MCP Servers / marketing / X Algorithm MCP

X Algorithm MCP

nonemarketing

Tweet scoring and optimization using X's actual algorithm weights - 22 engagement signals, 18 safety filters, diversity penalty calculator, and 11 research tools.

github ↗

Install

How to run this server

[ { "cmd": "npx (Recommended)", "imports": [] } ]

server path: x-algorithm-mcp

Tools

What this server exposes

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

Configuration

Environment & auth

authnone

Resources

githubhttps://github.com/MrChartist/x-algorithm-toolkit ↗