How to Build an Instagram Research Tool with Claude Code

Stop researching manually

Understanding what works in your niche on Instagram used to mean hours of scrolling, screenshotting, and taking notes. Watching videos, transcribing hooks by hand, and trying to spot patterns across dozens of posts.

Claude Code can handle all of that automatically. With a one-time setup, it scrapes the top-performing posts in any niche, transcribes every video, captures the visual hook from each post, and generates a structured analysis report — in roughly 10 minutes.

Hypd uses this kind of research layer to build content strategies grounded in real data rather than guesswork.

What the tool does

The setup produces a fully automated Instagram research workflow. Give it a niche and a set of keywords, and it handles the rest.

• Scrapes up to 50 top-performing posts in any niche
• Transcribes video audio into text for hook and script analysis
• Screenshots the visual hook frame from each post
• Identifies recurring patterns across hooks, formats, and structures
• Generates a complete analysis report with findings and content recommendations

What you need before you start

The tool runs entirely inside Claude Code. You need Claude Code installed and an Anthropic account. If you haven't installed it yet, the setup takes about five minutes.

• Claude Code installed (desktop app or terminal version)
• An Anthropic account — free tier works for getting started
• Node.js installed (download the LTS version from nodejs.org if needed)
• Chrome browser — the tool uses it to access Instagram

Install Claude Code via terminal

If you prefer the terminal version — which runs tasks in the background and handles automation better than the desktop app — install it with this command:

bashCopy
npm install -g @anthropic-ai/claude-code
claude

Build the research tool with Claude Code

Once Claude Code is running, paste this prompt to have it build the Instagram research tool from scratch. Claude will install everything it needs, ask about your niche and keywords, configure Chrome, and run the full research automatically.

promptCopy
Build me an Instagram research tool that does the following:

1. Scrape the top 50 posts in my niche based on keywords I give you
2. For each post that has a video, transcribe the audio
3. Screenshot the first frame of each post (the visual hook)
4. Analyze all posts for recurring patterns: hook formats, slide structures, caption styles, CTA types
5. Generate a full analysis report with:
   - Top hook formats with examples
   - Most common content structures
   - Engagement patterns by post type
   - 5 specific content ideas I can use based on what's working

Use Chrome for scraping. Ask me for my niche and target keywords before starting.
Save all screenshots and transcripts to an /output folder.
Format the final report as a markdown file.

How to run it weekly

Once the tool is built, running a fresh research batch is a single command inside Claude Code. Update the keywords to shift niche focus, or keep them consistent for ongoing trend tracking.

Running this weekly gives you a rolling view of what formats are gaining traction, which hooks are getting cut-through, and where your content has gaps relative to what's actually working.

• Open Claude Code in your project folder
• Tell Claude: Run the Instagram research tool for [your niche] with keywords [your keywords]
• Review the /output folder and the generated markdown report
• Use the hook patterns and content ideas in your next planning session

Frequently asked questions

• Do I need to know how to code to set this up? No. Claude Code writes all the code for you. Your job is to answer its questions about your niche and keywords, then let it run.
• How often should I run a fresh research batch? Weekly is a good cadence for active content creators. Monthly works if you're focused on evergreen content rather than trend-driven posts.
• Can I use this for niches other than my own? Yes. The tool works for any public Instagram niche. Run it on competitor niches to spot content gaps, or on adjacent audiences to find crossover ideas.