nasde-benchmark-calibration SKILL.md skillA
nasde-benchmark-calibration from noesisvision/nasde-toolkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add noesisvision/nasde-toolkit/nasde-benchmark-calibration@git:20260724.52efb3aPins git:20260724.52efb3a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- noesisvision/nasde-toolkit
- Path
.claude/skills/nasde-benchmark-calibration/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260724.52efb3a, committed Jul 24, 2026
- First version recorded
- Jun 8, 2026
- Size
- 7,797 bytes
- Repository stars
- 14
- License
- MIT
Calibrate assessment rubrics by reviewing agent work in GitHub/GitLab PRs and feeding human comments back into the rubric. Use this skill when the user wants to: - Calibrate, tune, or sanity-check assessment criteria / dimensions of a benchmark - Review trial diffs alongside the LLM-as-a-Judge scores in a PR/MR - Investigate why judge scores feel off, too harsh, too lenient, or misaligned with how a human would grade the code - Pull review comments back from PRs/MRs and turn them into concrete…
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
# NASDE Benchmark Calibration Close the loop between the LLM-as-a-Judge and a human reviewer. The judge scores trials against `assessment_criteria.md` (per task) and `assessment_dimensions.json` (benchmark-wide) — but an LLM judge is an imperfect grader, and how it reads the rubric may diverge from how a human grades the code. This skill publishes trial diffs + scores as Pull/Merge Requests for human review, pulls the comments back, and proposes concrete rubric edits. This is the third skill in the benchmark lifecycle: `nasde-benchmark-creator` writes the rubric, `nasde-benchmark-runner` runs trials and scores them, and **this skill calibrates the rubric** against human judgment before the benchmark is frozen. ## Prerequisites - A sink repository that already exists (creation is out of scope). Configure it in `nasde.toml`: ```toml [calibration] repo = "https://github.com/Org/nasde-calibration" # full URL or owner/repo slug # platform = "gitlab" # only needed for a bare slug or a self-hosted host # base_branch = "main" # throttle_sec = 2.0 ``` - The platform CLI for that repo's host: `gh` (GitHub) or `glab` (GitLab), installed and logged in …
Read the whole file at its exact version.
How to install
mdr add noesisvision/nasde-toolkit/nasde-benchmark-calibration@sha256:3e066fbfdcfab2f1The line at the top of this page pins the label git:20260724.52efb3a, 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_bic2qevvslx7yz3a)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Jun 8, 2026 and Jul 24, 2026, about one every 46 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260724.52efb3a latest | 2026-07-24 | 52efb3a | 7,797 B | A | view · diff |
| git:20260608.bfa9af3 | 2026-06-08 | bfa9af3 | 6,727 B | A | view |
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 (7797 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
noesisvision/nasde-toolkit · 14 stars · license MIT · pushed 2026-10-15 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_bic2qevvslx7yz3a GET https://markdownregistry.com/api/v1/resolve?ref=noesisvision/nasde-toolkit/nasde-benchmark-calibration GET https://markdownregistry.com/api/v1/blob/3e066fbfdcfab2f18911f71713310fa78db286299947a526bf473264336401b1
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.