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recsys-pipeline-architect

85 / 100 · Low risk

Fine to try.

By tensology/decisionsai (GitHub) · design · 17 stars · scanned at commit 2d78e20

Design composable recommendation, ranking, and feed pipelines using the six-stage Source→Hydrator→Filter→Scorer→Selector→SideEffect framework popularized by xAI's open-sourced For You algorithm. Use this skill whenever the user is building any system that picks "the top K items for a (user, context)" — social feeds, content CMSs, RAG rerankers, task prioritizers, notification triage, search reranking, ad ranking.

Works with any agent that supports SKILL.md skills.

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What this skill can do

Install

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

if [ -e ~/.agents/skills/'recsys-pipeline-architect' ] || [ -L ~/.agents/skills/'recsys-pipeline-architect' ]; then echo 'A skill folder named recsys-pipeline-architect already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/tensology/decisionsai' "$d" && git -C "$d" checkout --quiet '2d78e202be99a190b87417938f804eded81687da' -- 'plugins/ecc/skills/recsys-pipeline-architect' && mkdir -p ~/.agents/skills && cp -R "$d"/'plugins/ecc/skills/recsys-pipeline-architect' ~/.agents/skills/'recsys-pipeline-architect' && 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/'recsys-pipeline-architect' ~/.claude/skills/'recsys-pipeline-architect' (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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