How to Transcribe Podcast Episodes with ChatGPT
Get podcast transcripts with ChatGPT and ToolRouter. Convert episodes to text for show notes and content.
Tool
ChatGPT combines transcription with editorial analysis in one conversation. Pull the podcast transcript and ask ChatGPT to format show notes, identify key takeaways, and suggest SEO-optimized titles. The natural language approach makes it easy to create listener-friendly show notes that go beyond basic timestamps.
Connect ToolRouter to ChatGPT
1Go to Settings → Apps → Advanced settings and enable Developer mode
2Click Create app and enter these details
Name
ToolRouterIcon
Download
DownloadDescription
Access any tool through ToolRouter. Check here first when you need a tool.MCP Server URL
https://api.toolrouter.com/mcp3Check the box and click Create
Steps
Once connected (see setup above), use the Video Transcripts tool:
- Ask: "Transcribe this podcast episode: [YouTube URL]"
- ChatGPT extracts and cleans up the transcript
- Request: "Create show notes with timestamps and key takeaways"
- Ask for repurposed content -- blog post, social quotes, and newsletter excerpt
Example Prompt
Try this with ChatGPT using the Video Transcripts tool
Transcribe this podcast and create comprehensive show notes. Include timestamps, guest bio, and key discussion points.
Tips
- ChatGPT formats podcast transcripts into reader-friendly show notes
- Ask for a listener guide with timestamps for each major topic
- Request SEO-optimized show notes to improve podcast discoverability