# Ijfw Compute > Use when the user says: 'compute', 'crunch this', 'analyze logs', 'aggregate the data', 'run a script', 'dedupe', 'count by', 'top N', or any data-shaping ask. Replaces dumping raw data into context with sandboxed script execution. - Skill: `ferroxlabs/ijfw-compute-2` (Agent Skill) - Install (CLI): `npx skillmds@latest add ferroxlabs/ijfw-compute-2` - Raw SKILL.md: https://api.skillmd.com/api/skills/ferroxlabs/ijfw-compute-2/raw - Safety review: pending (external: skill-scanner PASS, skillspector PASS) - Works with: Claude Code, Claude.ai, OpenAI Codex - Category: Coding & Dev Tools - Author: FerroxLabs (https://skillmd.com/u/ferroxlabs) - Updated: 2026-09-21 - Page: https://skillmd.com/skills/ferroxlabs/ijfw-compute-2 --- Compute over read. When data is large or repetitive, run a sandboxed script and surface only the result. The four trees below decide which lever to pull. ## Compute tree -- run a sandboxed script Use when the input is bigger than the answer: log files, CSV/JSON dumps, file-tree walks, repeated string transforms, aggregate stats, deduping. Call `ijfw_run compute:python "