devin capabilities
13 mapped capabilities, each graded and dated. This is the diagnosis — the migration guide is the cure.
Capabilities
Autonomous end-to-end agent sessions
provisionalverified 2 days agoDevin accepts a natural-language task description and works independently — planning, coding, running tests, browsing documentation, and iterating — until the task is complete or it needs human input. Sessions are observable in real time and interruptible at any point.
CLI and local terminal interface
provisionalverified 2 days agoDevin CLI is a local coding agent that runs in your terminal, with access to your local files and environment. It can hand off tasks to cloud Devin via a "/handoff" command, enabling a seamless local-to-cloud workflow.
Cloud workspace (Devin's Machine)
provisionalverified 2 days agoEvery Devin session runs inside an ephemeral, fully isolated cloud VM that includes a shell/terminal, a code editor (IDE), and a browser. All three surfaces are observable in real time with sub-50 ms latency; users can take over any of them at any moment.
DeepWiki and Ask Devin (repo knowledge)
provisionalverified 2 days agoDevin automatically indexes connected repositories and generates a wiki with architecture diagrams, source links, and codebase summaries (DeepWiki). Ask Devin provides natural-language Q&A over the indexed codebase with code citations, and can generate context-rich prompts to seed agent sessions.
Devin API (programmatic access)
provisionalverified 2 days agoA REST API lets teams create and manage Devin sessions, knowledge bases, playbooks, and secrets programmatically, and integrate Devin into custom tooling or CI pipelines.
Devin Review (AI-assisted PR review)
provisionalverified 2 days agoDevin Review is an in-webapp code-review platform that re-organises PR diffs logically, detects bugs by severity, and provides codebase-aware chat so reviewers can ask questions about changes without leaving the review interface.
Enterprise security and deployment controls
provisionalverified 2 days agoDevin offers SAML/OIDC SSO, role-based access control, per-repo and per-tool scoping, a network egress allowlist, SIEM-exportable session transcripts, and an optional single-tenant VPC deployment for organisations with compliance requirements.
Issue-tracker integration (Jira and Linear)
provisionalverified 2 days agoDevin connects to Jira and Linear so that assigning a ticket (or adding a label or @-mentioning Devin in a comment) automatically starts a coding session, which then posts PR links and progress back to the ticket.
Knowledge and Playbooks (custom instructions)
provisionalverified 2 days agoKnowledge is a persistent, org-wide library of tips, documentation, and instructions that Devin automatically recalls when contextually relevant. Playbooks are reusable prompt templates for repeated tasks, functioning like custom system prompts scoped to specific workflows.
MCP (Model Context Protocol) tool extension
provisionalverified 2 days agoDevin connects to external services via the Model Context Protocol, giving it access to databases, monitoring tools, productivity apps, and more during sessions. A built-in marketplace offers 30+ pre-configured servers; users can also add arbitrary custom servers.
Parallel agent sessions
provisionalverified 2 days agoMultiple Devin instances can run simultaneously on separate, isolated VMs. A parent session can also orchestrate child sessions, delegating sub-tasks to a coordinated team of Devins and collecting their outputs.
Plans, pricing, and ACU usage-based billing
provisionalverified 2 days agoDevin uses a usage-based billing model centred on Agent Compute Units (ACUs), where 1 ACU represents roughly 15 minutes of active Devin work. Plans range from a free tier to an enterprise custom tier.
Slack integration
provisionalverified 2 days agoDevin operates as a Slack bot; team members tag @Devin in any channel or thread to start sessions, ask codebase questions, or run data queries — all without leaving Slack.