llm-evaluation SKILL.md skillA
llm-evaluation from nicholas-greenwood/agentic-engineering-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nicholas-greenwood/agentic-engineering-skills/llm-evaluation@git:20261027.5707fc6Pins git:20261027.5707fc6 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nicholas-greenwood/agentic-engineering-skills
- Path
llm-evaluation/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261027.5707fc6, committed Oct 27, 2026
- Size
- 3,538 bytes
- Repository stars
- 3
- License
- MIT
use when evaluating LLMs, prompts or workflows.
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
evaluate the production workflow with frozen inputs and saved evidence use paired arms for comparisons; for a single configuration, apply this workflow against frozen references, omitting comparator and pairing requirements ## choose the runner search the repository for maintained evaluation runners and current workflow guidance before building another harness; treat archived evaluations as historical evidence inspect the matching runner's executable entry point, fixtures and scoring, and read any associated protocol before invoking it. reuse or adapt it when it fits; old budgets and release gates do not authorise a new run ## freeze before running save a short manifest and its artifacts in the task's evidence directory: - question, evaluated configuration(s), baseline/candidate comparison when applicable, scoring rubric, analysis method, uncertainty handling and decision rule/threshold when applicable - exact case ids, provenance, references/labels, target cohort, selection criteria/method and repetitions; label captured, synthetic and reconstructed inputs distinctly …
Read the whole file at its exact version.
How to install
mdr add nicholas-greenwood/agentic-engineering-skills/llm-evaluation@sha256:759419153821de2fThe line at the top of this page pins the label git:20261027.5707fc6, 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_tcyaixhhiydv2l4f)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 27, 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 (3538 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
nicholas-greenwood/agentic-engineering-skills · 3 stars · license MIT · pushed 2026-11-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_tcyaixhhiydv2l4f GET https://markdownregistry.com/api/v1/resolve?ref=nicholas-greenwood/agentic-engineering-skills/llm-evaluation GET https://markdownregistry.com/api/v1/blob/759419153821de2f54e2eec10ca59d2ce2e2e696d8e8bc30e118b8128838bee0
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 nicholas-greenwood/agentic-engineering-skills
Every file in nicholas-greenwood/agentic-engineering-skills