ai-eval-plan SKILL.md skillA
ai-eval-plan from mohitagw15856/pm-claude-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add mohitagw15856/pm-claude-skills/ai-eval-plan@git:20261006.b9ea321Pins git:20261006.b9ea321 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- mohitagw15856/pm-claude-skills
- Path
plugins/pm-agentops/skills/ai-eval-plan/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261006.b9ea321, committed Oct 6, 2026
- First version recorded
- Jul 1, 2026
- Size
- 4,030 bytes
- Repository stars
- 1,475
- License
- MIT
Design an evaluation plan for an LLM or AI feature before shipping it. Use when asked how to evaluate a prompt/model/agent, set up an eval harness, define quality metrics for an AI feature, or build a regression gate. Produces an eval plan — task definition, datasets, metrics & rubrics, baselines, automated + human evals, a pass bar, and a regression gate.
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
# AI Eval Plan Skill You can't improve an AI feature you can't measure, and "it looks good in the demo" is not measurement. This skill produces an evaluation plan that turns a fuzzy quality goal into a repeatable, gated test — so a prompt change that quietly makes outputs worse can't ship. ## Required Inputs Ask for these only if they aren't already provided: - **The feature & task** — what the model does and what "good output" means to a user. - **Failure modes that matter** — what bad looks like (hallucination, wrong format, unsafe, off-tone, too slow). - **Available data** — any real examples, logs, or labelled cases; or note there are none yet. - **Who judges quality** — automated checks, an LLM judge, human raters, or a mix. - **The decision this gates** — ship/no-ship, model selection, or prompt iteration. ## Output Format ### Eval Plan: [feature] **1. What we're measuring** — the task, and a one-line definition of a good vs. bad response. **2. Eval dataset** - **Cases:** how many, where they come from (real logs > synthetic), and how they're split (smoke set vs. full set). …
Read the whole file at its exact version.
How to install
mdr add mohitagw15856/pm-claude-skills/ai-eval-plan@sha256:22936bcbed2dc534The line at the top of this page pins the label git:20261006.b9ea321, 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_5eitqaf7izvibast)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Jul 1, 2026 and Oct 6, 2026, about one every 96 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261006.b9ea321 latest | 2026-10-06 | b9ea321 | 4,030 B | A | view · diff |
| git:20260701.241d773 | 2026-07-01 | 241d773 | 3,856 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 (4030 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
mohitagw15856/pm-claude-skills · 1,475 stars · license MIT · pushed 2026-10-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_5eitqaf7izvibast GET https://markdownregistry.com/api/v1/resolve?ref=mohitagw15856/pm-claude-skills/ai-eval-plan GET https://markdownregistry.com/api/v1/blob/22936bcbed2dc534ab5e2eefa3a22ff19df6ad5b913366e91f3159b2e87f5598
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 mohitagw15856/pm-claude-skills
Every file in mohitagw15856/pm-claude-skills