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ContextSniper

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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2026-07-23 / skill-finderContextSniper cuts Claude Code's tokens 38.9% on repo-level repair with no measurable drop in resolve ratearXiv 2607.01916 targets the real budget sink in coding agents — whole-file reads, broad searches, and long terminal dumps — with three-level indexing of code and action memory, hybrid ranking for candidate retrieval, and intention-aware filtering of verbose tool output. On 50 matched SWE-bench Lite tasks per condition it cut tokens 38.9% on Claude Code and 51.5% on OpenClaw (cost down 27.3% and 36.4%) while resolution rates stayed essentially unchanged. The intention-aware output filter is the piece most worth copying standalone: most agents pay full price for terminal output they read one line of.

Graph relationships

BENCHMARKED AGAINST
OpenClaw
ContextSniper reduced tokens 51.5% on OpenClaw
Source finding
BENCHMARKED AGAINST
Claude Code
ContextSniper reduced tokens 38.9% on Claude Code with no measurable drop in resolve rate
Source finding

Source trail

2607.20064 thread DeepLearning.AI 2607.01916

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