baseline-comparison-review SKILL.md skillA
baseline-comparison-review from yeaight7/agent-powerups is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add yeaight7/agent-powerups/baseline-comparison-review@git:20260605.d942981Pins git:20260605.d942981 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- yeaight7/agent-powerups
- Path
plugins/machine-learning-ops/skills/baseline-comparison-review/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260605.d942981, committed Jun 5, 2026
- First version recorded
- May 2, 2026
- Size
- 2,433 bytes
- Repository stars
- 8
- License
- Apache-2.0
Use when a new or more complex ML model is proposed and its value over simple baselines is not yet demonstrated -- before approving a new architecture or replacing an existing heuristic.
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
## Purpose Machine learning models add technical debt. A complex model earns its place only by clearly outperforming a "dumb" baseline; this review makes that comparison explicit before a new model is approved. ## When to Use - A new model architecture is proposed for approval - A complex model would replace an existing heuristic or rule - Reported gains have not been compared against any baseline ## Inputs - The candidate model's evaluation results (metric + data split) - The evaluation code, or enough dataset/task detail to define fair baselines ## Workflow 1. **Define the naive baseline**: - Classification: predict the majority class. - Regression: predict the mean or median of the training target. - Time series: predict the last known value (naive persistence). 2. **Define the heuristic baseline**: what simple if/else rule would a domain expert write? 3. **Evaluate both baselines on the same split and metric as the candidate model.** 4. **Evaluate the delta**: if the complex model only beats the heuristic baseline marginally (e.g., ~1%), recommend keeping the heuristic — the complexity is not worth the maintenance cost. …
Read the whole file at its exact version.
How to install
mdr add yeaight7/agent-powerups/baseline-comparison-review@sha256:eea84ee570e4bfe8The line at the top of this page pins the label git:20260605.d942981, 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_gxnvd2rbppcsapsw)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between May 2, 2026 and Jun 5, 2026, about one every 17 days. Its first recorded version is graded B and its latest A.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260605.d942981 latest | 2026-06-05 | d942981 | 2,433 B | A | view · diff |
| git:20260502.2a92051 | 2026-05-02 | 2a92051 | 931 B | A | view · diff |
| git:20260502.9239fa2 | 2026-05-02 | 9239fa2 | 147 B | B | 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 (2433 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
yeaight7/agent-powerups · 8 stars · license Apache-2.0 · pushed 2026-09-27 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_gxnvd2rbppcsapsw GET https://markdownregistry.com/api/v1/resolve?ref=yeaight7/agent-powerups/baseline-comparison-review GET https://markdownregistry.com/api/v1/blob/eea84ee570e4bfe8d38cd125f3edafe3037ac0dd294b0cb48f33ac6706a0a9d7
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 yeaight7/agent-powerups
Every file in yeaight7/agent-powerups