Use cases / Clawbrowser demo / 0:51

Research top Reddit posts for developer keywords

Find relevant Reddit posts from the past year, collect engagement data, and export a community-research dataset.

Published · @AIWebAutomationLabWatch on YouTube ↗

Overview

Keyword searches produce noise unless topic and time window are clear. This Clawbrowser demo searches 10 developer-focused keywords, filters unrelated Reddit posts, and exports a structured dataset.

What happens in the video

The agent searches ten developer topics using Reddit's top and past-year filters. Noisy results lead it to tighten product matching, change queries, and rerun collection. Its final message reports 100 rows across ten keywords, followed by a spreadsheet preview. Query refinement and relevance checks are part of the demonstrated workflow.

Before you start

  • Developer keywords and a time window.
  • Post and engagement fields for the output.

Step-by-step guide

Practical steps for adapting the recorded task. The video summary above describes the demonstrated result; these checks guide your own run.

  1. Define coverage

    Search the developer keywords within the selected time window. The recording uses 10 keywords and posts from the past year.

  2. Filter and collect

    Read the context to exclude unrelated uses of the keywords. Record post details, engagement, and source links with collection context.

  3. Validate keyword groups and export

    The agent refines queries after noisy matches and reports 100 rows across ten keyword groups. Before using a new dataset, check relevance and duplicate URLs across groups while retaining all matching keywords. Scores and comment counts describe the collection time.

Try this prompt

Suggested prompt

Find top Reddit posts from the past year for [developer keywords]. Filter unrelated matches and record title, subreddit, URL, date, engagement, and matching keywords. Export a deduplicated dataset.

Adapt the placeholders to your task. This is an example prompt, not a transcript of the recording.

Results

  • A structured dataset of relevant posts and engagement.
  • Keyword-linked evidence for community research.

Questions about this workflow

Why keep all matching keywords?

A post can address multiple topics. Preserve those associations after deduplication to retain coverage information.

Does this publish comments?

No. This is research and export. The separate Reddit replies guide covers confirmed posting.

Put the workflow to work

Prepare the browser connection, then adapt the guide to your task and check its output.

Set up Clawbrowser →

Explore the broader use case

Guide reviewed . Source: published video and description.

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