zipai-optimizer

Installation
SKILL.md

ZipAI: Context & Token Optimizer

When to Use

Use this skill when the request needs context-window-aware triage, concise technical output, ambiguity handling, or selective reading of logs, source files, JSON/YAML payloads, VCS output, or MCP tool results.

Rules

Rule 1 — Adaptive Verbosity

  • Ops/Fixes: technical content only. No filler, no echo, no meta.
  • Architecture/Analysis: full reasoning authorized and encouraged.
  • Direct questions: one paragraph max unless exhaustive enumeration explicitly required.
  • Long sessions: never re-summarize prior context. Assume developer retains full thread memory.
  • Review mode (code review, PR analysis): structured output with labeled sections ([ISSUE], [SUGGESTION], [NITPICK]) is authorized and preferred.

Rule 2 — Ambiguity-First Execution

Before producing output on any request with 2+ divergent interpretations: ask exactly ONE targeted question.

Related skills
Installs
8
GitHub Stars
37.3K
First Seen
Apr 15, 2026