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Recsys Pipeline Architect

Category: General  ·  Sub-category: workflow-pipelines  ·  Last updated:
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.

From the source SKILL.md

A spec-and-scaffold skill for building composable recommendation, ranking, and feed pipelines. Encodes the six-stage pattern popularized by xAI's open-sourced [For You algorithm](https://github.com/xai-org/x-algorithm) (Apache 2.0) and applies it to any "top K for (user, context)" problem.

What this skill does

Recsys Pipeline Architect is a community-contributed Claude Code skill in the workflow-pipelines sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/recsys-pipeline-architect/ and loads when your prompt matches the skill's trigger.

When to invoke it: 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.

Who uses this skill

The Recsys Pipeline Architect Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 69,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/recsys-pipeline-architect
curl -L https://claudskills.com/skills/recsys-pipeline-architect/SKILL.md \
  -o ~/.claude/skills/recsys-pipeline-architect/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/recsys-pipeline-architect/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/recsys-pipeline-architect/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\recsys-pipeline-architect\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Attribution & license

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Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

Part of Acreator Store — Adam Lankamer's AI tools: PerfectStudio · Ucaption · UTagger · AutoXPoster · TestYourSkills · AutomationFlows · Au Naturel

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