I've been building AI applications for a while, and I noticed a common problem — most prompt engineering tools online require sign-ups, send your data to servers, or are hidden behind paywalls.
So I built AI Prompt Toolkit — a collection of 7 free tools that run entirely in your browser. No sign-up. No servers. No data collection. 100% private.
The 7 Tools
1. Token Estimator
Estimate characters, words, and token usage before sending prompts to LLM APIs. Uses the ~4 chars/token approximation that works well for GPT-style models.
2. JSON Schema Generator
Paste any sample JSON object and instantly get a valid JSON Schema (Draft 2020-12 compliant). Supports nested objects, arrays, and all primitive types.
3. JSON Validator
Validate model responses against your schema with type checking, required field validation, and path-level error reporting. Catches AI output failures before they reach production.
4. Prompt Formatter
Turn messy prompt notes into clean, numbered instruction blocks. Removes noise and structures your prompt for better AI comprehension.
5. Prompt Cleaner
Remove control characters, extra spacing, and malformed line breaks from prompts. Great for cleaning up copy-pasted text before sending to an LLM.
6. Prompt Variable Extractor
Extract variables like {name}, {{city}}, [tone], and :language from any prompt template. Supports 4 syntaxes and sorts results alphabetically.
7. Advanced Prompt Optimizer
A premium interface to polish prompts, compare original vs optimized side-by-side, and copy the refined version.
Why In-Browser?
Most AI prompt tools send your data to external servers. That's a problem when you're working with:
- Sensitive company prompts
- Client data
- Proprietary templates
AI Prompt Toolkit processes everything locally. Your prompts, JSON data, and text never leave your browser.
Tech Stack
- React 19 + TypeScript
- Tailwind CSS 4
- Vite 7
- Framer Motion
- Zero backend dependencies
What's Next?
The toolkit also includes 25+ blog guides on prompt engineering, JSON schema design, LLM workflows, and AI productivity:
I'd love to hear your feedback! What other tools would be useful for your prompt engineering workflow?
All tools are free and open for anyone to use. No sign-up required.






















