auto-decorrelation

94 / 100 · Low risk

Fine to try. Some of what it can do is expected: a coding skill usually runs build and test commands.

By chrono-meta/forge-harness (GitHub) · coding · 33 stars · scanned at commit f87f196

Recruits cross-family verifier sidecars (codex, agy, local 4090 over Tailscale) for adversarial verification of load-bearing changes, maximizing model-family diversity against the orchestrator. Mechanically discovers the available sidecar panel, recruits at least one cross-family verifier when present, and degrades gracefully when none are. The governor (Claude) keeps the terminal verdict; sidecar findings must be source-grounded before acceptance. Opt-in via one-time consent, stored in the UAP…

Works with any agent that supports SKILL.md skills.

What this skill can do

Runs commands on your computer

This is disclosed by the author in the skill's SKILL.md or README. Expected for a coding skill.

Found in 4 places.

plugins/fh-meta/skills/auto-decorrelation/SKILL.md, line 62command -v codex >/dev/null && echo "codex" # GPT family CLI
plugins/fh-meta/skills/auto-decorrelation/SKILL.md, line 157printf '%s' "$prompt" | bash scripts/sidecar_wait.sh out.txt 900 -- codex exec -m gpt-5.5 -
plugins/fh-meta/skills/auto-decorrelation/SKILL.md, line 194python3 scripts/residency_closure_scan.py --files src/a.py docs/b.md # every file you are about to send, as separate args (zsh: ${=var}, never an unquoted "$v

Show 1 more

plugins/fh-meta/skills/auto-decorrelation/SKILL.md, line 302bash scripts/target_freeze.sh pin "$REPO" "$ROUND_LABEL" # 발주 직전

Sends data to these websites: $1

This is disclosed by the author in the skill's SKILL.md or README.

Found in 1 place.

plugins/fh-meta/skills/auto-decorrelation/SKILL.md, line 101probe() { curl -fsS -m"${2:-6}" "http://$1/api/tags" 2>/dev/null | grep -q '"models"'; }

Install

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

if [ -e ~/.agents/skills/'auto-decorrelation' ] || [ -L ~/.agents/skills/'auto-decorrelation' ]; then echo 'A skill folder named auto-decorrelation already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/chrono-meta/forge-harness' "$d" && git -C "$d" checkout --quiet 'f87f196702244aa4114c090e71449dbc7695caeb' -- 'plugins/fh-meta/skills/auto-decorrelation' && mkdir -p ~/.agents/skills && cp -R "$d"/'plugins/fh-meta/skills/auto-decorrelation' ~/.agents/skills/'auto-decorrelation' && 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/'auto-decorrelation' ~/.claude/skills/'auto-decorrelation' (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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Score history

Date	Version	Score
2026-11-12	`f87f196`	94
2026-11-08	`403f9b9`	94
2026-11-06	`642aabb`	94