# LinkedIn Scannability & Reading Time Scorer MCP for AI Agents MCP > LinkedIn Scannability & Reading Time Scorer gives you the data you need to stop people from scrolling past your posts. It calculates how long a reader will actually spend on your text, predicts how much of your content shows up on a phone screen before the 'see more' button hits, and checks if your layout follows the natural scanning patterns people use on social media. ## Overview - **Category:** social-media - **Price:** Free - **Endpoint:** https://edge.vinkius.com/vk_preview_Atg8Lh3bSi7uvWsLNj7VOKYQqLwraYgIoRkyKTK8/mcp - **Tags:** linkedin, scannability, reading-time, content-strategy, mobile-optimization, engagement ## Description You're trying to get people to actually read your LinkedIn posts, but most users just skim for the highlights. This MCP lets you see exactly how your content lands before you hit publish. Instead of guessing if your intro is too long or if your paragraphs look like walls of text, you get hard numbers on how a human will experience your words. You find out if your most important points are getting cut off on mobile devices or if your layout follows the way people naturally move their eyes across a screen. It takes the guesswork out of content strategy by turning vibes into measurable metrics. When you use this through the Vinkius catalog, your agent becomes a high-level content editor that knows exactly how to hook a reader and keep them engaged. You know if your post is too dense, if your keywords are in the right spots, and if your reading time aligns with your goals. It's about making sure your message actually gets seen and understood in a crowded feed. ## Tools ### analyze_structural_rhythm This tool checks your post for walls of text and identifies areas that might be too dense for readers to scan quickly. ### check_f_pattern_compliance It verifies if your content follows the natural F-pattern reading behavior to ensure your key points catch the eye. ### estimate_mobile_viewport_impact Use this to see what percentage of your text is visible on a phone before the 'see more' prompt appears. ### get_reading_time This tool calculates the estimated time a reader will spend on your post based on a standard reading speed. ## Prompt Examples **Prompt:** ``` How long will it take someone to read this post: 'Our new Q3 strategy focuses on scalability and reaching 10k active users by December.'? ``` **Response:** ``` Based on a standard 200 WPM reading speed, here is the breakdown for your post: * **Estimated Reading Time:** 0.07 minutes (about 4 seconds) * **Verdict:** This is a very quick 'micro-post' that works well for high-speed scrolling. * **Recommendation:** Since it is so short, ensure your primary call to action is in the first two sentences. ``` **Prompt:** ``` Does this paragraph follow a good reading rhythm for LinkedIn? 'Success requires discipline. Hard work pays off. Consistency is key.' ``` **Response:** ``` Here is the structural rhythm analysis for your text: * **Short Sentence Ratio:** 1.0 * **Scannability Score:** High * **Analysis:** Your post uses very short, punchy sentences. This creates a high structural rhythm that is excellent for mobile users who are skimming quickly. ``` **Prompt:** ``` Is my keyword 'growth' in a good spot in this sentence: 'Our main goal this year is growth and scalability'? ``` **Response:** ``` I have checked the F-pattern compliance for your sentence: * **Keyword:** 'growth' * **Position:** Found within the first three words. * **Compliance Score:** 1.0 / 1.0 * **Result:** This is a high-performing placement. It sits in the 'start zone' where readers are most likely to see it during a fast scroll. ``` ## Capabilities ### Calculate reading time Get an estimate of how long it takes a human to read your post based on average speeds. ### Predict mobile visibility See what percentage of your text is visible on a phone before the 'see more' button appears. ### Identify dense text blocks Find walls of text that might cause readers to skip your content. ### Verify keyword placement Check if your important terms land in the spots where people actually look while scrolling. ### Score eye-tracking patterns Evaluate how well your content follows the natural F-pattern reading behavior. ## Use Cases ### Mobile Visibility Audit A social media manager wants to know if a long-form post is too heavy for mobile. They ask the agent to check the viewport impact. ### Ghostwriter Style Check A ghostwriter wants to make sure a client's post is skimmable. They use the structural rhythm tool to find dense areas. ### Keyword Hot Zone Check A content strategist wants to see if their keywords are in the hot zone. They run a compliance check on the F-pattern. ### Reading Time Baseline A marketing lead wants to know the average time spent on a new announcement. They use the reading time tool to get a baseline. ## Benefits - Stop losing readers to walls of text by using analyze_structural_rhythm to find and break up dense paragraphs. - Ensure your hook actually shows up on phones with estimate_mobile_viewport_impact so you don't hide your best content. - Keep your audience engaged longer by getting_reading_time to verify your post length matches your content goals. - Improve your click-through rates by using check_f_pattern_compliance to place keywords where people actually look. - Save hours of manual editing by letting your AI agent audit your entire content calendar for scannability metrics. ## How It Works The bottom line is you get a data-backed audit of your social media copy to ensure it actually gets read. 1. Paste your LinkedIn draft into your AI client. 2. Ask your agent to run a scannability and reading time audit. 3. Get a report on your mobile visibility, reading time, and structural rhythm. ## Frequently Asked Questions **How does the LinkedIn Scannability & Reading Time Scorer help my engagement?** It gives you data on how people actually read your posts. By fixing walls of text and ensuring your best content isn't hidden behind 'see more' buttons, you keep people reading longer. **Can I use the LinkedIn Scannability & Reading Time Scorer to check my mobile view?** Yes. It predicts exactly what percentage of your text will be visible on a mobile screen before a user has to scroll or click for more. **What is the LinkedIn Scannability & Reading Time Scorer's reading time baseline?** It uses a standard 200 words per minute baseline to give you a realistic estimate of how long a human will spend on your content. **Does the LinkedIn Scannability & Reading Time Scorer find walls of text?** It analyzes your structural rhythm to identify dense blocks of text that might cause readers to skim past your important information. **How do I use the LinkedIn Scannability & Reading Time Scorer for keyword placement?** It checks your content against the F-pattern reading behavior to ensure your keywords land in the 'hot zones' where people look first. **Will the LinkedIn Scannability & Reading Time Scorer help with F-pattern reading?** It specifically scores your content to see if it follows the natural way eyes move across a screen, helping you place key info where it will be seen. **How is reading time calculated?** The `get_reading_time` tool calculates the total word count and divides it by a standard professional reading speed of 200 words per minute. **Can I check if my keywords are placed correctly?** Yes, use the `check_f_pattern_compliance` tool. It checks if your target keywords appear within the first three words of each paragraph to capture attention. **Does this help with mobile optimization?** Absolutely. The `estimate_mobile_viewport_impact` tool helps you understand how much of your post is visible on a phone screen without the user needing to scroll.