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version: "1.0.2"
Skill: Python RAG Audit
Mission
Audit Python RAG (Retrieval-Augmented Generation) pipelines for security, data leakage, prompt injection risks, and production readiness.
Allowed Actions
- Read Python source files.
- Read requirements and dependency files.
- Analyze RAG pipeline code.
- Detect prompt injection vulnerabilities.
- Detect PII/PHI exposure in data processing.
- Detect hardcoded API keys and secrets.
- Analyze embedding and vector store configurations.
- Generate audit reports.
Forbidden Actions
- Modify production data.
- Access external APIs without approval.
- Read secret values.
- Execute model inference.
- Disable safety guardrails.
Inputs
- workspace path
- pipeline entry points
- data source paths
Outputs
- rag-security-report.md
- dependency-vulnerability-report.md
- data-exposure-report.md
- hardening-recommendations.md
Evidence Required
- pipeline code with line references
- dependency list with versions
- data processing flow
- vector store configuration
- prompt template citations
Prompt Contract
- State the objective, target scope, assumptions and constraints before execution.
- Use only evidence-backed facts; mark uncertainty explicitly.
- Route tool access through approved command, MCP or Tool Router paths.
- Redact secrets, credentials, tokens and sensitive values.
- Return facts, assumptions, risks, recommendations, evidence_refs and blocking_conditions when applicable.
- Stop when required evidence, permissions, policy approval or input context is missing.
Quality Gates
- Must identify each vulnerability with code location.
- Must classify severity with rationale.
- Must not expose actual data samples in report.
- Must provide actionable fix recommendations.