Manus records 19,195,779 monthly visits with -1.7% month-over-month growth and Free Trial pricing. ML.ai records 0 monthly visits with 0% growth and Paid pricing.
A general-purpose AI agent that executes tasks, not just answers them
Hand it an issue, review the diff, merge when you are ready
A general-purpose AI agent that executes tasks, not just answers them
Give the agent a goal and it plans the steps, chooses tools, and works through the task in a cloud environment without constant supervision.
Produces finished artifacts such as slide decks, functional websites, small games, and formatted documents rather than raw text.
Runs broad, multi-source investigations and compiles the findings into a structured report.
Generates images, video, and music as part of a larger task or as standalone outputs.
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 powerful reasoning agents and deep research, but lacks Manus's specialized continuous cloud workspace execution.
Provides powerful reasoning agents and deep research, but lacks Manus's specialized continuous cloud workspace execution.
Features advanced computer use and interactive artifacts, but operates primarily as a chat assistant rather than a dedicated autonomous agent platform.
Features advanced computer use and interactive artifacts, but operates primarily as a chat assistant rather than a dedicated autonomous agent platform.
Executes tasks using cloud virtual Linux machines, but focuses more on personal desktop automation than complex multi-app research.
Free / Open-sourceThe AI coding agent that turns ideas into shipped software
Free / Open-sourceThe AI coding agent that turns ideas into shipped software
Free / Open-sourceProvides open-source personal task automation, but lacks the polished cloud sandbox environment of Manus.
Free / Open-sourceProvides open-source personal task automation, but lacks the polished cloud sandbox environment of Manus.
Free / Open-sourceA spec-driven AI IDE and agent platform that plans, builds, reviews, and verifies real engineering work.
Free / Open-sourceA spec-driven AI IDE and agent platform that plans, builds, reviews, and verifies real engineering work.
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
Automates multi-step workflows and asset creation, but with fewer built-in general browser navigation tools.
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
SpecialistConverts prompts into structured office deliverables, but acts primarily as a document generation workspace.
SpecialistConverts prompts into structured office deliverables, but acts primarily as a document generation workspace.
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
