How to Search Across Every Meeting Transcript You Own (Not Just the Last One)
"Someone mentioned pricing in a call last month. Which call? Who said it?" If your transcripts live as loose files from three different tools, that question takes twenty minutes. Here's how to make it take twenty seconds. Why this is hard by default Each tool searches only inside itself. Fathom searches Fathom, Otter searches Otter. Since September 2026, a free Fathom account's cross-meeting…
Discovering the right words from your past meeting transcripts can be a time-consuming task, especially when they are scattered across various platforms. To streamline this process, it is crucial to gather all your meeting transcripts into a single folder and convert them into plain text format. By doing so, you enable your computer's search function to quickly locate specific information within the files.
While folder searches may suffice for small collections of meetings, they become increasingly unreliable as the number of transcripts grows. At this stage, you'll need a system that indexes your transcripts with relevant metadata such as titles, dates, sources, speakers, and tags. This allows for more targeted searches, enabling you to filter results based on specific criteria like a particular speaker or a date range.
One effective solution is to use a tool like MeetScribe, which I developed. This software enables you to import transcripts from various formats and sources, such as TXT, VTT, SRT, and JSON, into a single, organized library. The tool then creates a local full-text index, which facilitates efficient searching and filtering without the need for an account or online uploads.
Additionally, MeetScribe offers a local web view for easier browsing of your transcripts and includes a feature to generate commitment reports across all meetings, a capability that folder search simply cannot provide.
The process is straightforward: import your transcripts once using the command `python -m meetscribe import ~/all-my-transcripts`, and then utilize the search function with filters as needed, such as `python -m meetscribe search pricing --speaker Priya --date-from 2026-10-01`. This approach saves you considerable time and effort, especially as your collection of meeting transcripts expands.
You can start with a free trial by importing your first five meetings, after which a one-time fee of $29 grants you full access. You can learn more and sign up at https://solopreneur87.gumroad.com/l/mrysy.
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