← All skills

correction-pipeline

95 / 100 · Low risk

Fine to try.

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

When the user corrects a factual error, root-cause it immediately. Don't just note the correction — trace the error to its source, fix the source, and prevent recurrence. Every factual error is either a data error (bad brain page, bad memory file, bad rendered SOUL/USER identity, bad facts row) or a hallucination (LLM confabulated from partial signals).

Works with any agent that supports SKILL.md skills.

What this skill can do

Other copies in this repository

garrytan/gbrain has 2 more folders with a skill named correction-pipeline. This page shows the lowest-scoring copy.

• plugin/skills/correction-pipeline 95/100 · Low risk
• plugin-variants/gbrain-coding/skills/correction-pipeline 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/'correction-pipeline' ] || [ -L ~/.agents/skills/'correction-pipeline' ]; then echo 'A skill folder named correction-pipeline 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 "$d" checkout --quiet '001c8c39e84d726e9bb6ecbae053458c970d5af3' -- 'skills/correction-pipeline' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/correction-pipeline' ~/.agents/skills/'correction-pipeline' && 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/'correction-pipeline' ~/.claude/skills/'correction-pipeline' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

Badge for your README

The badge for garrytan/gbrain shows the score of its lowest-scoring skill.

[![SkillTrust](https://zalavijaysinh.github.io/skilltrust/badges/garrytan/gbrain.svg)](https://zalavijaysinh.github.io/skilltrust/repos/garrytan/gbrain/)

Score history