intent-solutions-io/validating-ai-ethics-and-fairness
010-archive/backups-20251108/skill-structure-cleanup-20251108-073936/plugins/ai-ml/ai-ethics-validator/skills/ai-ethics-validator/SKILL.md
This skill enables Claude to validate the ethical implications and fairness of AI/ML models and datasets. It is triggered when the user requests an ethics review, fairness assessment, or bias detection for an AI system. The skill uses the ai-ethics-validator plugin to analyze models, datasets, and code for potential biases and ethical concerns. It provides reports and recommendations for mitigating identified issues, ensuring responsible AI development and deployment. Use this skill when the user mentions "ethics validation", "fairness assessment", "bias detection", "responsible AI", or related terms in the context of AI/ML.
$ install --global
skillsauthnpx skillsauth add intent-solutions-io/plugins-nixtla validating-ai-ethics-and-fairnessInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: Apr 5, 2026, 11:46 PM4.5s4 files scanned
SKILL.md
- name:
- validating-ai-ethics-and-fairness
- description:
- |
- allowed-tools:
- Read, Write, Edit, Grep, Glob, Bash
- version:
- 1.0.0
Overview
This skill empowers Claude to automatically assess and improve the ethical considerations and fairness of AI and machine learning projects. It leverages the ai-ethics-validator plugin to identify potential biases, evaluate fairness metrics, and suggest mitigation strategies, promoting responsible AI development.
How It Works
- Analysis Initiation: The skill is triggered by user requests related to AI ethics, fairness, or bias detection.
- Ethical Validation: The ai-ethics-validator plugin analyzes the provided AI model, dataset, or code for potential ethical concerns and biases.
- Report Generation: The plugin generates a detailed report outlining identified issues, fairness metrics, and recommended mitigation strategies.
When to Use This Skill
This skill activates when you need to:
- Evaluate the fairness of an AI model across different demographic groups.
- Detect and mitigate bias in a training dataset.
- Assess the ethical implications of an AI-powered application.
Examples
Example 1: Fairness Evaluation
User request: "Evaluate the fairness of this loan application model."
The skill will:
- Invoke the ai-ethics-validator plugin to analyze the model's predictions across different demographic groups.
- Generate a report highlighting any disparities in approval rates or loan terms.
Example 2: Bias Detection
User request: "Detect bias in this image recognition dataset."
The skill will:
- Utilize the ai-ethics-validator plugin to analyze the dataset for representation imbalances across different categories.
- Generate a report identifying potential biases and suggesting data augmentation or re-sampling strategies.
Best Practices
- Data Integrity: Ensure the input data is accurate, representative, and properly preprocessed.
- Metric Selection: Choose appropriate fairness metrics based on the specific application and potential impact.
- Transparency: Document the ethical considerations and mitigation strategies implemented throughout the AI development process.
Integration
This skill can be integrated with other plugins for data analysis, model training, and deployment to ensure ethical considerations are incorporated throughout the entire AI lifecycle. For example, it can be combined with a data visualization plugin to explore the distribution of data across different demographic groups.
Related Skills
intent-solutions-io/managing-database-sharding
tools
VerifiedTrustedCommunity
This skill assists with managing database sharding strategies. It is activated when the user needs to implement horizontal database sharding to scale beyond single-server limitations. The skill supports designing sharding strategies, distributing data across multiple database instances, and implementing consistent hashing, automatic rebalancing, and cross-shard query coordination. Use this skill when the user mentions "database sharding", "sharding implementation", "scale database", or "horizontal partitioning". The plugin helps design and implement sharding for high-scale applications.
8SKILL.mdUpdated Jul 11, 2026
intent-solutions-io/scanning-database-security
tools
VerifiedTrustedCommunity
This skill enables Claude to perform comprehensive database security scans using the database-security-scanner plugin. It is triggered when the user requests a security assessment of a database, including identifying vulnerabilities like weak passwords, SQL injection risks, and insecure configurations. The skill leverages OWASP guidelines to ensure thorough coverage and provides remediation suggestions. Use this skill when the user asks to "scan database security", "check database for vulnerabilities", "perform OWASP compliance check on database", or "assess database security posture". The plugin supports PostgreSQL and MySQL.
8SKILL.mdUpdated Jul 11, 2026
intent-solutions-io/designing-database-schemas
testing
VerifiedTrustedCommunity
This skill enables Claude to design and visualize database schemas. It leverages normalization guidance (1NF through BCNF), relationship mapping, and ERD generation to create efficient and well-structured databases. Use this skill when the user requests to "design a database schema", "create a database model", "generate an ERD", "normalize a database", or needs help with "database design best practices". The skill is triggered by terms like "database schema", "ERD diagram", "database normalization", and "relational database design".
8SKILL.mdUpdated Jul 11, 2026
intent-solutions-io/managing-database-replication
tools
VerifiedTrustedCommunity
This skill enables Claude to manage database replication, failover, and high availability configurations using the database-replication-manager plugin. It is designed to assist with tasks such as setting up master-slave replication, configuring automatic failover, monitoring replication lag, and implementing read scaling. Use this skill when the user requests help with "database replication", "failover configuration", "high availability", "replication lag", or "read scaling" for databases like PostgreSQL or MySQL. The plugin facilitates both physical and logical replication strategies.
8SKILL.mdUpdated Jul 11, 2026