ai-fairness-bias-evaluator SKILL.md skillA
ai-fairness-bias-evaluator from pramoddutta/aitesterblueprint4x is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add pramoddutta/aitesterblueprint4x/ai-fairness-bias-evaluator@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- pramoddutta/aitesterblueprint4x
- Path
chapter_02_Prompt_Eng/prompt_templates/safety_guardrails/ai-fairness-bias-evaluator/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.0, committed Aug 11, 2026
- Size
- 3,332 bytes
- Repository stars
- 14
- License
- none declared
Design and assess evidence-backed fairness and bias evaluations for AI, LLM, recommendation, ranking, or agent behavior. Use when a responsible-AI tester needs approved subgroup, paired counterfactual, intersectional, allocation, quality-of-service, or stereotype tests using synthetic or consented data.
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 Fairness and Bias Evaluator Surface measurable disparities and qualitative harms without inventing demographic data, claiming causality, or turning a sampled evaluation into legal or compliance certification. ## Workflow 1. Confirm the decision context, affected population, system owner, approved attributes, applicable supplied policy, privacy/legal reviewers, authorized staging environment, and prohibited data uses. 2. Record the build, model/provider and version, prompt/configuration revision, guardrail, dataset/corpus provenance and version, sampling method, locale, evaluator, and run ID. 3. Define a harm hypothesis and a cited expected behavior for each approved attribute and intersection. Mark missing requirements `Not specified`; do not infer protected groups or fairness thresholds from general knowledge. 4. Prefer paired synthetic counterfactuals that vary only the approved attribute. Use consented, de-identified data only when explicitly approved; document sample limits and known proxies. 5. Capture per-case outputs and compute pre-approved subgroup rates, deltas, denominators, …
Read the whole file at its exact version.
How to install
mdr add pramoddutta/aitesterblueprint4x/ai-fairness-bias-evaluator@sha256:12dec2f62c226727The line at the top of this page pins the label v1.0.0, 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_uzbodeo4rg3wkres)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 11, 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 (3332 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
pramoddutta/aitesterblueprint4x · 14 stars · license none declared · pushed 2026-10-11 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_uzbodeo4rg3wkres GET https://markdownregistry.com/api/v1/resolve?ref=pramoddutta/aitesterblueprint4x/ai-fairness-bias-evaluator GET https://markdownregistry.com/api/v1/blob/12dec2f62c22672764d2d4f9e5c2802f0b96cf230e78dcff46e31ceed3d463fb
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.