codex-intent-context-analyzer

To extract structured intent from a vague prompt, this analyzer identifies core goals, pain points, constraints, and missing info, returning a normalized JSON representation for deterministic routing and controlled execution.

Socratic routing handles ambiguous code change requests by triggering clarifying questions and surfacing trade-offs for complex scopes, waiting for explicit confirmation before proposing an agent route or implementation.

Yes, you can use this intent analyzer to route prompts by proposing appropriate primary and secondary agents based on extracted domain signals from the structured JSON output.

The best way to normalize complex prompts before a build or review pipeline is to parse them into structured fields like intent, complexity, and missing_info, enabling controlled execution and integration before implementation steps.

Yes, the intent context analyzer requires explicit confirmation before modifying code or documentation, returning a fenced JSON block and pausing implementation until approval is granted.

You need structured JSON intent extraction for documentation updates when requests are vague or complex, ensuring requirements are explicit, scopes are clarified via Socratic gating, and execution is deterministic.