X Algorithm Source — AI skill for Claude Code
x-algorithm-boost — Claude skill for X strategy and writing, derived from the open-sourced For You algorithm: real ranking weights, filter stack and credibility model.
How to install X Algorithm Source
This entry records only its repository, not the path inside it, so there is no
exact command to give. Open HarshithNayakaL/x-algorithm-source and copy the folder into
~/.claude/skills/, or the file into ~/.claude/agents/.
What X Algorithm Source does
x-algorithm-boost — Claude skill for X strategy and writing, derived from the open-sourced For You algorithm: real ranking weights, filter stack and credibility model. Audits an account for its binding constraint before it scores a post.
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README
x-algorithm-boost
A Claude skill for X (Twitter) strategy and writing, built from the **actual open-source For You algorithm** — [xai-org/x-algorithm](https://github.com/xai-org/x-algorithm), August 2026 snapshot. Ranking weights, filter rules and thresholds are read out of the Rust and Scala source, not from blog posts about it.
Three command-line drivers plus an agent playbook. No dependencies.
Install
Unzip into your Claude skills directory. The archive's root entry is the skill folder, so it lands in the right place directly.
unzip x-algorithm-boost.zip -d ~/.claude/skills/
PowerShell:
Expand-Archive x-algorithm-boost.zip -DestinationPath "$env:USERPROFILE\.claude\skills\"
For one project only, use `/.claude/skills/` instead. Claude discovers nested skill directories automatically.
Verify:
node ~/.claude/skills/x-algorithm-boost/score.mjs --text "hello world"
**Requires** Node 18+. Verified on Node 24.20, Windows and Git Bash. Zero npm dependencies — nothing to install.
What's in it
| File | What it does |
|---|---|
x-algorithm-boost/SKILL.md |
The agent playbook. Claude loads this automatically when a request matches. |
x-algorithm-boost/account.mjs |
Audits an account — surfaces, credibility, stage, binding constraint |
x-algorithm-boost/feedclone.mjs |
Reproduces a feed on another account from a follow list |
x-algorithm-boost/score.mjs |
Audits, rewrites and A/B-scores a post |
x-algorithm-boost/README.md |
Same guide as this file, packaged alongside the skill |
You don't have to run anything by hand — ask Claude and it drives them. The CLI is there when you want it.
Quickstart
Run these from the repo root, or `cd x-algorithm-boost` first and drop the directory prefix.
Audit an account
Start here for anything bigger than a single post. A zero-follower account has different physics, and no rewrite fixes a closed distribution surface.
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