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ai-tooling-data-flow-reviewerlisted

Given a proposed AI tool integration (Copilot Chat knowledge base, Cursor on a regulated repo, an internal LLM gateway routing to an external provider, a Copilot agentic action that touches a system of record), map the complete data flow and flag every place regulated data could leave the org's boundary. Cross-references vault facts (data residency, content exclusion, audit log paths) to validate the org's posture matches the integration's actual flows. Produces a data-flow diagram (ASCII), a per-hop classification table, and a findings list. Use before greenlighting any new AI tool integration touching production systems or regulated data.
themarmack/research-bot · ★ 0 · AI & Automation · score 68
Install: claude install-skill themarmack/research-bot
# ai-tooling-data-flow-reviewer The skill that answers "if we wire AI tool X into system Y, where does our regulated data end up?" Specialized for AI integrations because the data flow is non-obvious (inference happens off-org-network) and the controls are different (content exclusion + residency vs traditional network egress). ## When to use - New AI tool integration proposed (Copilot knowledge base, internal LLM gateway, Cursor on regulated repo, MCP server enabling agentic actions). - Existing AI integration adds a new data source. - AI tool vendor announces a new data-handling feature (e.g., residency change, new context-loading path). - Pre-CAB review for any AI-related change. ## When NOT to use - Generic data-flow review without AI angle → `secure-design-reviewer`. - AI tool selection / vendor evaluation → [`vendor-security-eval`](../vendor-security-eval/SKILL.md). - Specific Copilot policy question → `copilot-faq-answerer`. ## Workflow 1. **Identify the integration scope**: components, source data, destination. 2. **Build the data-flow diagram** (ASCII): every hop from data source through AI tool to consumer. 3. **Per-hop classification**: at each hop, what data classification crosses? Does it cross a trust boundary? What's the control at that hop? 4. **Cross-reference vault facts**: check Copilot data-residency posture, content exclusion config, audit log path, IP indemnity scope — does the org's existing posture cover this flow's claims? 5. **Find the gaps**: