Amical: Amical is an open-source, local-first AI dictation and voice-notes app that transcribes speech to text on your own machine using Whisper and open-source LLMs. joinly: Open-source, self-hostable connector that lets AI agents join Google Meet, Zoom, and Microsoft Teams calls to transcribe, listen, and act in real time via MCP. Here's where each one pulls ahead on pricing, features, and the meetings it suits best.
How Hosiqo compares and tests toolsFinal recommendation
Shortlist Amical when dictating emails, messages, and documents hands-free with app-appropriate formatting matters most, and joinly when self-hosted, privacy-first real-time meeting transcription for regulated teams matters most. Run both through a week of actual calls to see which suits your workflow.
Amical is an open-source, local-first AI dictation and voice-notes app that transcribes speech to text on your own machine using Whisper and open-source LLMs.
Open-source, self-hostable connector that lets AI agents join Google Meet, Zoom, and Microsoft Teams calls to transcribe, listen, and act in real time via MCP.
Amical is an open-source, MIT-licensed AI dictation application that turns speech into formatted text directly on your device. It runs OpenAI's Whisper for speech recognition locally and uses open-source LLMs (via Ollama) for intelligent processing, so dictation can work offline once a local model is set up; for machines that can't handle local inference, it offers a cloud fallback. Built with Electron and TypeScript, it runs on Mac and Windows as a desktop app with a floating widget interface and configurable hotkeys. Its standout feature is context-aware formatting: it detects the active application and adapts tone and structure accordingly, producing professional text in email, casual phrasing in chat apps, or prompt and command-style output in IDEs and terminals. It supports many languages plus mixed-language dictation, and custom vocabulary for domain-specific terms. Beyond dictation, it is adding smart voice notes with summaries and task generation. It targets privacy-conscious writers, developers, and professionals wanting a free alternative to paid dictation tools.
Best suited for
joinly is an open-source middleware project (by joinly-ai) that makes meetings accessible to AI agents. It runs as a Model Context Protocol (MCP) server that equips any agent with the tools to join a live video call, capture a real-time transcript, and interact by voice or chat during the meeting. Rather than being a finished notetaker app, joinly is a framework developers use to build interactive meeting agents that can listen, answer, search the web, draft documents, and post chat messages while the meeting is in progress. It works cross-platform across Google Meet, Zoom, and Microsoft Teams (and browser-based calls), and is model-agnostic, supporting OpenAI, Anthropic, and local models through Ollama. Speech-to-text and text-to-speech are modular, with Whisper or Deepgram for transcription and Kokoro, ElevenLabs, or Deepgram for synthesis. The project is MIT licensed and deployed via Docker (with a separate CUDA GPU image), giving teams full data sovereignty. The MCP server exposes join/leave controls, transcript and participant access, audio control, chat messaging, and video snapshots, making it a building block for custom, privacy-first meeting automation. Pricing varies by plan. Check the official website for current pricing.
Best suited for
Amical is open source (open source); joinly is a free tier with paid upgrades (freemium). Always confirm current pricing on each vendor's site before buying.
| Feature | Amical | joinly |
|---|---|---|
| Core capability | Local speech-to-text transcription powered by OpenAI Whisper | MCP server that exposes meeting tools (join/leave, transcript, chat, audio control, snapshots) to AI agents |
| Standout feature | On-device LLM processing via Ollama, with a cloud fallback option | Real-time transcription with timestamps and speaker information, subscribable for live updates |
| Team usage | Context-aware formatting that adapts tone to the active app (email, chat, IDE, terminal) | Cross-platform support for Google Meet, Zoom, Microsoft Teams, and browser-based calls |
| Integrations | Multi-language and mixed-language dictation support | Modular speech-to-text and text-to-speech backends (Whisper, Deepgram, Kokoro, ElevenLabs) |
| Languages & capture | Custom vocabulary for domain-specific terms and configurable hotkeys | Model-agnostic: works with OpenAI, Anthropic, and local LLMs via Ollama |
| Best-fit workflow | Smart voice notes with summaries and task generation (in development) | Docker-based self-hosting with optional CUDA GPU image |
Amical
Choose Amical if you need dictating emails, messages, and documents hands-free with app-appropriate formatting — strengths include fully open source (mit) and actively maintained with frequent releases.
joinly
Choose joinly if you need building custom ai meeting agents that answer questions and run tasks during live calls — strengths include fully open source (mit) and self-hostable for complete data control.
Amical
joinly
It depends on your workflow. Amical is strong for dictating emails, messages, and documents hands-free with app-appropriate formatting, while joinly is strong for building custom ai meeting agents that answer questions and run tasks during live calls. Both transcribe and summarize meetings.
Amical is open source and joinly is a free tier with paid upgrades. Check each vendor's pricing page for the latest plans and free-tier limits.
Yes. Many teams run more than one meeting assistant when the workflows are complementary.
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