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X Builder Lab

Official

@xbuilderlab

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7Public Repos
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16Published Skills

a lab for builders who like turning ideas into repos

Skills Distribution
DomainGrowth, Mark...Content Performanc.. (40%)Editorial Rubric S.. (30%)Metadata Schema Ma.. (30%)

Agent Skills by X Builder Lab

Showing 16 vetted skills indexed across 1 GitHub repositories.

XBuilderLABXBuilderLAB
6.7k

cheat-on-content

Calibrates content performance predictions through blind scoring, retrospectives, and evolving rubrics.

Official
Advanced
XBuilderLABXBuilderLAB
6.2k

cheat-shoot

Track video shooting progress and compare scripts for consistency.

Official
Advanced
XBuilderLABXBuilderLAB
6.2k

cheat-persona

Generate audience personas by analyzing review data in prediction files.

Official
Intermediate
XBuilderLABXBuilderLAB
6.2k

cheat-recommend

Sort and recommend content topics from a candidates.md file by rubric.

Official
Intermediate
XBuilderLABXBuilderLAB
6.2k

cheat-predict

Generate immutable prediction logs for content success using AI analytics.

Official
Advanced
XBuilderLABXBuilderLAB
6.2k

cheat-migrate

Migrate .cheat-state.json schema versions with dry-run previews.

Official
Advanced
XBuilderLABXBuilderLAB
6.2k

cheat-publish

Update metadata and state files with published content details.

Official
Basic
XBuilderLABXBuilderLAB
6.2k

cheat-seed

Analyze post performance and predict virality from historical data.

Official
Advanced
XBuilderLABXBuilderLAB
6.2k

cheat-score

Score written content against predefined rubric dimensions and calculate a composite score.

Official
Intermediate
XBuilderLABXBuilderLAB
6.2k

cheat-trends

Fetch and score trending topics from specified sources into candidates.md.

Official
Advanced
XBuilderLABXBuilderLAB
6.2k

cheat-init

Guide content creators through a structured onboarding process with framework setup.

Official
Advanced
XBuilderLABXBuilderLAB
6.2k

cheat-retro

Analyze content performance against predictions and generate strategy feedback.

Official
Advanced
XBuilderLABXBuilderLAB
6.2k

cheat-status

Read .cheat-state.json to display progress metrics and calibration actions.

Official
Advanced
XBuilderLABXBuilderLAB
6.2k

cheat-score-blind

Score scripts blindly using rubric notes without user context or past data.

Official
Advanced
XBuilderLABXBuilderLAB
6.2k

cheat-learn-from

Import and analyze social media content to extract patterns and generate a content creation rubric.

Official
Advanced
XBuilderLABXBuilderLAB
6.2k

cheat-bump

Propose and execute rubric or bucket upgrades using Python scripts.

Official
Advanced

Frequently Asked Questions About X Builder Lab

FAQPage Schema
What specific tasks can I perform using X Builder Lab?β–Ό

You can track video production progress, score scripts against custom rubrics, predict content virality from historical data, and manage metadata state files. These capabilities enable creators to maintain consistency across content lifecycles while utilizing data-driven insights to refine editorial strategies and audience targeting.

Who is the target persona for these content management capabilities?β–Ό

These capabilities are designed for content creators, editorial leads, and digital media strategists who require structured, rubric-based evaluation of their output. It serves professionals who need to bridge the gap between raw social media performance data and actionable, repeatable content creation frameworks.

What are the prerequisites for implementing these content tracking functions?β–Ό

Implementation requires a local environment capable of executing the provided repository logic and maintaining .cheat-state.json files. Users must organize content sources into candidates.md files and define rubric dimensions to enable the scoring, migration, and performance analysis functions provided by the lab.