X Comment Suggester

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Overview

This automation pulls fresh posts from your X (Twitter) timeline through your browser and uses AI to craft thoughtful comment ideas you can post right away. It’s designed to help you build relationships and show up consistently without staring at a blank reply box. Behind the scenes, it opens your timeline with a browser extension, extracts the posts you’re likely to engage with, analyzes the tone and topic using AI (Gemini 2.5 Flash), and returns polished, ready-to-post comment suggestions—plus a clean HTML summary you can skim and click through.

Description

This automation turns your X timeline into a tidy set of comment-ready prompts by combining your live browser session, AI technology, and a simple web endpoint into a single, shareable report. It first opens your authenticated X timeline in your browser using a browser extension, then scrolls and scrapes the page to capture posts and links. In parallel, it analyzes each post’s topic and tone with AI to find good engagement angles and drafts 2–3 short, varied comment suggestions for each. After processing the batch, it assembles everything into a neat HTML summary with direct links back to the original posts so you can review, pick your favorite, and reply quickly—saving time while keeping your voice consistent.

Key Features

Timeline extraction through your browser: Opens your authenticated X timeline and collects posts without extra logins.

AI-powered analysis: Uses Gemini 2.5 Flash to understand tone, topic, and engagement opportunities for each post.

Comment suggestions with strategy: Generates 2–3 short, on-brand comments per post with a clear why-it-works explanation.

Structured, reliable output: Uses Pydantic models to ensure clean, typed data for posts, analysis, and suggestions.

Parallel processing for speed: Handles multiple posts at once with smart concurrency limits.

Clickable HTML report: Produces a polished summary with author info, engagement stats, and direct links to each post.

Safety checks and fallbacks: Detects login-required pages or missing content and returns helpful status messages.

Simple API endpoint: Run it with a single POST request and get back JSON plus an HTML summary.

Instructions

1

Open the automation in CodeWords and confirm your environment details (API key, runtime URI, and extension key).

2

Make sure you’re logged into X in your default browser, then keep a window open so the browser extension can take control briefly.

3

Set how many posts you want to scan (5–20) and add a quick note about your tone or goals to guide the AI.

4

Hit run to start extraction—your browser tab may open X, wait a moment, and scroll to load more posts.

5

Review the results: you’ll get a JSON response plus a clean HTML summary with suggested comments and direct links to each post.

6

Click through to any post, pick a comment you like, personalize if needed, and post it.

Use Cases

This automation is perfect for founders, creators, marketers, recruiters, and community builders who want to stay active on X without spending hours drafting replies. It helps you show up consistently, add value to conversations, and start meaningful interactions—especially useful for daily engagement routines, nurturing leads, supporting customers, or participating in industry threads with confidence and speed.

Frequently Asked Questions

Do I need to be logged into X for this to work?

Yes. This automation opens your authenticated timeline through a browser extension, so you must be logged in for it to capture posts.

Will this post on my behalf?

No. It only suggests comments and gives you direct links. You choose what to post.

How many posts can it process at once?

You can ask for 5–20 posts. It processes multiple posts in parallel for speed, capped to keep things reliable.

What AI model is used?

It uses Gemini 2.5 Flash via the CodeWords Runtime to parse timeline HTML and generate comment suggestions.

Is my browser controlled automatically?

Briefly, yes. The browser extension opens X, waits for the page to load, scrolls to fetch more posts, and scrapes the HTML. It hands control back when finished.

What if my timeline doesn’t load or requires a login?

The automation checks for login prompts or missing timeline content and returns a helpful status so you can log in and try again.

Can I customize the tone of the comments?

Yes. Add a short “user context” (your goals and style), and the AI will tailor suggestions—professional, casual, curious, supportive, and more.

What does the HTML report include?

A skimmable summary with author names, handles, post previews, engagement stats, suggested comments with strategy and explanations, and links to view each post.

It uses your authenticated session and only reads timeline content. It won’t DM, follow, or post. You’re always in control.

Can I integrate this with other tools?

Yes. The FastAPI endpoint returns structured JSON, so you can store results, trigger workflows, or embed the HTML summary wherever you need.