prefix-pruner
Skill1 starsChanged 31 days agoMITView on GitHub
Instructions for upstream context pruning using recorded usefulness: auto, aggressive and conservative strategies. Validate the records and preserve required instructions; do not assume fixed token savings. Not for context transport deltas or prefix measurement.
1 other project uses a version of this, 1 of them edited.
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Most recently taken up by
- zedarvates/botte-secreteedited, first seen Aug 8, 2026
Other versions1 project uses a version of this.
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Edited · 1
- zedarvates/botte-secrete★ 233% same
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How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
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The file
Files
Prefix Pruner
Package scope and prerequisites
This catalog ships instructions, not the executable runtime. Python modules, scripts, local services and optional tools named below must be installed separately from the upstream project. Check their availability before running commands; if they are missing, explain the prerequisite instead of claiming execution or results. The host agent may use model tokens while following these instructions.
Élimine les sections de contexte que l'agent n'utilise jamais.
Stratégies
| Stratégie | Description |
auto | Prefix tree + usage tracking |
aggressive | Supprime les sections sous le seuil de pertinence déclaré |
conservative | Ne supprime que les sections sans usage observé |
Mesurer les effets et préserver les instructions nécessaires ; aucun gain fixe n'est fourni ici.
Usage
python -m skills.prefix_pruner.cli prune < context.txt
python -m skills.prefix_pruner.cli tree
python -m skills.prefix_pruner.cli statsDoes it work?
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