Kiro records 3,330,476 monthly visits with +4.6% month-over-month growth and Freemium pricing. ML.ai records 0 monthly visits with 0% growth and Paid pricing.
A spec-driven AI IDE and agent platform that plans, builds, reviews, and verifies real engineering work.
Hand it an issue, review the diff, merge when you are ready
A spec-driven AI IDE and agent platform that plans, builds, reviews, and verifies real engineering work.
You describe intent and context first; Kiro captures requirements and design as specifications, then verifies the finished implementation against them.
Kiro Crew watches your backlog, codebase, or CI, triages new work, delegates to specialized bots, and returns results for your review.
Long tasks split into checked steps so agents cannot shortcut a failed test, and review agents inspect diffs before a human approves a merge.
Use the IDE, mobile, or web, run headless in CI/CD with the CLI, or trigger Kiro from Slack, Microsoft Teams, GitHub, and GitLab.
Hand it an issue, review the diff, merge when you are ready
Give it an issue and it reproduces the bug, edits the code, runs your tests and opens a pull request while you focus on decisions.
The agent proposes a task list and names the files it expects to change. You select the tasks, and edits outside the declared scope stop and ask first.
Each step of a task is routed to the model that fits it, with the vendor abstracted behind an effort setting and a stated outcome.
Launch many jobs across projects at the same time. Each agent runs in its own sandbox and reports back with a reviewable diff.
Provides a polished AI-first code editor experience, but lacks Kiro's native AWS spec-driven planning workflows.
Provides a polished AI-first code editor experience, but lacks Kiro's native AWS spec-driven planning workflows.
Offers powerful parallel AI coding agents across an IDE and CLI, but lacks dedicated AWS ecosystem integrations.
Offers powerful parallel AI coding agents across an IDE and CLI, but lacks dedicated AWS ecosystem integrations.
Builds and deploys full-stack apps instantly in the cloud, but lacks Kiro's local spec-driven engineering verification.
Builds and deploys full-stack apps instantly in the cloud, but lacks Kiro's local spec-driven engineering verification.
Free / Open-sourceWrite code with precision, hand bigger jobs to agents, and keep working from anywhere
Free / Open-sourceWrite code with precision, hand bigger jobs to agents, and keep working from anywhere
Reads entire codebases to execute multi-file tasks as an IDE plugin, but offers less structured spec management.
Reads entire codebases to execute multi-file tasks as an IDE plugin, but offers less structured spec management.
Free / Open-sourceThe AI coding agent that turns ideas into shipped software
Free / Open-sourceThe AI coding agent that turns ideas into shipped software
Cognition's autonomous software engineer that ships real pull requests
Free / Open-sourceThe coding agent that learns your coding taste
Free / Open-sourceThe coding agent that learns your coding taste
Free / Open-sourceRun many coding agents in parallel, each in its own worktree
Free / Open-sourceRun many coding agents in parallel, each in its own worktree
Free / Open-sourceAn AI IDE and coding agent that works on your project, not just your cursor
Free / Open-sourceAn AI IDE and coding agent that works on your project, not just your cursor
Free / Open-sourceAgent orchestration platform for your whole software development lifecycle
Free / Open-sourceAgent orchestration platform for your whole software development lifecycle
Free / Open-sourceAI code review and status updates that keep every repo on track
Free / Open-sourceAI code review and status updates that keep every repo on track
