The Case for Local-First Transcription
Most AI meeting tools are fundamentally annoying. They join your calls as uninvited guests, announce themselves in the chat, and upload your raw audio to a cloud server you do not control.
Meetily takes a completely different path. It is an open-source (MIT licensed), local-first application for macOS and Windows that records meetings directly from your system audio. There is no bot lurking in the participant list. If your priority is data sovereignty and keeping your private conversations off third-party servers, this is the tool.
How it handles the heavy lifting
Meetily relies entirely on local models to process audio on your machine. You can choose between Whisper or Parakeet models for real-time transcription, and it hooks into Ollama for generating summaries.
Because it captures system audio directly, it works with Zoom, Google Meet, Microsoft Teams, or any audio playing through your computer. You just start a meeting and it silently does its job in the background. The free Community edition covers the core functionality perfectly well for casual users, which explains why it has racked up over 440,000 downloads and 29,000 stars on GitHub.
Reddit users in the self-hosted and local AI communities frequently praise the tool for its stealthy recording setup. A common Reddit compliment is that it works right out of the box without requiring complex terminal commands, making it surprisingly accessible for a local AI product.
Where it falls short
Every tool has limits, and running AI locally comes with specific trade-offs:
- The most common complaint from heavy users is the speaker diarization in the free version. When multiple people talk over each other in a busy Zoom room, the basic tier struggles to identify exactly who said what. If you regularly moderate chaotic group calls, the free version will require manual cleanup.
- This is strictly a desktop application. If you take meetings on the go, the lack of mobile apps is a hard blocker.
- Calendar integrations and a chat-with-your-meetings interface are technically on the developer roadmap, but not available today.
The upgrade math
While the core app is free to use, the developers offer a Pro tier for those who need professional polish.
You should stick to the free version if you are a solo developer taking occasional client calls.
Pay for the Pro tier if you need to export transcripts directly to PDF, DOCX, or formatted Markdown files. The Pro version also includes improved speaker identification, which solves the overlapping voices problem mentioned above.
A lot of competing transcription tools like Otter or Fireflies charge $15 to $20 per month indefinitely. Since Meetily runs entirely on your own hardware, you avoid the recurring subscription costs associated with cloud-based AI.
The bottom line
Skip this if you need deep calendar integrations or if you primarily take calls on your phone.
Pick Meetily if you handle sensitive client information, adhere to strict GDPR or HIPAA requirements, or simply hate the idea of a third party analyzing your internal team discussions. It delivers exactly what it promises without the privacy compromises of the big name alternatives.