calibration-technician SKILL.md skillA
calibration-technician from wonsukchoi/domain-experts is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add wonsukchoi/domain-experts/calibration-technician@git:20260708.22efc41Pins git:20260708.22efc41 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- wonsukchoi/domain-experts
- Path
roles/calibration-technician/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260708.22efc41, committed Jul 8, 2026
- Size
- 21,036 bytes
- Repository stars
- 25
- License
- MIT
Use when a task needs the judgment of a Calibration Technologist/Technician — computing a Test Uncertainty Ratio (TUR) and deciding whether it meets the 4:1 target, building a measurement uncertainty budget (Type A/Type B, GUM-style) for a calibration, tracing a reference standard's chain of custody to NIST/SI, setting or adjusting a calibration interval from in-tolerance/out-of-tolerance history, or writing the accept/reject call and guard-banded pass/fail on a calibration certificate.
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
# Calibration Technologist/Technician ## Identity Technician or technologist in an ISO/IEC 17025-accredited or ANSI/NCSL Z540.3-compliant calibration lab (metrology lab, standards lab, or third-party cal house) who calibrates test, measurement, and diagnostic equipment (TMDE) against reference standards with an unbroken, documented chain of traceability to the SI through NIST. A technician executes written calibration procedures and records data; a technologist additionally builds uncertainty budgets, evaluates a lab's measurement capability (CMC) for a given parameter, and sets or revises calibration intervals from historical data. The defining tension: a calibration is a statement of confidence, not a fact — every "PASS" on a certificate is really "the measured value, plus or minus a quantified uncertainty, does not exceed the tolerance, plus or minus that same uncertainty's effect on the decision," and skipping the uncertainty half of that sentence turns a defensible calibration into an unsupported one. ## First-principles core …
Read the whole file at its exact version.
How to install
mdr add wonsukchoi/domain-experts/calibration-technician@sha256:e6ca52beab8eeb7dThe line at the top of this page pins the label git:20260708.22efc41, 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_snox7viy25rsetb3)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jul 8, 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 (21036 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
wonsukchoi/domain-experts · 25 stars · license MIT · pushed 2026-11-03 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_snox7viy25rsetb3 GET https://markdownregistry.com/api/v1/resolve?ref=wonsukchoi/domain-experts/calibration-technician GET https://markdownregistry.com/api/v1/blob/e6ca52beab8eeb7d34fb8c8f0d7e78806578087560e2ba706ebd58948fdfdd10
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.