Coding vv2.2 2026 Rank: #2178

Devin ✓

AI teammate for ambitious engineering teams

6.1k views 3.1M/mo traffic 15 saves Paid
More categories (4)

Verdict

A quick read before you dig into the full page.

Best if
AI teammate for ambitious engineering teams
Skip if
May not handle complex or unique coding tasks
Pick this when
Automates repetitive coding tasks

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Overview

Devin is an AI tool designed to support engineering teams in optimising their productivity. Through intelligent automation, it alleviates the burden of repetitive coding tasks.

One of its notable applications is assisting with large-scale code migrations, which can often be tedious and time-consuming for human engineers. Beneficial for organizations dealing with substantial volumes of code, Devin handles code migrations autonomously after being taught how to approach sub-tasks, requiring human intervention only to manage projects and approve the tool's changes.

It's worth noting that Devin's efficiency improves over time, as it becomes more familiar with the tasks and learns from previous errors. Overall, Devin could significantly shorten timelines for code migration projects, allow engineers to focus on more complex tasks, and provide substantial cost savings through increased efficiency and reduced manual efforts.

Devin, thus, aims to streamline the coding process, enhance productivity of HT resources, and support businesses in delivering their core products and services more efficiently and cost-effectively.

Devin website

Best for

Short scenarios where Devin tends to shine.

  • AI teammate for ambitious engineering teams

Example outputs 1

Sample generations and before/after results for Devin.

Access & connections

Where you can use Devin.

Platforms

Web

Capabilities

What this tool accepts, produces, and is strongest at.

Input

  • API
  • Code
  • Text

Output

  • Code
  • API
  • Text

Highlights

  • Agents

Supported features

  • IDE
  • Code Assistant
  • Agents

Pros & cons

Pros

  • Automates repetitive coding tasks
  • Assists with large-scale code migrations
  • Requires minimal human intervention
  • Streamlines the coding process
  • Enhances productivity
  • Supports business efficiency
  • Learns from previous errors
  • Ensures substantial cost savings
Show 20 more
  • Collaborates in real-time
  • Has own coding environment
  • Performs independent code exploration
  • May perform web searches for documentation
  • Handles code refactors and migrations
  • Assists with frontend bugs and Slack requests
  • Capable of repository setup
  • Supports web research and task automation
  • Can handle online booking and reservations
  • Ideal for technical debt and performance optimization
  • Capable of maintaining documentation
  • Code creation with natural language instructions
  • Can be integrated with other tools like GitHub, Slack, AWS
  • Supports mobile engagement
  • Allows collaborative work on its own editor, shell and browser
  • Case study shows 8x engineering efficiency gain
  • Smarter with growing tribal knowledge
  • Can operate with hundreds of tools
  • Creates pull requests independently
  • Works in parallel with multiple tasks

Cons

  • Requires initial teaching period
  • Dependent on human approvals
  • Potential compatibility issues with tools
  • Efficiency improves over time implies initial inefficiency
  • May not handle complex or unique coding tasks
  • Possibly high cost for small teams
  • Potential misuse in code security
  • Does not replace human expertise

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Releases 6

Devin v2.2 Feb 24, 2026 Current

Adds end-to-end testing with full computer use, including launching and testing desktop apps on its own Linux desktop.

Adds self-verification plus auto-fix behavior as part of a more autonomous completion loop.

Adds “Devin Review Autofix” so it reviews its own PR and fixes issues before you open it.

Starts up much faster, reducing time from task start to PR.

Ships a rebuilt interface that unifies planning, coding, and review into a single flow.

Devin v2.1 May 15, 2025

Adds confidence ratings during sessions so you can see how likely it is to succeed and reduce wasted effort.

Adds “score first” behavior for Linear and Jira issues so you can rank tasks without starting full sessions.

Adds built-in codebase intelligence (DeepWiki-style) to answer questions using repo snippets.

Adds an explicit !ask trigger to force a codebase scan for Q&A on demand.

Simplifies plan confirmation so it waits for approval when unsure and proceeds when confident.

Devin v1.2 Jan 16, 2025

Improves repo-context reasoning so it finds the right files, reuses existing patterns, and produces more accurate PRs.

Makes authenticated website setup easier by logging in during onboarding and saving cookies for later sessions.

Adds the ability to respond to audio messages in Slack.

Introduces enterprise accounts for centralized multi-org management and controls.

Devin v1.1 Dec 26, 2024

Adds full API functionality so you can drive sessions programmatically with structured input and output.

Improves speed and cost efficiency for tasks that require many code edits.

Adds customization hooks so teams can shape how it runs and reports.

Supports parallel session kickoff via scripts for running multiple tasks at once.

Makes it easier to build automation workflows on top of Devin via the API.

Devin v1 Mar 12, 2024

Runs inside a sandboxed dev environment with a shell, code editor, and browser.

Plans and executes longer engineering tasks with many sequential decisions.

Learns unfamiliar tools and libraries by reading docs and then applying them.

Builds and deploys apps end to end, including setup, iteration, and shipping.

Autonomously finds and fixes bugs in real codebases, including SWE-bench style issues.

Initial release November 8, 2024
Initial release of Devin.

FAQ 12

What is Devin?
Devin is an AI tool designed to support and optimize the productivity of engineering teams. It helps alleviate the burden of repetitive coding tasks through intelligent automation.
What key features does Devin offer?
Devin offers a range of key features, including coding automation, code migration assistance, productivity enhancement, repetitive task automation, coding efficiency, engineering and project management support, and ongoing learning from previous errors.
How does Devin support engineering teams?
Devin supports engineering teams by automating repetitive coding tasks, allowing engineers to concentrate on more complex tasks. It also greatly assists in time-consuming tasks like large-scale code migrations and project management.
What is the role of Devin in large-scale code migrations?
In large-scale code migrations, Devin operates autonomously, once it has been taught how to handle the sub-tasks involved. This makes the procedure considerably less labor-intensive for human engineers.
Does Devin require human intervention?
Yes, Devin does require human intervention but only to manage projects and to approve changes. The actual task of coding is handled autonomously by Devin.
Does Devin's efficiency improve over time?
Yes, Devin's efficiency does improve over time. This is as a result of the AI becoming more proficient at tasks it has been given and learning from any mistakes made during the process.
How is Devin beneficial for organizations dealing with substantial volumes of code?
For organizations dealing with substantial volumes of code, Devin is highly beneficial. It autonomously handles code migrations, thereby saving time and labour. It can also help streamline the coding process, freeing up human engineers to concentrate on more complex tasks.
How does Devin help in project management?
Devin assists with project management by taking on the tedious task of code migration, allowing human managers to focus on overseeing the projects and giving approval to Devin's changes.
How does Devin automate coding processes?
Devin automates the coding process by taking over the more laborious, repetitive tasks. It has been programmed to handle such tasks autonomously, allowing human engineers to concentrate on the more complex aspects of a project.
How can Devin enhance the productivity of an engineering team?
Devin enhances the productivity of an engineering team by handling the more labor-intensive tasks. This not only saves time but allows the human engineers to focus on more critical aspects of the projects. Also, as Devin becomes more proficient and learns from past mistakes, it takes less time to perform tasks, hence improving productivity over time.
How does Devin handle repetitive coding tasks?
Devin handles repetitive coding tasks using its intelligent automation capabilities. After being taught how to handle various sub-tasks, Devin becomes able to perform these tasks autonomously.
Can Devin handle complex task management?
Yes, Devin can handle complex task management. Its role is to undertake the more labor-intensive tasks of a project, thus freeing up human engineers to devote their time to the more complex aspects of the project.
Devin from $500/mo