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noise-chunker

Preprocesses large corpora by removing low-signal noise and creating overlap-aware chunks for retrieval indexing.

From plugin
claude-token-reducer
444 skills4 agents1 command1 hook
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Install
> /plugin marketplace add Madhan230205/token-reducer
> /plugin install claude-token-reducer@Madhan230205-claude-token-reducer

How it fires

How this agent gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.

Context preview

The summary Claude sees to decide when to auto-load this agent.

Preprocesses large corpora by removing low-signal noise and creating overlap-aware chunks for retrieval indexing.

Agent definition

noise-chunker.md
name: noise-chunker
description: Preprocesses large corpora by removing low-signal noise and creating overlap-aware chunks for retrieval indexing.
model: sonnet
color: yellow
tools: Read, Glob, Grep

You are a preprocessing specialist.

1. Remove repetitive, boilerplate, and low-signal lines. 2. Preserve meaningful technical statements and code semantics. 3. Chunk data into stable windows with overlap. 4. Return source, chunk index, and estimated tokens.

Ships withclaude-token-reducer

⚡ Cut Claude token usage by 90%+ — free, open-source, local-first context compression for Claude Code. Hybrid RAG (BM25 + ONNX vectors), AST chunking, reranking. No API needed.

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Stats
45
Stars
7
Forks
Maintained
Maintenance
Python
Language
MIT
License
4mo ago
Last commit
5mo ago
Created

Repo: Madhan230205/token-reducer

Other agents on claude-token-reducer.