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winnow

Filters every tool result through a fast judge model before it enters context, keeping only what matters.

by @GhalebDweikat109Updated Broad accessGitHub

Installation

  1. Install from your shell (answer y to add the marketplace)

    $ claude plugin install winnow --marketplace GhalebDweikat/winnow

Already in a session? Type this at the Claude Code prompt:

$ /plugin install winnow --marketplace GhalebDweikat/winnow

Pick a scope and the mod is active right away. Needs Claude Code 2.1.287 or later, in a terminal. Full install guide

What does winnow do?

  • Judges large Read, Bash and Grep results block by block before they enter Claude's context
  • Replaces confidently unneeded blocks with a three-line stub: what was hidden, a summary and a recall key
  • Claude restores hidden text on demand with winnow_recall
  • Injects relevant project memory files at prompt time
  • Shadow mode logs what it would hide without changing what Claude sees

What do you need?

  • Claude Code 2.1.287 or later (terminal)
  • Python 3.10+ and uv
  • TypeSafe Jev API key (early access), or an Anthropic API key with WINNOW_JUDGE=adapter
  • Anthropic credentials for summaries (optional)

What can this mod access?

Read from the mod's code with claude plugin validate on Claude Code 2.1.296, synced Oct 12, 2026. This is a capability list, not a security audit. Mods run with your permissions, so install only from authors you trust.

Broad access
  • Runs programs on your machine
  • Makes network requests
  • Intercepts or rewrites tool calls
  • Reads or rewrites your prompts
  • Reads files
Hooks and engine calls (2 + 7)

hooks

  • prompt.submit
  • tool.call{tool=?}

calls

  • $.fs.stat
  • $.http.fetch
  • $.process.run
  • $.session.cwd
  • $.session.id
  • $.ui.log
  • $.ui.toast

How do you uninstall winnow?

$ claude plugin uninstall winnow

To switch it off without removing it, use claude plugin disable with the same name.

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$ claude plugin install token-optimizer --marketplace alexgreensh/token-optimizer

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Context engineering for Claude Code that keeps long sessions on track so work gets finished instead of derailed.

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$ claude plugin install navigator --marketplace qf-studio/navigator

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PromptToolsWorkflowBroad access
$ claude plugin install lcm --marketplace lossless-claude/lcm