coven vs atlas
Local coding-agent runtimes and workspaces compared
coven and atlas both help developers manage coding-agent work locally. coven is a Rust runtime centered on project-scoped sessions and a local API, while atlas is a desktop workspace that ties agent sessions to Git changes and shared project context.
coven: Run Project-Scoped AI Coding-Agent Sessions
Coven is a local-first Rust runtime for running coding-agent tools within project boundaries. It provides shared session management, durable event storage, and a local API for developers coordinating work across supported harnesses.
atlas: Coordinate Coding Agents and Track Their Changes
Atlas is a desktop workspace for running multiple coding agents against one codebase and connecting their work to Git commits. It captures sessions and shares project context so teams and individuals can recover why a change was made and switch agents without restarting from scratch.
| coven | atlas | |
|---|---|---|
| Language | Rust | Rust |
| License | MIT | Apache-2.0 |
| Stars | 66 | 8.9k |
| Forks | 27 | 350 |
| Last analyzed | Oct 4, 2026 | Oct 4, 2026 |
Key differences
- coven runs supported harnesses through project-scoped sessions in a local Rust daemon; atlas brings agents, Git tools, notes, and other project tools together in a desktop workspace.
- coven records session events in SQLite and offers a local IPC API; atlas links session details to commits, including commits made outside Atlas.
- coven supports Codex, Claude Code, and GitHub Copilot CLI; atlas supports Claude Code, Codex, its native agent, and agents from the ACP registry.
- coven is MIT-licensed and pre-1.0, with its README describing it as an early MVP; atlas is Apache-2.0 and offers optional account-based sync alongside local storage by default.
- coven lists macOS, Linux, and Windows x64 support; atlas supports macOS 13+ and Windows 10+, while describing Linux builds as untested.
- coven suits developers who want a shared runtime and session management across harnesses; atlas suits people who want an integrated desktop workspace and traceable agent changes.
Choose coven if you…
- run supported coding-agent CLIs in project-scoped sessions through one local runtime.
- want a local API, durable session records, or terminal-based session workflows.
- accept pre-1.0 software and its documented cautions about sensitive repositories.
Choose atlas if you…
- want agent sessions connected to Git commits, prompts, tool calls, and file changes.
- need shared project notes, plans, decisions, and prior session context across agents.
- prefer a desktop workspace combining agent runs with Git and project tools.
Compare the numbers side by side, or add more projects
This comparison is generated with AI from the OSRepos analyses of both projects. Always check each project's repository and documentation before choosing.