Few-Shot Fix
Prompting$99
When Claude gives different results each time, most developers add more few-shot examples. But that only works for one of three possible root causes. This skill diagnoses whether inconsistent output is caused by missing examples (format varies), bad tool descriptions (wrong tool selection), or missing programmatic enforcement (business rules ignored) — then applies the correct fix. Distilled from collective expert intelligence on prompt engineering and Claude API optimization.
What's Inside
Root cause diagnosis framework (3 problem types)
Few-shot example crafting for format consistency
Tool description rewriting for correct selection
Programmatic enforcement for business rules
Decision tree: which fix for which symptom
Real-world before/after examples
Skill Preview
few-shot-fix.md
---
name: few-shot-fix
description: Fix inconsistent Claude output by creating few-shot examples.
---
# Fix Inconsistent AI Output
When Claude gives inconsistent results (different format each time,
wrong tool selection, or ignores business rules), the fix depends
on the ROOT CAUSE. This skill diagnoses and fixes the right layer.
## Diagnosis Framework
### Problem Type 1: Output FORMAT varies between runs
**Symptom:** Claude returns data in different structures each time.
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Copy to your Claude Code skills directory:
cp few-shot-fix.md .claude/skills/30-day money-back guarantee
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Works with Claude Code, Cursor & Codex CLI
Claude CodeCursorCodex CLI