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Get Started Free →Use BEFORE generating, refactoring, reviewing, or debugging code. Trigger phrases include "write a function/script/class for X", "review this code/diff/PR", "refactor this", "debug this error", "is this implementation correct", "what's wrong with this code", "improve this code", "translate from X to Y", or any prompt with a code block the user wants you to act on. Also fires when planning architectural changes, picking algorithms or data structures, or evaluating dependency upgrades. Calls the c
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-06 | ✓→✗ | ▼ Worse | -86% | 0% |
| case-07 | ✓→✗ | ▼ Worse | -91% | 0% |
| case-08 | ✓→✗ | ▼ Worse | -87% | 0% |
| case-09 | ✓→✗ | ▼ Worse | -83% | 0% |
| case-10 | ✓→✗ | ▼ Worse | -80% | 0% |
When this skill triggers, call the code tool from the ejentum MCP server. Pass a 1-2 sentence framing of WHAT you are coding or reviewing as the query argument. Include the failure risk to avoid where possible.
Good query: review a Python refactor that converts raise UserNotFound to silent default return; tests still pass Bad query: look at this code
The tool returns a structured scaffold containing:
[CODE FAILURE]: engineering failure pattern to avoid[ENGINEERING PROCEDURE]: steps to follow[REASONING TOPOLOGY]: decision flow[CORRECT PATTERN]: shape correct code should take[VERIFICATION]: self-checkAmplify: and Suppress: signalsAbsorb internally. Do NOT echo bracket labels in the user-facing reply. Apply the scaffold's failure-pattern check against your draft before responding; if your code exhibits the named failure, rewrite.
If the API is unreachable, proceed with native engineering. The scaffold enhances; it is not a hard dependency.
Latency cost: ~1 second. Benefit: catches the kinds of behavioral changes and silent contract violations that look plausible but break under real conditions.
Other measured skills in the registry, with their headline benchmark lift.