← All skills

recommendation-algorithm-design

100 / 100 · Low risk

Fine to try.

By nirholas/three.ws (GitHub) · media · 272 stars · scanned at commit 89050b3

Complete mastery guide for designing social media recommendation algorithms — understanding candidate generation, ranking models, engagement prediction, content graph modeling, collaborative filtering, embedding spaces, real-time personalization, exploration vs exploitation tradeoffs, feedback loops, filter bubble mitigation, and building recommendation systems from scratch. Based on analysis of production systems like Twitter/X's open-source algorithm, with applications to crypto community fee…

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/'recommendation-algorithm-design' ] || [ -L ~/.agents/skills/'recommendation-algorithm-design' ]; then echo 'A skill folder named recommendation-algorithm-design already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/nirholas/three.ws' "$d" && git -C "$d" checkout --quiet '89050b3166a89e4c21e78c7bc936c142784a6327' -- 'data/skills/development/recommendation-algorithm-design' && mkdir -p ~/.agents/skills && cp -R "$d"/'data/skills/development/recommendation-algorithm-design' ~/.agents/skills/'recommendation-algorithm-design' && 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/'recommendation-algorithm-design' ~/.claude/skills/'recommendation-algorithm-design' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

Badge for your README

The badge for nirholas/three.ws shows the score of its lowest-scoring skill.

[![SkillTrust](https://zalavijaysinh.github.io/skilltrust/badges/nirholas/three.ws.svg)](https://zalavijaysinh.github.io/skilltrust/repos/nirholas/three.ws/)

Score history