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promptfoo vs Toonify Token Optimization

Side-by-side comparison with live GitHub signals. Last updated May 16, 2026.

p

promptfoo

Test and evaluate LLM prompts and agents — 11K+ stars

OSSFree
21.3Ktoday278
T

Toonify Token Optimization

Reduce LLM API costs by 30-60% through intelligent token compression

OSSFree
110.5K7d ago77
MetricpromptfooToonify Token Optimization
GitHub Stars21.3K110.5K
Contributors27877
Last CommitMay 16, 2026May 9, 2026
Open Issues2688
Licenseopen-sourceopen-source
Pricingopen-sourceopen-source
Free TierYesYes
Categorydev-toolsdev-tools
TrendingNoNo

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Only in promptfoo

evaluationtestingred-teamingsecurityci-cdopen-source

Only in Toonify Token Optimization

optimizationcost-reductiontokenspython

About promptfoo

promptfoo is an open-source tool for testing, evaluating, and red-teaming LLM applications. Run automated evaluations across multiple models and prompts, compare outputs side-by-side, detect regressions, and test for security vulnerabilities. Supports custom assertions, CI/CD integration, and model-graded evaluations.

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About Toonify Token Optimization

Toonify is a token optimization tool that compresses LLM prompts and responses using a custom TOON format, reducing API costs by 30-60% without meaningful quality loss. It works by stripping unnecessary verbosity, abbreviating common patterns, and restructuring prompts for token efficiency. Compatible with any LLM API. Part of the awesome-llm-apps collection.

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