ProUtils

LLM Context Window Planner

Plan context window usage across fixed prompt tokens, chat history, retrieved docs, and reserved output.

About This Tool

Break a context window into prompt, history, retrieved document, and output budgets.

This is useful for RAG workflows, agents, long chat sessions, and model migration planning.

Remaining context

31,704

Fit status

Fits

Needed chunks

30

Used %

75.2%

How to Use

  1. 1

    Enter the values you need or paste your text into the input area.

  2. 2

    Adjust any options, units, or settings for your exact use case.

  3. 3

    Review the result and copy it into your document, workflow, or next task.

Features

Instant Results

Outputs update directly in the browser as you enter values.

Browser-Based Processing

Your inputs are handled locally and are not uploaded for calculation.

Simple Inputs

Clear fields and readable outputs keep repeat tasks fast.

Free to Use

Use the tool immediately with no sign-up or installation.

Common use cases

  • Check whether retrieved documents fit with chat history.
  • Reserve enough output tokens before sending a request.
  • Estimate how many chunks a document retrieval plan needs.

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