explaingit

kkkhushman/x-algo-skill

Analysis updated 2026-05-18

0Audience · developerComplexity · 1/5LicenseSetup · easy

TLDR

A reference skill that AI coding agents install to accurately understand and reason about X's open-sourced For You feed ranking algorithm.

Mindmap

mindmap
  root((x-algo-skill))
    What it does
      Documents X algorithm
      Grounds agent answers
      Cites source code
    Tech stack
      Agent Skills spec
      Markdown docs
    Use cases
      Agent knowledge
      System design reference
    Audience
      AI agent developers

Code map

Detail Auto

An interactive map of this repo's files and how they connect — its source is parsed live in your browser. Click Visualize to build it.

filefunction / class

What do people build with it?

USE CASE 1

Give an AI coding agent grounded knowledge of X's ranking algorithm instead of guesses

USE CASE 2

Ask an agent to explain how X ranks posts in the For You feed with citations to source code

USE CASE 3

Audit or design a recommendation system using X's documented architectural choices

What is it built with?

MarkdownAgent Skills

How does it compare?

kkkhushman/x-algo-skill0verflowme/alarm-clock0xhassaan/nn-from-scratch
Stars00
LanguageCSSPython
Last pushed2022-10-03
MaintenanceDormant
Setup difficultyeasyeasymoderate
Complexity1/52/54/5
Audiencedevelopervibe coderdeveloper

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · easy Time to first run · 5min
Use freely for any purpose, including commercial use, as long as you keep the copyright notice and state changes.

In plain English

This is a knowledge skill, a packaged reference document that AI coding agents can install to gain deep, accurate understanding of X's open-sourced For You feed algorithm, released in May 2026 from the xai-org/x-algorithm repository. A "skill" in this context is a collection of structured reference files that an AI agent loads into its context so it can reason correctly about a topic. Instead of an agent guessing how X's feed works based on potentially outdated training data, it loads this skill and gets citation-grounded information tied to specific files and lines in the upstream source code. Once installed, an agent can explain how X ranks posts in the For You feed, help design or audit a recommendation system based on X's architectural choices, answer questions about specific components (Phoenix model, Thunder, Grox, home-mixer, the candidate pipeline, and ads blending), and flag the 22 documented ways agents typically reason incorrectly about the algorithm. The skill is installed via the skills.sh command-line tool using a single command, and it works across more than 50 AI coding tools including Claude Code, Cursor, Codex, Copilot, Gemini CLI, and others. The format follows the Agent Skills specification, a SKILL.md entrypoint with YAML metadata, plus supporting markdown files organized by topic: architecture overview, the Phoenix ranking model, request lifecycle, ranking weights, content filtering, common pitfalls, and a glossary of internal terminology. The skill was built against the May 15, 2026 release of xai-org/x-algorithm and is licensed under Apache-2.0, matching the upstream source.

Copy-paste prompts

Prompt 1
Install the x-algo-skill and explain how X's Phoenix ranking model works
Prompt 2
Use this skill to help me design a recommendation feed similar to X's home-mixer pipeline
Prompt 3
What are the common mistakes AI agents make when reasoning about X's algorithm, according to this skill?

Frequently asked questions

What is x-algo-skill?

A reference skill that AI coding agents install to accurately understand and reason about X's open-sourced For You feed ranking algorithm.

What license does x-algo-skill use?

Use freely for any purpose, including commercial use, as long as you keep the copyright notice and state changes.

How hard is x-algo-skill to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is x-algo-skill for?

Mainly developer.

Open on GitHub → Explain another repo

This repo across BitVibe Labs

Verify against the repo before relying on details.