audit-data-contamination SKILL.md skillA
audit-data-contamination from yogsoth-ai/de-anthropocentric-research-engine is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add yogsoth-ai/de-anthropocentric-research-engine/audit-data-contamination@git:20260923.cbc38aaPins git:20260923.cbc38aa in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- yogsoth-ai/de-anthropocentric-research-engine
- Path
skills/audit-data-contamination/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260923.cbc38aa, committed Sep 23, 2026
- Size
- 1,519 bytes
- Repository stars
- 508
- License
- Apache-2.0
Audit train/test leakage, memorization artifacts, temporal leakage, and disclosure pathways that can invalidate evaluation.
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
# audit-data-contamination ## Purpose Audit train/test leakage, memorization artifacts, temporal leakage, and disclosure pathways that can invalidate evaluation. ## Input contract ```yaml required: [dataset_partitions, training_sources, evaluation_records] optional: [release_history, deduplication_keys, access_logs] constraints: [each contamination claim requires a matched record, pathway, and comparison basis] ``` ## Procedure 1. Define partition, temporal, entity, and disclosure boundaries. 2. Match evaluation items against training and public-source records using declared keys. 3. Test suspected leakage pathways and compare affected with unaffected cases. 4. Classify confirmed, plausible, and unassessed contamination with impact notes. ## Output contract ```yaml produces: [contamination_matches, pathway_map, affected_case_set, impact_assessment, audit_uncertainties] delta_fields: [findings, evidence_updates, uncertainties, decisions, open_questions] ``` ## Quality gates - Matching keys and time boundaries are recorded. - False-positive matches are sampled and documented. ## Failure and counterexamples …
Read the whole file at its exact version.
How to install
mdr add yogsoth-ai/de-anthropocentric-research-engine/audit-data-contamination@sha256:5f6a3c2149cb7608The line at the top of this page pins the label git:20260923.cbc38aa, 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_pdet6wdwwyto5qpw)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 23, 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 (1519 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
yogsoth-ai/de-anthropocentric-research-engine · 508 stars · license Apache-2.0 · pushed 2026-10-23 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_pdet6wdwwyto5qpw GET https://markdownregistry.com/api/v1/resolve?ref=yogsoth-ai/de-anthropocentric-research-engine/audit-data-contamination GET https://markdownregistry.com/api/v1/blob/5f6a3c2149cb7608f97e6a7df0c405cfd39f6b410e72af113931abb74a72b05c
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.