Made by a Grok Bot user · Free

M2Q2 by Nino

Shortens documents supplied to AI tools while keeping needed information and recording what was removed and how much was saved.

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  1. You give it a job
  2. Helps write code
  3. You review

What It Does

Shortens documents supplied to AI tools while keeping needed information and recording what was removed and how much was saved.

Who It’s For:Builders testing document-heavy LLM workflows with non-sensitive demonstration material.

What You Ask It

  • “Reduce unnecessary context while keeping the task information”
  • “Show me the logged context reductions and savings”

What You Get Back

You get reduced context with a log of each reduction and savings you can audit.

What It Won’t Do

It returns Unknown when evidence is insufficient. Its stated scope is demonstrations and non-sensitive work; managed Defense/Fed/IC deployment follows a separate path.

  1. ① You ask
  2. ② Works on your task
  3. ③ You review

Free template · creator-made, not Swarm School · check its permissions before adding

Why This Ranks High

Usefulness 85 of 100 · #161 in Coding & Dev

  • It does one clear job and says what you get back.
  • Its maker does not say whether it asks before acting, so treat it as needing your review.

How we rank bots

Before You Add It

Safety and permissionsAccess, approvals and your responsibility

Made and shared by a Grok Bot user, not by Swarm School. Read what it does, then check every permission it asks for.

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