sp-coding-agent

To clarify vague coding tasks, the agent scans the project root to orient, classifies the task type, and extracts missing context across 9 code-native categories to produce a test-ready plan before touching any files.

Refactoring a module across multiple files safely requires orienting the codebase, extracting context, and creating a concrete implementation plan with strict guardrails, ensuring the agent verifies file changes and self-heals on test failures.

Context extraction for codebase migrations works by mapping the user request to 9 SP-categories, detecting missing context, conflicts, and overlaps to satisfy deterministic mapping requirements before applying any code changes.

Yes, you can use this coding agent for large refactors without detailed specifications because it applies the SMART POLE framework to identify missing context and generate deterministic, test-ready implementation plans automatically.

Coding agents fail executing vague requests like add pagination due to missing context and ambiguity; applying a plan-and-verify framework extracts necessary SP-categories and enforces guardrails before execution to prevent misinterpretation.

You do not need to set up testing frameworks beforehand, as the agent's verify step runs linting, type checks, and tests after execution, self-healing on failures to ensure the implementation plan meets test-ready standards.