Deterministic local compression and ranking for ripgrep results, with hard output budgets, validated source context, JSON output, deduplication, and reversible local retrieval for coding agents.
cli compression regex headroom budget grep ripgrep copilot codex grep-search recursive-search llm-tools token-usage claude-code token-optimization copilot-coding-agent coding-agent-skills compressed-code-search
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Updated
Jul 13, 2026 - Rust