survey-data-audit SKILL.md skillA
survey-data-audit from scdenney/open-science-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add scdenney/open-science-skills/survey-data-audit@git:20261105.dee0bc5Pins git:20261105.dee0bc5 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- scdenney/open-science-skills
- Path
plugin/skills/survey-data-audit/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261105.dee0bc5, committed Nov 5, 2026
- First version recorded
- Aug 17, 2026
- Size
- 16,062 bytes
- Repository stars
- 69
- License
- a license file GitHub does not identify
Audits fielded survey-response data for registered elements, data quality, bot and AI-automation screening, and sample integrity, and produces an appendix-ready quality report. Use at soft launch before full field, after fielding before outcomes are analyzed, or when asked what a study did about bots and AI respondents.
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
# Survey Data Audit The pass a careful survey team runs between soft launch and analysis: confirm the instrument captured what was registered, screen for automation and low-effort responding, reconcile the realized sample against quotas and vendor dispositions, and emit an appendix table plus a methods paragraph. Platform-agnostic; examples name Qualtrics-style fields because that is where the field names are standardized. ## When to use - Soft launch has landed (~50-150 completes per market) and a go/no-go read is due before full field. - Fielding is complete and the data-quality appendix has to exist before anyone touches the outcomes. - A vendor, reviewer, or PI asks what the study did about bots and AI respondents. Not for reshaping conjoint exports (that is `conjoint-cleaning`), and not for inventing exclusion rules a study should have registered (that is `pre-registration-writing`). ## Inputs Required: a response-level export, one row per submission, partials and screenouts included where the platform exports them. Optional, each unlocking a phase: - interaction paradata (per-page event counts, honeypot indicator, automation-surface flags) …
Read the whole file at its exact version.
How to install
mdr add scdenney/open-science-skills/survey-data-audit@sha256:5062d3629e78e718The line at the top of this page pins the label git:20261105.dee0bc5, 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_bhanmltinbxs7bf4)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Aug 17, 2026 and Nov 5, 2026, about one every 20 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261105.dee0bc5 latest | 2026-11-05 | dee0bc5 | 16,062 B | A | view · diff |
| git:20261008.697c89f | 2026-10-08 | 697c89f | 16,093 B | A | view · diff |
| git:20260909.08bf795 | 2026-09-09 | 08bf795 | 16,016 B | A | view · diff |
| git:20260905.c12f077 | 2026-09-05 | c12f077 | 16,012 B | A | view · diff |
| git:20260817.a1ba97b | 2026-08-17 | a1ba97b | 15,981 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 (16062 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
scdenney/open-science-skills · 69 stars · license a license file GitHub does not identify · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_bhanmltinbxs7bf4 GET https://markdownregistry.com/api/v1/resolve?ref=scdenney/open-science-skills/survey-data-audit GET https://markdownregistry.com/api/v1/blob/5062d3629e78e7183abe44b8b3b2e83835847c52820c2260abe552d8e6739b68
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.
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