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backprop

100 / 100 · Low risk

Fine to try.

By Sarthib7/agentsmith (GitHub) · productivity · 10 stars · scanned at commit ce32b25

Bug → spec protocol. When a bug is found or a test fails, trace the cause, decide whether a new §V invariant would catch recurrence, append to §B. This is the one non-obvious thing SDD does that plan-then-execute doesn't. Triggers on test failure, bug report, post-mortem, or explicit user ask.

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

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

if [ -e ~/.agents/skills/'backprop' ] || [ -L ~/.agents/skills/'backprop' ]; then echo 'A skill folder named backprop already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/Sarthib7/agentsmith' "$d" && git -C "$d" checkout --quiet 'ce32b25868ce2b233d6a15caef60170d5bf7abc8' -- 'skills/backprop' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/backprop' ~/.agents/skills/'backprop' && 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/'backprop' ~/.claude/skills/'backprop' (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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