evaluation-leakage-audit SKILL.md skillA
evaluation-leakage-audit from outlinedriven/outline-driven-development is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add outlinedriven/outline-driven-development/evaluation-leakage-audit@git:20260927.a8fe24dPins git:20260927.a8fe24d in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- outlinedriven/outline-driven-development
- Path
.devin/skills/evaluation-leakage-audit/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260927.a8fe24d, committed Sep 27, 2026
- First version recorded
- Sep 2, 2026
- Size
- 10,495 bytes
- Repository stars
- 55
- License
- Apache-2.0
Use when reviewing an evaluation, benchmark, or scoring harness for leakage, or a validation result that looks self-confirming. Modes: leakage, self-audit. Not for one claim: use verify-both-ways.
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
# Evaluation leakage audit ## Contract | Field | Bound contract | |---|---| | Trigger | Building or reviewing an evaluation, benchmark, or scoring harness, or an explicit request to check it for leakage or contamination (leakage mode); or a validation plan or result meant to show whether something worked, such as an A/B test, holdout, or score, looks too clean or self-confirming (self-audit mode). | | Authority | Read-only: inspects supplied evidence and reports in chat; writes nothing, so no rollback is needed. No remote mutation. | | Side effect | Return only a report naming where independent ground truth enters and where it does not, with an independence fix for each detected pattern; self-audit mode also names the audit's own non-independence and one root failure. | | Done | Every applicable pattern below has been tested; only detected patterns are reported; each finding has evidence and an independence fix; self-audit mode also applies the auditor-bias patterns to the audit itself and names one root independence failure; if none fire, the report says no leak was found. | ## Inputs …
Read the whole file at its exact version.
How to install
mdr add outlinedriven/outline-driven-development/evaluation-leakage-audit@sha256:fb1f3c8a224c0070The line at the top of this page pins the label git:20260927.a8fe24d, 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_k2dvmboilqd34vfj)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Sep 2, 2026 and Sep 27, 2026, about one every 8 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260927.a8fe24d latest | 2026-09-27 | a8fe24d | 10,495 B | A | view · diff |
| git:20260912.5c5b759 | 2026-09-12 | 5c5b759 | 10,267 B | A | view · diff |
| git:20260905.1f63894 | 2026-09-05 | 1f63894 | 10,236 B | A | view · diff |
| git:20260902.1fe14a3 | 2026-09-02 | 1fe14a3 | 6,388 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 (10495 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
outlinedriven/outline-driven-development · 55 stars · license Apache-2.0 · pushed 2026-09-28 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_k2dvmboilqd34vfj GET https://markdownregistry.com/api/v1/resolve?ref=outlinedriven/outline-driven-development/evaluation-leakage-audit GET https://markdownregistry.com/api/v1/blob/fb1f3c8a224c007096f17187c9219c07d13ae6eb64981a2434059f07121f1eb7
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.