moar

moar optimizes documents for LLMs by stripping formatting bloat and redundant metadata, saving up to 95% of tokens. Local-only processing keeps files private and the optimization engine is free to use.

moar

About moar

moar is a client-side document optimizer available as a Chrome extension that extracts meaningful structure from files and converts them into clean Markdown or CSV. It supports nine common formats and can process files up to 50 MB while keeping processing local to your device.

Review

moar aims to reduce the amount of irrelevant formatting that large language models must read, claiming up to 95% token savings with no loss of meaning. The focus on local processing and a no-uploads, no-logs approach makes privacy a central selling point.

Key Features

  • Up to 95% token savings by stripping formatting metadata and redundant content.
  • Supports nine file formats: PDF, DOCX, PPTX, XLSX, CSV, TXT, MD, JSON and HTML.
  • Processes files up to 50 MB each and outputs clean, AI-friendly Markdown or CSV.
  • Runs locally as a Chrome extension with a 100% private-by-design model (no server uploads or logs).
  • The core optimization engine is offered free to users.

Pricing and Value

moar is offered for free and emphasizes that its document optimization engine will remain free. The primary value proposition is lower token usage when sending documents into language models, which can reduce costs for paid LLM usage and improve response quality by removing irrelevant content. The emphasis on local processing also adds non-monetary value for users who need strong privacy assurances.

Pros

  • Substantial token reduction claims can meaningfully cut usage costs for LLM workflows.
  • Client-side processing with no uploads or logs improves document privacy and control.
  • Wide format support and reasonably large single-file limits (50 MB) handle many real-world documents.
  • Produces directly usable Markdown/CSV outputs that integrate with common AI tools.

Cons

  • New launch status means limited long-term user feedback and real-world testing across diverse file types.
  • Currently available as a Chrome extension, so users on other browsers or needing an API may find integration options limited.
  • Claimed token savings will vary by document; complex or unusual layouts may see smaller reductions.

moar is a good fit for professionals who frequently feed long or formatted documents into language models and want to reduce cost while keeping files private. It is especially useful for researchers, analysts, and writers who prefer a lightweight, browser-based tool to pre-process documents before using external AI services.



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