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AI Developer Tools

Browser-based utilities for prompts, structured output, tokens and AI agent development.

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Token Counter

Estimate tokens and prompt size locally.

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Prompt Formatter

Turn rough instructions into a clearer prompt structure.

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JSONL Validator

Validate JSONL rows and locate broken lines.

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JSON Repair

Repair common malformed model JSON output.

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Prompt Template

Inspect {{variables}} in prompt templates.

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Context Splitter

Split large text into approximate token-sized chunks.

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Prompt Diff

Compare prompt versions line by line.

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AI Cost Calculator

Estimate model API cost from token counts and your rates.

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MCP Validator

Check MCP tool definitions for common structural issues.

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JSON Schema Generator

Infer a JSON Schema from sample data.

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Structured Output

Validate model JSON against a JSON Schema.

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PII Redactor

Mask common emails, phones and tokens before sharing prompts.

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RAG Chunker

Split documents into approximate retrieval chunks.