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two-tier-extraction

95 / 100 · Low risk

Fine to try.

By garrytan/gbrain (GitHub) · productivity · 32,412 stars · scanned at commit 001c8c3

Tiered LLM extraction pattern for large corpus processing (email archives, document dumps, transcript libraries). A utility-tier model triages and classifies at speed; the reasoning tier does the default deep read; the deep tier is the escalation for the highest-value content. Prevents spending deep-tier money on noise while ensuring the important content gets the best eyes. A deterministic privacy wall runs before any LLM call.

Works with any agent that supports SKILL.md skills.

What this skill can do

Other copies in this repository

garrytan/gbrain has 1 more folder with a skill named two-tier-extraction. This page shows the lowest-scoring copy.

• plugin/skills/two-tier-extraction 95/100 · Low risk

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'two-tier-extraction' ] || [ -L ~/.agents/skills/'two-tier-extraction' ]; then echo 'A skill folder named two-tier-extraction already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/garrytan/gbrain' "$d" && git -C "$d" checkout --quiet '001c8c39e84d726e9bb6ecbae053458c970d5af3' -- 'skills/two-tier-extraction' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/two-tier-extraction' ~/.agents/skills/'two-tier-extraction' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'two-tier-extraction' ~/.claude/skills/'two-tier-extraction' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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