RAG Noise Pruner

Prune noisy and redundant RAG chunks by scoring relevance, information density, and duplication risk.

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Chunks

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Keep

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Rewrite

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Drop

0.0

Avg Score

Chunk decisions

Add query and chunks to prune noise.

Pruned chunk set

Ranked JSON

About This Tool

RAG Noise Pruner removes low-value chunks before retrieval by combining relevance, density, and duplication heuristics.

Frequently Asked Questions

Is this embedding similarity?

No. Scoring is deterministic and lexical for fast local pruning.

Why mark some chunks as rewrite?

Rewrite indicates partially relevant chunks that need compression or cleanup rather than removal.

Is data uploaded?

No. Chunk pruning runs locally in your browser.

Related Tools

RAG Chunking Simulator
Simulate chunk size and overlap settings to tune retrieval-ready document chunking.
Context Window Packer
Pack prompt segments by priority into a fixed token budget with required-rule support.
RAG Context Relevance Scorer
Rank retrieval chunks for a query with overlap, phrase hits, and redundancy penalties.

Compare With Similar Tools

Decision pages to quickly see when to use each tool.

RAG Noise Pruner vs RAG Context Relevance Scorer

Chunk cleanup and pruning vs relevance ranking and scoring.

RAG Noise Pruner vs RAG Chunking Simulator

Retrieval chunk cleanup and deduplication vs chunk strategy simulation and comparison.

Workflow Links

Suggested step-by-step tools based on this page intent.

Before This Tool

RAG Context Relevance ScorerRank retrieval chunks for a query with overlap, phrase hits, and redundancy penalties.Prompt LinterLint prompts for ambiguity, missing constraints, and conflicting instructions.Function Calling Schema TesterTest tool-call arguments against function schema and catch validation failures early.

Next Step Tools

RAG Context Relevance ScorerRank retrieval chunks for a query with overlap, phrase hits, and redundancy penalties.RAG Context Poisoning DetectorDetect poisoned retrieval chunks with injection and exfiltration-style risk markers.Jailbreak Replay LabReplay jailbreak scenarios, score model defenses, and export deterministic safety reports.