picture. "Looks great", "8/10" and "feels premium" are not findings, and neither is any adjective with no measurement behind it. Code finds the moment and a fresh pair of eyes reads only that moment, in that order, because the other way round fails: 12 vision models scored at most 54.1% on spotting temporal glitches; Claude Opus caught 17.5% of them, Gemini 3 Flash said "glitch" to about 87% of clean clips ([TempGlitch](https://arxiv.org/abs/2605.21443), gameplay clips). Uniform sampling at 0.5 fps caught 11.81% of faults under 0.2 s ([SynFlash](https://arxiv.org/abs/2603.17374)), and GPT-4 preferred its own output 0.705 and 0.912 of the time on tasks where people saw equal quality ([Panickssery et al.](https://arxiv.org/abs/2404.13076)). So: 1. **Facts:** `judge.py` reads every frame and every sample. It does not sample. 2. **Eyes:** a fresh agent opens only the evidence and answers narrow questions. 3. **Verdict:** counted defects. Ranking follows from the counts, never from a feeling. …
Read the whole file at its exact version.
How to install
mdr add varghq/skills/media-judge@sha256:e683d017fddf6248The line at the top of this page pins the label v1.0.0, 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_tyjiwcu5gvotwvcs)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Nov 4, 2026.
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 (13752 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
varghq/skills · 21 stars · license MIT · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_tyjiwcu5gvotwvcs GET https://markdownregistry.com/api/v1/resolve?ref=varghq/skills/media-judge GET https://markdownregistry.com/api/v1/blob/e683d017fddf62486948c7d62df669cf9e011b53f2a579da655c83acaf49e045
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.