New MCP Servers

LLM Context Window Budgeter

Monitor and predict LLM context window exhaustion with precision token forecasting.

LLM API Cost Calculator

Estimate and compare the financial impact of LLM usage across different providers.

Kubernetes Resource Request Calculator

Computes Kubernetes CPU/memory requests and limits from observed usage metrics (p50/p95/p99).

GPU Inference Memory Calculator

Estimate GPU VRAM requirements for LLM inference based on model parameters, precision, and batch size.

Embedding Similarity Calculator

Calculate mathematical distances and similarity scores between multidimensional numerical vectors.

Twitter Virality and QT Bait Scorer

Quantify the 'Quote Tweet' incentive and virality potential of a tweet using linguistic pattern matching.

Twitter Thread Structure Validator

Analyze the structural architecture, engagement anchors, and rhythmic pacing of Twitter threads.

Twitter Thread Chunking Optimizer

Split long-form text into character-compliant Twitter/X threads with optimal sentence preservation.

Twitter/X Post Character & TCO Calculator

Calculate exact character usage for Twitter/X, accounting for URL normalization and emoji complexity.

Twitter Microcopy Density Analyzer

Analyze text density and impact for micro-blogging constraints.

Twitter Mention Spam and Cluster Checker

Detects @-mention clustering and structural spam patterns to prevent shadowbans.

Twitter Hook Truncation Analyzer

Analyze X/Twitter post truncation, hook types, and engagement scores.

Twitter CTA and Engagement Scorer

Analyze Twitter/X posts for engagement effectiveness, classifying CTAs and detecting algorithmic triggers.

Twitter Authority Signal Calculator

Quantify thought-leadership and authority markers in Twitter/X text.

LinkedIn Mention and Tag Distribution Checker

Quantify the strategic placement of @mentions and #hashtags in LinkedIn posts.

LinkedIn Link Penalty and Placement Analyzer

Analyzes LinkedIn post text to identify external link placement risks and bypass phrase detection.

LinkedIn Hook Truncation Analyzer

Analyze LinkedIn post hooks for visibility, truncation, and engagement potential.

LinkedIn Hashtag Strategy Validator

Analyze LinkedIn hashtag usage for density, accessibility, and strategic positioning.

LinkedIn Formatting Density Scanner

Analyze LinkedIn post visual structure, whitespace ratio, and mobile scannability.

LinkedIn Document Carousel Parser

Analyze LinkedIn PDF carousels for readability, visual rhythm, and engagement.

LinkedIn Engagement Scorer

Quantify the effectiveness of LinkedIn post Call-to-Actions (CT0As) and engagement triggers in text.

LinkedIn Broetry Structure Validator

Analyze LinkedIn posts for adherence to the 'broetry' writing style using structural metrics.

LinkedIn Authority Signal Calculator

Quantify thought-leadership and authority markers in LinkedIn posts.

SEO On-Page Copy Analyzer

Analyze keyword density, meta tag truncation, and heading coverage for SEO optimization.

Readability Score Analyzer

Analyze text complexity using standard linguistic formulas like Flesch-Kincaid and SMOG.

Persuasion Framework Scorer

Scans copy for structural and persuasive patterns using Cialdini's principles and copywriting frameworks.

LinkedIn Scannability & Reading Time Scorer

Calculate exact scannability metrics for LinkedIn feeds, including reading time and mobile viewport impact.

Social Proof Strength Calculator

Quantify the reliability of testimonials and reviews using specificity and credibility analysis.

Narrative Structure Analyzer

Detect storytelling frameworks, tension ratios, and compositional quality in long-form copy.

Headline Power Analyzer

Analyze headlines for power words, emotional impact, sentiment, and platform compliance.

Conversion Funnel Copy Scorer

Analyze marketing funnel stages for message match, friction words, and CTA alignment.

Voice Search Optimization Analyzer

Analyze content for featured snippet and voice search suitability.