algorithm-cultivation | xactions | ClaudePluginHub

Skill

algorithm-cultivation

Trains X/Twitter algorithms for niche feeds and thought leadership via browser console scripts, CLI Persona Engine, and 24/7 Puppeteer LLM automation. For account growth and automated engagement.

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Tool Access

This skill uses the workspace's default tool permissions.

Preview

Train your X/Twitter algorithm for a specific niche. Three approaches:

Supporting Assets

references/algorithm-internals.mdreferences/browser-scripts.mdreferences/persona-engine.md

SKILL.md

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Stats

Stars232

Forks49

Last CommitFeb 25, 2026

Used By3 plugins

Actions

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Tags

twitter-automation

algorithm-training

thought-leadership

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Share bugs, ideas, or general feedback.

Algorithm Cultivation & Thought Leadership

Train your X/Twitter algorithm for a specific niche. Three approaches:

Browser script -- paste into DevTools console for manual sessions
CLI + Persona Engine -- create personas and run from the command line
24/7 Algorithm Builder -- headless Puppeteer + LLM running continuously

Quick Reference

Goal	Solution
Create a persona (CLI)	`xactions persona create`
Run 24/7 with LLM (CLI)	`xactions persona run <id>`
Check persona status	`xactions persona status <id>`
Browser console (with core.js)	`src/automation/algorithmBuilder.js`
Browser console (standalone)	`scripts/thoughtLeaderCultivator.js`
Browser console (algorithm trainer)	`src/automation/algorithmTrainer.js`
Persona Engine (Node.js module)	`src/personaEngine.js`
Algorithm Builder (Node.js module)	`src/algorithmBuilder.js`

Core Concepts

Persona -- identity config: niche, activity pattern, engagement strategy, topics
Session -- one period of activity (search, browse, engage, post)
Strategy -- engagement limits (aggressive/moderate/conservative/thoughtleader)
Activity pattern -- human-like schedule (night-owl/early-bird/nine-to-five/always-on/weekend-warrior)

Algorithm Builder -- `src/algorithmBuilder.js`

24/7 headless automation: Puppeteer + stealth + OpenRouter LLM.

import { startAlgorithmBuilder } from './algorithmBuilder.js';

await startAlgorithmBuilder({
  personaId: 'persona_1234',
  authToken: 'your_auth_token',
  headless: true,
  dryRun: false,
  maxSessions: 0, // 0 = infinite
});

Requires OPENROUTER_API_KEY env var for LLM-generated comments and posts.

Algorithm Trainer -- `src/automation/algorithmTrainer.js`

Browser console script for manual training sessions. Requires src/automation/core.js pasted first.

Training Phases (cycles through all 8)

Search top tweets for niche keywords
Search latest tweets for niche keywords
Follow people from search results
Engage with home feed (like/reply)
Visit influencer profiles
Browse random profiles in niche
Explore page browsing
Idle dwell time (human-like pauses)

Controls

stopTrainer() -- Stop training
trainerStatus() -- Current phase, actions taken, rate limits
trainerReset() -- Reset counters

Intensity Presets

Preset	Actions/hour	Daily cap
chill	10-15	100
normal	20-30	300
active	40-60	500

Strategy Guide

Fresh account (week 1-2)

Create a persona with xactions persona create or configure algorithmTrainer manually
Use conservative/chill intensity -- X flags aggressive new accounts
Focus on phases 1-2 (search) and 7 (explore) to signal interests
Follow 5-10 niche accounts per day manually
Like 20-30 niche tweets per day

Established account pivoting niches

Aggressively engage with new niche content for 1-2 weeks
Use src/automation/algorithmTrainer.js on active intensity
Unfollow accounts from the old niche gradually with src/automation/smartUnfollow.js
The algorithm typically adjusts within 3-7 days of consistent signals

Running 24/7 with LLM

Set OPENROUTER_API_KEY for AI-generated replies
xactions persona create -- configure niche, strategy, schedule
xactions persona run <id> -- starts headless Puppeteer session
Monitor: xactions persona status <id>
Cost estimate: ~$0.50-2.00/day depending on model and activity level

Environment Variables

Variable	Purpose
`OPENROUTER_API_KEY`	Required for LLM-generated comments and posts
`XACTIONS_SESSION_COOKIE`	X auth token (alternative to `--token` flag)

Detailed References

Load these on demand for deeper context:

Persona Engine details -- skills/algorithm-cultivation/references/persona-engine.md
Browser scripts -- skills/algorithm-cultivation/references/browser-scripts.md
Algorithm internals -- skills/algorithm-cultivation/references/algorithm-internals.md
Research: algorithm internals -- docs/research/algorithm-cultivation.md
Research: LLM architecture -- docs/research/llm-powered-thought-leader.md

Notes

Browser scripts require navigating to x.com first
algorithmBuilder.js and algorithmTrainer.js require pasting src/automation/core.js first
thoughtLeaderCultivator.js is standalone (no dependencies)
Default engagement strategy: 1-3s delays between actions
Fresh accounts should start with conservative strategy for 1-2 weeks