Use when installing, verifying or configuring OMNI, when command output carries an [OMNI: ...] marker, or when output looks shorter than expected. OMNI is a local hook that shortens shell output before the model reads it and hands back a handle for what it cut.
Use compact wrappers when running routine Maven builds and tests, supported npm/Node test workflows, or Go tests. Select mvn-lite for supported Maven build and test workflows, npm-lite for npm run verify, npm run test:unit, or node --test, and go-lite for go test.
Use when locating a registered or related local repository, or when discovering commands registered through repo-map. Do not use for source-tree, symbol, or architecture mapping.
Pick the most token-efficient tool for a coding task instead of reflexively reading whole files, dumping raw command output into context, or writing more code than asked. Use this skill BEFORE you explore or explain a codebase, locate a symbol/definition/callers, trace a call path, map an architecture, plan or…
Route token-heavy context, noisy shell logs and output through the smallest measured CLI or projection before loading heavy tools; recall past agent sessions before re-deriving; fan out to free lanes; benchmark cheap subagent workflows without broad prompt bloat.
Token-efficient persistent memory system for Claude Code that saves 67% tokens on session warm-up (verified with tiktoken). Layered architecture with progressive loading, compact encoding, branch-aware context, smart compression, session diffing, conflict detection, session continuation protocol, and recovery mode.…