calibrate SKILL.md skillA

calibrate 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/calibrate@git:20261021.7b6ff28

Pins git:20261021.7b6ff28 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/codex-rig/skills/calibrate/SKILL.md
Versions recorded
19
Latest version
git:20261021.7b6ff28, committed Oct 21, 2026
First version recorded
Aug 21, 2026
Size
14,189 bytes
Repository stars
30
License
Apache-2.0

Calibrate skills/role cards for leaks/gaps with recall, precision, and confidence-accuracy checks.

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

> Before asking, read [User Questions](../../shared/codex-user-questions.md).

# Calibrate

> Task-size routing follows [Proportional Execution](../../shared/native-skill-contract.md#proportional-execution); this skill's specialized lifecycle and acceptance checks remain authoritative.

Run calibration for Codex workflow integrity and behavioral scoring.

## Input Schema

```json
{
  "require_live_routes": false,
  "done_when": "recall and bias scores emitted with measured recommendations; strict-live gate applied when require_live_routes=true"
}
```

The runner always scores the full packaged task set; it has no scope, pace, apply, or gate-skip selector.

## Workflow

Installed plugin runs use `--layout plugin --root <consuming-project>`. The runner discovers package assets from its own file location under `runtime/calibration`, `skills`, `roles`, `shared`; `--root` controls only report output, Git context, read-only classification work. It must not fall back to source checkout or project `.codex`.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add borda/ai-rig/calibrate@sha256:17a6937cf1894366

The line at the top of this page pins the label git:20261021.7b6ff28, 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_lipslodkuu7ghjuk.svg)](https://markdownregistry.com/a/art_lipslodkuu7ghjuk)

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

Versions

The registry has recorded 19 versions of this file, between Aug 21, 2026 and Oct 21, 2026, about one every 3 days.

versioncommittedcommitsizeaudit
git:20261021.7b6ff28 latest2026-10-21 7b6ff28 14,189 BA view · diff
git:20261014.d8d60a82026-10-14 d8d60a8 13,569 BA view · diff
git:20261009.e7932ee2026-10-09 e7932ee 13,361 BA view · diff
git:20261006.f2eab352026-10-06 f2eab35 12,754 BA view · diff
git:20261003.03d068b2026-10-03 03d068b 12,558 BA view · diff
git:20260930.a59b0122026-09-30 a59b012 12,059 BA view · diff
git:20260929.98a9e772026-09-29 98a9e77 12,057 BA view · diff
git:20260926.312eceb2026-09-26 312eceb 11,796 BA view · diff
git:20260922.61d96c02026-09-22 61d96c0 11,383 BA view · diff
git:20260921.058460e2026-09-21 058460e 10,859 BA view · diff
git:20260918.49b42392026-09-18 49b4239 10,875 BA view · diff
git:20260917.7219ba82026-09-17 7219ba8 10,888 BA view · diff
git:20260910.784dd4c2026-09-10 784dd4c 10,793 BA view · diff
git:20260910.b3708c12026-09-10 b3708c1 10,889 BA view · diff
git:20260822.615ca202026-08-22 615ca20 10,370 BA view · diff
git:20260821.359c2432026-08-21 359c243 10,128 BA view · diff
git:20260821.df8081d2026-08-21 df8081d 10,819 BA view · diff
git:20260821.d9793192026-08-21 d979319 10,147 BA view · diff
git:20260821.1a05a802026-08-21 1a05a80 10,149 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 (14189 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 · 30 stars · license Apache-2.0 · pushed 2026-11-02 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_lipslodkuu7ghjuk
GET https://markdownregistry.com/api/v1/resolve?ref=borda/ai-rig/calibrate
GET https://markdownregistry.com/api/v1/blob/17a6937cf1894366756232e6fa3b5dfece82d52e97256dfc8283aa3f53173009

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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