Skip to content

Repository files navigation

omni-logo-256 omni-logo-dark-256

The open-source AI agent for your company.

Omni works across the tools your company already uses. It gathers relevant context, analyzes information, and carries out tasks while respecting existing permissions.

WebsiteDocumentationDeploymentFeaturesArchitecture

Omni Demo


What is Omni?

Omni is an open-source, self-hosted AI agent for company-wide work.

It connects to tools like Google Drive, Gmail, Slack, Confluence, Jira, HubSpot, and internal file systems. Employees can ask Omni to investigate an issue, prepare an update, analyze company data, find information, or carry out supported actions across these systems from one conversation.

Omni brings the agent runtime, company context, tool access, model support, and source permissions into one system your team can deploy and operate.

Features

  • Cross-Tool Task Execution: Gather context and carry out supported actions across connected company systems.
  • Permission-Aware Company Context: Keep indexed information scoped by the permissions inherited from each source system.
  • Grounded Answers with Citations: Answer questions using company context and show the sources behind each response.
  • Hybrid Search and Retrieval: Full-text BM25 search with ParadeDB and semantic search with pgvector, all inside Postgres.
  • Tool Use and Sandboxed Code Execution: Run Python and bash in an isolated environment to inspect files, analyze data, and generate outputs.
  • Workplace Connectors: Connect Google Workspace, Microsoft 365, Slack, Jira, Confluence, HubSpot, and other company systems.
  • Use the Models You Choose: Anthropic, OpenAI, Gemini, AWS Bedrock, Vertex AI, Azure AI Foundry, or any OpenAI-compatible endpoint (vLLM, Ollama, LM Studio, LiteLLM, and others).
  • Self-Hosted by Design: Run Omni entirely in your cloud, on-premises, or in an isolated environment.
  • Simple Deployment: Use Docker Compose for single-server deployments or Terraform for production deployments on AWS and GCP.
  • Extensible with MCP and Connector SDKs: Connect MCP tools or build company-specific integrations in Python or TypeScript.

Architecture

Omni uses Postgres (ParadeDB) as the core data layer for BM25 full-text search, pgvector semantic search, and application data.

No Elasticsearch. No dedicated vector database. One database to tune, backup, monitor, and operate.

Core services are written in Rust for search, indexing, and connector orchestration; Python for the agent runtime and model orchestration; and SvelteKit for the web frontend. Each connector runs as its own lightweight container, allowing integrations to use different languages and dependencies without affecting the rest of the system.

The agent runtime can execute code in a sandboxed container on an isolated Docker network, with no access to internal services or the internet. It uses Landlock filesystem restrictions, resource limits, and a read-only root filesystem.

See the full architecture documentation for more details.

Deployment

Omni can be deployed entirely on your own infra. See our deployment guides:

Supported Integrations

Google Workspace

 
Google Drive
 
 
Gmail
 
 
Google Chat
 
Google Drive Gmail Google Chat

Microsoft 365

 
SharePoint
 
 
OneDrive
 
 
Outlook and Calendar
 
 
Teams
 
SharePoint OneDrive Outlook & Calendar Teams

Knowledge Base & Documents

 
Confluence
 
 
Notion
 
 
Nextcloud
 
 
Paperless-ngx
 
 
Web
 
 
Local Files
 
Confluence Notion Nextcloud Paperless-ngx Web Local Files

Communication & Meetings

 
Slack
 
 
Fireflies
 
 
IMAP
 
Slack Fireflies IMAP

Project Management & Engineering

 
Jira
 
 
GitHub
 
 
ClickUp
 
 
Linear
 
Jira GitHub ClickUp Linear

Business Apps

 
HubSpot
 
 
Google Ads
 
 
Darwinbox
 
HubSpot Google Ads Darwinbox

Build a Connector

Use the Connector SDK to build your own integrations with Omni.

See CONTRIBUTING.md for development setup and guidelines.

If you use Claude Code, this repo includes a skill to help build connectors. Run /build-connector <service name> (e.g., /build-connector Asana).

License

Apache License 2.0. See LICENSE for details.


About

The open-source, self-hosted AI agent for your company. Works across workplace tools to find context, analyze information, and carry out tasks.

Resources

Contributing

Stars

756 stars

Watchers

0 watching

Forks

Releases

Packages

Used by

Contributors

Languages