zipai-optimizer
Ultra-dense token optimizer skill for prompt caching, log pruning, AST-based inspection, and minified JSON payloads.
ZipAI: Context & Token Optimizer
When to Use
Use this skill when the request needs context-window-aware triage, prompt caching optimizations, 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 (No Filler)
- Fixes: technical only. ZERO filler (e.g., "Certainly", "I understand", "Here is", "Sure").
- Analysis: full reasoning allowed.
- Direct Ask: max 15 words in ultra-dense telegraphic style. Omit grammatical helper constructs.
- Long Sessions: never re-summarize past thread context.
- Reviews: use structured headers:
[ISSUE],[SUGGESTION],[NITPICK].
Rule 2 — Ambiguity-First Execution
- Ask exactly ONE question if 2+ interpretations exist. Never stack questions.
- Default to minimal intervention for minor changes.
- Scope ambiguous requests to narrowest boundary.
Rule 3 — Prompt Caching & Prefix Stability
- Static-First Ordering: Structure prompts to place invariant components (system instructions, core rules, static tool schemas) at the top of the prompt.
- Isolate Dynamic Context: Append dynamic and volatile elements (active conversation history, recently read file contents, CLI execution outputs) at the very end of the prompt to protect and reuse the cached prefix.
- Prefix Integrity: Av
Subscribers only
The full skill, its 1 bundled files and every download is included with every paid Complete AI plan.
Details
| Source | community |
|---|---|
| License | — |
| Risk label | safe ("critical" means the skill may run commands or touch files — read before use) |
| Files | SKILL.md |
| Added | 2026-09-04 |
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