calibrate SKILL.md skillA

calibrate from pitimon/8-habit-ai-dev is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add pitimon/8-habit-ai-dev/calibrate@git:20260914.5d5e0e3

Pins git:20260914.5d5e0e3 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
pitimon/8-habit-ai-dev
Path
plugin/skills/calibrate/SKILL.md
Versions recorded
3
Latest version
git:20260914.5d5e0e3, committed Sep 14, 2026
First version recorded
Jun 8, 2026
Size
8,187 bytes
Repository stars
3
License
MIT

Assess your 8-habit maturity level via 5-7 questions and persist a profile to ~/.claude/habit-profile.md. Other skills read this profile to adapt their verbosity — Dependence (full guidance) → Independence (key checkpoints) → Interdependence (team focus) → Significance (minimal prompts). Maps to H8 (Find Your Voice — meet the user where they are, not where the template assumes).

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

# Calibrate (ปรับจูนระดับวุฒิภาวะ)

**Habit**: H8 — Find Your Voice | **Anti-pattern**: Giving identical verbose guidance to a senior engineer and a first-time user

## Why This Exists

The maturity model defined in `rules/effective-development.md` — Dependence → Independence → Interdependence → Significance — has existed in this plugin's rules for a long time but was never operationalized. Every session treated experienced users the same as first-run users: same verbose prompts, same checkpoint ceremony, same beginner examples. This wastes experienced users' tokens and time, and reads as condescending.

`/calibrate` closes that gap. It runs a brief self-assessment, writes a profile file, and lets other skills adapt. No enforcement, no tracking — just a signal the user opts into that informs the guidance they receive.

**Inspired by** (not copied from) Hermes Agent's USER.md pattern: explicit, user-facing, and editable. We do not implement passive inference (that would need a runtime we don't have) — this is active self-assessment instead.

## Process

### Step 0: Check for an existing profile

Read `~/.claude/habit-profile.md`. Three cases:
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add pitimon/8-habit-ai-dev/calibrate@sha256:e51c1e3cd7708c0e

The line at the top of this page pins the label git:20260914.5d5e0e3, 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_ikdbujus647xph44.svg)](https://markdownregistry.com/a/art_ikdbujus647xph44)

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

Versions

The registry has recorded 3 versions of this file, between Jun 8, 2026 and Sep 14, 2026, about one every 49 days.

versioncommittedcommitsizeaudit
git:20260914.5d5e0e3 latest2026-09-14 5d5e0e3 8,187 BA view · diff
git:20260912.910e5212026-09-12 910e521 8,105 BA view · diff
git:20260608.fa142bd2026-06-08 fa142bd 7,941 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 (8187 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

pitimon/8-habit-ai-dev · 3 stars · license MIT · pushed 2026-10-13 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ikdbujus647xph44
GET https://markdownregistry.com/api/v1/resolve?ref=pitimon/8-habit-ai-dev/calibrate
GET https://markdownregistry.com/api/v1/blob/e51c1e3cd7708c0eb8321733a7d39cf0e1e0b357bd520a1cbafdd8852c4930c8

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.

More from pitimon/8-habit-ai-dev

AGENTS.md AGENTS.md file
pitimon/8-habit-ai-dev · AGENTS.md
git:20261009.b232d26 · audit A · 3 stars
CLAUDE.md CLAUDE.md file
pitimon/8-habit-ai-dev · CLAUDE.md
git:20261013.98d63d7 · audit A · 3 stars
llms.txt llms.txt file
pitimon/8-habit-ai-dev · llms.txt
git:20261010.654723b · audit A · 3 stars
AGENTS.md@plugin AGENTS.md file
pitimon/8-habit-ai-dev · plugin/AGENTS.md
git:20261009.b232d26 · audit A · 3 stars
CLAUDE.md@plugin CLAUDE.md file
pitimon/8-habit-ai-dev · plugin/CLAUDE.md
git:20261013.98d63d7 · audit A · 3 stars
llms.txt@plugin llms.txt file
pitimon/8-habit-ai-dev · plugin/llms.txt
git:20261010.654723b · audit A · 3 stars
ai-dev-log SKILL.md skill
pitimon/8-habit-ai-dev · plugin/skills/ai-dev-log/SKILL.md · Generate AI-assisted development log from git history + Co-Authored-By trailers. Use for EU AI Act Article 11…
git:20260914.5d5e0e3 · audit A · 3 stars
breakdown SKILL.md skill
pitimon/8-habit-ai-dev · plugin/skills/breakdown/SKILL.md · Decompose feature into atomic tasks — 1 task per agent. Use AFTER /design and BEFORE /build-brief. Step 3 of 7-step…
git:20261004.ce92b6f · audit A · 3 stars
build-brief SKILL.md skill
pitimon/8-habit-ai-dev · plugin/skills/build-brief/SKILL.md · Generate context-rich implementation brief before coding. Use AFTER /breakdown for each task. Step 4 of 7-step…
git:20261004.ce92b6f · audit A · 3 stars
consistency-check SKILL.md skill
pitimon/8-habit-ai-dev · plugin/skills/consistency-check/SKILL.md · Cross-artifact and incident/config consistency analyzer — runs 5 detection passes across persisted spec artifacts (PRD…
git:20260914.5d5e0e3 · audit A · 3 stars
cross-verify SKILL.md skill
pitimon/8-habit-ai-dev · plugin/skills/cross-verify/SKILL.md · Run 17-question 8-Habit cross-verification checklist on a plan or implementation. Use AFTER planning and BEFORE…
git:20261004.ce92b6f · audit A · 3 stars
deploy-guide SKILL.md skill
pitimon/8-habit-ai-dev · plugin/skills/deploy-guide/SKILL.md · Step-by-step deployment assistance with rollback planning. Use when deploying to staging or production. Step 6 of…
git:20261003.ff2f1fa · audit A · 3 stars

Every file in pitimon/8-habit-ai-dev

Other files named calibrate

calibrate SKILL.md skill
apache/magpie · plugins/magpie-contributor-growth/skills/calibrate/SKILL.md · Derive committer and <governance-body> reference levels from the project's own past nomination decisions on…
git:20261101.f3adbcc · audit A · 133 stars
calibrate SKILL.md skill
grainulation/grainulator · skills/calibrate/SKILL.md · Score past predictions against actual outcomes. Closes the feedback loop.
git:20260922.e702f49 · audit A · 86 stars
calibrate SKILL.md skill
borda/ai-rig · plugins/codex-rig/skills/calibrate/SKILL.md · Calibrate skills/role cards for leaks/gaps with recall, precision, and confidence-accuracy checks.
git:20261021.7b6ff28 · audit A · 30 stars
calibrate SKILL.md skill
borda/ai-rig · plugins/cc_foundry/skills/calibrate/SKILL.md · Calibration testing for agents and skills. Generates synthetic problems with known outcomes (quasi-ground-truth), runs…
git:20261023.ae38dda · audit A · 30 stars
calibrate SKILL.md skill
skymanbp/sci-paper · skills/calibrate/SKILL.md · Make the plugin yours. Walks the whole calibration chain for one field — corpus intake, profile extraction, per-axis…
git:20261103.6a36adf · audit A · 6 stars
calibrate SKILL.md skill
pitimon/8-habit-ai-dev · skills/calibrate/SKILL.md · Assess your 8-habit maturity level via 5-7 questions and persist a profile to ~/.claude/habit-profile.md. Other skills…
git:20260914.5d5e0e3 · audit A · 3 stars

Browse by kind, by grade A, or by owner.