devcodex-labs/devcodex · content/skills/ai-evaluation-engineering/SKILL.md

ai-evaluation-engineering skillA

ai-evaluation-engineering is agent-read markdown (skill) from devcodex-labs/devcodex: AI 评测工程专家 Owner — 当任务涉及模型/Prompt 评测、模型选择、黄金集、评分量表、LLM-as-judge、Judge 校准、重复采样、方差、质量-成本-延迟权衡、提示词回归或模型升级回归时使用；要求把概率性结果转化为可复现、可比较且防污染的评测证据。.

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 devcodex-labs/devcodex/ai-evaluation-engineering@git:20260730.6ee304a
Exact content
mdr add devcodex-labs/devcodex/ai-evaluation-engineering@sha256:30d8c4287a14a2b2

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_uhw5hbav2hqj4kjx.svg)](https://markdownregistry.com/a/art_uhw5hbav2hqj4kjx)

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Versions

versioncommittedcommitsizeaudit
git:20260730.6ee304a latest2026-07-30 6ee304a 3,106 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 (3106 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

devcodex-labs/devcodex · 338 stars · license AGPL-3.0 · pushed 2026-09-17 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_uhw5hbav2hqj4kjx
GET https://markdownregistry.com/api/v1/resolve?ref=devcodex-labs/devcodex/ai-evaluation-engineering
GET https://markdownregistry.com/api/v1/blob/30d8c4287a14a2b21d353bda05a2bad6394e10c1ece2c1fa8777cd5bbef30f15

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