harryvik990/algorithm-cultivation
skills/algorithm-cultivation/SKILL.md
Trains an X/Twitter account's algorithmic feed to surface niche-relevant content and positions the account as a thought leader. Browser scripts for manual operation, Persona Engine for identity management, and 24/7 Algorithm Builder with LLM-powered engagement via Puppeteer. Use when a user wants to build their algorithm, cultivate their feed for a niche, grow a fresh account, become a thought leader, or run automated engagement with AI-generated content.
development
Updated Apr 23, 2026
$ install --global
skillsauthnpx skillsauth add harryvik990/X-auto algorithm-cultivationInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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SKILL.md
- name:
- algorithm-cultivation
- description:
- Trains an X/Twitter account's algorithmic feed to surface niche-relevant content and positions the account as a thought leader. Browser scripts for manual operation, Persona Engine for identity management, and 24/7 Algorithm Builder with LLM-powered engagement via Puppeteer. Use when a user wants to build their algorithm, cultivate their feed for a niche, grow a fresh account, become a thought leader, or run automated engagement with AI-generated content.
- license:
- MIT
- author:
- nichxbt
- version:
- 4.0
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 trainingtrainerStatus()-- Current phase, actions taken, rate limitstrainerReset()-- 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 createor 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.jsonactiveintensity - 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_KEYfor AI-generated replies xactions persona create-- configure niche, strategy, schedulexactions 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.jsandalgorithmTrainer.jsrequire pastingsrc/automation/core.jsfirstthoughtLeaderCultivator.jsis standalone (no dependencies)- Default engagement strategy: 1-3s delays between actions
- Fresh accounts should start with conservative strategy for 1-2 weeks
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