judge SKILL.md skillA

judge from borda/ai-rig is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add borda/ai-rig/judge@git:20261021.076157a

Pins git:20261021.076157a in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
borda/ai-rig
Path
plugins/cc_research/skills/judge/SKILL.md
Versions recorded
15
Latest version
git:20261021.076157a, committed Oct 21, 2026
First version recorded
Aug 8, 2026
Size
36,804 bytes
Repository stars
28
License
Apache-2.0

Research-supervisor review of program.md — validates experimental methodology (hypothesis clarity, measurement validity, control adequacy, scope, strategy fit), emits APPROVED / NEEDS-REVISION / BLOCKED verdict before expensive run loop.

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

<objective>

Research-supervisor review of `program.md` — validates experimental methodology, emits APPROVED / NEEDS-REVISION / BLOCKED verdict before expensive run loop. Read-only apart from its own run dir and report; J4 executes the program's own metric/guard commands, so working-tree drift is checked and reported.

NOT for: running experiments (use `/research:run`); designing hypotheses (use `research:scientist` agent); config quality (`/foundry:audit` (requires `foundry` plugin)). </objective>

<compaction>

- Key boundary: end of J3 — methodology and scientific review agents complete, output files written; before J4 validation and J6 verdict.
- Preserve: RUN_DIR (TMPDIR key), PROGRAM_PATH (TMPDIR key), methodology.md path, scientific-review.md path, SKIP_VALIDATION flag, BRANCH.
- Clear at J1 start (stale prior run) and at end of J6 after terminal summary printed.

</compaction>

<workflow>

<!-- Agent resolution: see _RESEARCH_SHARED/agent-resolution.md -->

## Agent Resolution

**Agent resolution**: load and follow the protocol below. Agent this skill dispatches: `research:scientist` (same plugin — always present while this skill runs, so no fallback row).

```bash
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add borda/ai-rig/judge@sha256:56464112b48ed632

The line at the top of this page pins the label git:20261021.076157a, 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_3m7wtduc3rp2kmxj.svg)](https://markdownregistry.com/a/art_3m7wtduc3rp2kmxj)

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

Versions

The registry has recorded 15 versions of this file, between Aug 8, 2026 and Oct 21, 2026, about one every 5 days.

versioncommittedcommitsizeaudit
git:20261021.076157a latest2026-10-21 076157a 36,804 BA view · diff
git:20261021.7b6ff282026-10-21 7b6ff28 36,342 BA view · diff
git:20261005.6367f832026-10-05 6367f83 32,032 BA view · diff
git:20261002.e974f382026-10-02 e974f38 32,023 BA view · diff
git:20261002.381549d2026-10-02 381549d 31,871 BA view · diff
git:20260923.39e3a482026-09-23 39e3a48 31,679 BA view · diff
git:20260918.3e1a63d2026-09-18 3e1a63d 30,905 BA view · diff
git:20260912.65e8e292026-09-12 65e8e29 30,945 BA view · diff
git:20260911.be7b3082026-09-11 be7b308 30,956 BA view · diff
git:20260911.182df572026-09-11 182df57 30,940 BA view · diff
git:20260904.9c1cbe22026-09-04 9c1cbe2 30,940 BA view · diff
git:20260822.a5f4fd62026-08-22 a5f4fd6 30,404 BA view · diff
git:20260821.d9793192026-08-21 d979319 29,549 BA view · diff
git:20260819.367ab282026-08-19 367ab28 29,550 BA view · diff
git:20260808.a8a70fe2026-08-08 a8a70fe 29,603 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 (36804 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

borda/ai-rig · 28 stars · license Apache-2.0 · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_3m7wtduc3rp2kmxj
GET https://markdownregistry.com/api/v1/resolve?ref=borda/ai-rig/judge
GET https://markdownregistry.com/api/v1/blob/56464112b48ed632ee52772bd194e470aef5876191f37ef1702101a842f65c7e

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.

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