X Algorithm MCP
JSON →Tweet scoring and optimization using X's actual algorithm weights - 22 engagement signals, 18 safety filters, diversity penalty calculator, and 11 research tools.
Install
npx (Recommended) Tools · 11
- score_tweet Score any tweet draft (0-100) against the actual algorithm weights from X's open-source recommendation algorithm
- check_filters Run tweets through quality/safety gates (18 filter checker)
- analyze_hook Test your opening line against the -11× not_dwelled penalty
- get_signals Retrieve the 22 algorithm signals and their weights
- get_optimal_schedule Plan posting cadence using the decay formula from author_diversity_scorer.rs
- compare_tweets Compare multiple tweets side by side with algorithm scores
- detect_spam_patterns Detect spam patterns in tweet content
- diversity_penalty Calculate diversity penalty based on author diversity decay formula
- classify_niche Classify tweet content into niche categories for optimization
- get_thread_strategy Get thread building strategy with templates for optimal algorithm performance
- full_audit Run a complete audit of a tweet including scoring, filters, hook analysis, and niche classification