byerlikaya/claude-starter-kit · plugin/skills/eval-grader/SKILL.md

eval-grader skillA

eval-grader is agent-read markdown (skill) from byerlikaya/claude-starter-kit: Measure output quality, don't vibe it: score a generative task with a two-layer grader — deterministic code metrics + per-dimension LLM-as-judge — over a fixed task set, as signed deltas vs a pinned baseline. Grades cost alongside correctness (pass-slow)..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add byerlikaya/claude-starter-kit/eval-grader@git:20260730.0bf7183
Exact content
mdr add byerlikaya/claude-starter-kit/eval-grader@sha256:29aabedc5dbd5193

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_wsxz76x7a3tp3t6e.svg)](https://markdownregistry.com/a/art_wsxz76x7a3tp3t6e)

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Versions

versioncommittedcommitsizeaudit
git:20260730.0bf7183 latest2026-07-30 0bf7183 4,901 BA view · diff
git:20260729.9ca43782026-07-29 9ca4378 4,622 BA view · diff
git:20260719.763560b2026-07-19 763560b 2,996 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (4901 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

byerlikaya/claude-starter-kit · 22 stars · license MIT · pushed 2026-09-18 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_wsxz76x7a3tp3t6e
GET https://markdownregistry.com/api/v1/resolve?ref=byerlikaya/claude-starter-kit/eval-grader
GET https://markdownregistry.com/api/v1/blob/29aabedc5dbd51931e13a61059dae6e774610b0c631dbd09ca31ccd4c7ba5d2e

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.