Headline Scenarios
- A research assistant that remembers every source you have ever discussed with it.
- One AI interface for email, documents, and project tools — no subscription juggling.
- A private digital journal and second brain, with raw files in an Obsidian-compatible vault on your disk.
- A desktop assistant installed in minutes from a signed installer.
Email and Calendar Workflows
Auto-fetch ingests email and calendar events into the Memory Tree every ~20 minutes. Threads and events become Markdown chunks, summarized by sender, topic, and date. The desktop mascot joins Google Meet as a guest, transcribes in real time, labels speakers, and stores the meeting in memory.
- What did Alice last ask me about the Q3 roadmap?
- What follow-ups from last week have I not replied to?
- Summarize my last five syncs with the design team.
- What did I commit to in Thursday's meeting?
- Privacy reminder: get explicit consent from other participants before inviting the agent to a call.
Code and Knowledge Management
GitHub connector syncs commits, pull requests, and issues into memory. Native tools cover filesystem access, Git workflows, linting, testing, and grep-style search. With the agentmemory backend, the same store powers OpenHuman alongside Claude Code, Cursor, Codex, and OpenCode.
- Where in the repo do we configure the rate limiter?
- Summarize the changes in the last ten PRs touching the auth module.
- What open issues are blocked on me?
- Drop your own notes into the Obsidian vault; the agent picks them up on the next ingest cycle.
When OpenHuman Is Not the Right Tool
OpenHuman is early beta. Start with non-critical workflows, inspect every integration's permissions, and validate assumptions before scaling up.
- Pure chat with a local LLM: use Jan.ai, Msty, GPT4All, or Open WebUI instead.
- Pure document RAG or team-document Q&A: AnythingLLM is better positioned for this.
- Fully autonomous engineering tasks: OpenHands is closer to that shape.
- Mission-critical enterprise deployment today: the project is early beta and has no published independent security audit yet.