vaibkumr/prompt-optimizer

Minimize LLM token complexity to save API costs and model computations.

github.com/vaibkumr/prompt-optimizer
vaibkumr/prompt-optimizer homepage screenshot

About vaibkumr/prompt-optimizer

prompt-optimizer reduces prompt token counts to lower API costs and compute load for language systems. It can help models with small context lengths process larger documents. Increased compression can lower model performance.

Pricing is not clearly stated.

Key features

  • Works without access to weights, logits or decoding algorithm
  • Protected tags to mark prompt sections to preserve
  • Chain different optimizers together sequentially
  • Reports tokens reduced and semantic similarity
  • Supports langchain style chains and OpenAI request JSON
  • p parameter between 0 and 1 controls ratio of tokens removed
Watch out for
  • No single optimizer fits all tasks
  • Test results cover only the first 100 LogiQA samples and should not be generalized

vaibkumr/prompt-optimizer at a glance

Type
Open-source project
Pricing
Not confirmed. Check the site
Details verified
Oct 22, 2026 · Official source
Open source
Yes · Source code
Language
English
Last checked
Oct 5, 2026 · Online when checked
Listed
Oct 5, 2026

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vaibkumr/prompt-optimizer FAQ

How do I install prompt-optimizer?
Run pip install prompt-optimizer.
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