A developer-first UI for testing, tagging, and exporting LLM prompts. With built-in support for OpenAI, Claude, and Ollama.

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About

LLM Prompt Debugger is a playground for evaluating and labeling LLM outputs.

Features:

• Prompt input + response viewing
• Model selection (OpenAI, Claude, Ollama)
• Tagging UI for prompt categorization
• JSON + Markdown export support
• Hotkey: Cmd+Enter or Ctrl+Enter to run

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Getting Started

ℹ️ Requires Node.js 18+ and pnpm

If you don’t have pnpm installed:

npm install -g pnpm

Then clone and run the project locally:

git clone https://github.com/Cre4T3Tiv3/llm-prompt-debugger.git
cd llm-prompt-debugger
pnpm install
pnpm dev

Visit: http://localhost:3000

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Lockfile Strategy

This project uses a pnpm-lock.yaml file to ensure deterministic installs across contributors and CI environments.

• Use pnpm to install dependencies and preserve the lockfile
• If you prefer npm or yarn, delete pnpm-lock.yaml before running install
• Officially supported: pnpm (fast, efficient, and CI-friendly)

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Tagging System

Apply semantic and stylistic tags to each prompt-response pair.

Built-in tags:

• code, debug, refactor, summarization, technical, marketing, LLM, simulation
• tone:professional, tone:casual, tone:funny, tone:neutral

Custom tags are supported via input field.

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Exporting

Export history to:

• JSON for programmatic analysis
• Markdown for docs or knowledge sharing

ℹ️ Markdown output is grouped by model and time-stamped

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Model Support

Provider	Example Model	Usage Notes
OpenAI	gpt-4, gpt-4o	Requires OPENAI_API_KEY
Anthropic	claude-3-opus	Requires CLAUDE_API_KEY
Ollama	llama3	Local model support

Set these API keys in .env.local

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End-to-End Usage Guide

Looking to test prompts from start to finish?

See the full walkthrough for testing, tagging, exporting, and sharing prompts across supported LLM providers:

E2E-GUIDE.md

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Deployment

To deploy statically:

pnpm build
pnpm start

Supports Vercel, Netlify, Docker, and self-hosting.

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Contributing

PRs are welcome! Open an issue or discussion to propose ideas.

See CONTRIBUTOR.md for setup and guidelines.

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Maintainer

Built with ❤️ by @Cre4T3Tiv3 at ByteStack Labs

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License

MIT – © 2025 @Cre4T3Tiv3

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⚠️ Known Installation Warnings

This project includes some development dependencies with upstream deprecation warnings (e.g., [email protected], [email protected]). These are non-breaking and safe to ignore.

For detailed context and updates:

KNOWN-WARNINGS.md

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