Token & Word Counter

Paste text to see character and word counts plus a rough token estimate (≈4 characters per token for English). Useful for getting a feel for context-window sizes.

Prompt Builder

Structure a prompt using the role / task / context / format pattern — a simple template that often improves LLM responses.

JSON Formatter

Pretty-print and validate JSON — handy when working with model API payloads and structured outputs.

Prompting Cheat Sheet

Quick techniques that commonly improve results with language models:

• Be specific: state the audience, length, and format you want.
• Give examples: one or two samples (few-shot) anchor style and structure.
• Ask for reasoning: request step-by-step thinking for complex problems.
• Iterate: treat the first answer as a draft and refine with follow-ups.
• Verify: check facts, citations, and code before relying on them.