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recsys-pipeline-architect

85 / 100 · Low risk

Fine to try.

By wshobson/agents (GitHub) · coding · 42,412 stars · scanned at commit 9c61ab2

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

Works with any agent that supports SKILL.md skills.

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=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/wshobson/agents' "$d" && git -C "$d" checkout --quiet '9c61ab243def98f72da12abd41cfcf5bcd91af9d' -- 'plugins/machine-learning-ops/skills/recsys-pipeline-architect' && mkdir -p ~/.agents/skills && cp -R "$d"/'plugins/machine-learning-ops/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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