Home
New to AI
All 47 tools →
Features
Use cases
Live demo
Impact analytics
Pricing
Blog
FAQ
About
CLAUDE.md Generator
Few-Shot Example Set Builder
MCP Config Wizard
System Prompt Generator
Prompt Optimizer
RAG Chunking & Retrieval Planner
ReAct Prompt Converter
Skill File Generator
Structured Output Schema Builder
Subagent & Slash Command Generator
Tool / Function Schema Generator
Workflow to Agent Blueprint
Free tool
Few-Shot Example Set Builder
Get the smallest, most diverse example set that actually earns its keep — priced per call and per month, with an honest verdict on whether a better instruction would do instead.
Get started-
Actively checks whether a plain instruction would do the job without examples at all, and generates that instead when it's the honest answer — this tool can and does recommend against itself.
-
Every dollar figure is the real, exactly-counted token cost the examples add per call and per month — never a model-guessed estimate.
-
Warns about example-ordering bias and checks the set itself for an unintended bias beyond the task, not just whether the examples are individually correct.
Frequently asked questions
This tool is powered by Claude (Anthropic).
Few-shot examples cost real tokens on every single call, forever, and can accidentally teach a model to copy an irrelevant trait the examples happen to share. When clear instructions alone reliably produce the right format and behavior, examples are a recurring cost for no real benefit — this tool says so directly instead of padding your prompt with examples you don't need.
It looks for a trait every example in the set accidentally shares that has nothing to do with the task itself — the same name, sentiment, length, or format quirk in every example — which a model can learn to require even though it was never actually part of what you asked for.
No. Answer the questions, get your result, and download or copy it. An email address is required to generate the file and enforce a fair-use daily limit; no account is created.