QoderWork: a desktop AI agent that reads local files and delivers finished documents

QoderWork is a desktop AI agent from the Qoder team at Alibaba, available for Mac and Windows. The difference from a chat assistant is concrete: it can work with local files inside folders you authorize, produce professional documents such as PPT, Excel and Word, run browser tasks, and reach outside tools through the MCP protocol. You describe the goal in plain language and the agent plans, executes and hands over the result.

QoderWork is not a text box inside a web page but an operator installed on the machine. It runs inside a local sandbox, and file work happens within the folders you approve, so material does not have to be uploaded first. That shapes the jobs it suits: tidying a directory full of files, merging a dozen spreadsheets into one report with charts, laying content out as a slide deck to a template.

The team behind it is Qoder at Alibaba, which also ships a coding tool of the same name, so QoderWork inherits a Credits-based quota system. That matters when reading the plans: the gap between free and paid tiers is mostly about available credits and request volume rather than features being switched off.

Everything below comes from the public product description and pricing page. No undisclosed capabilities, model versions or enterprise terms have been added, and prices should be checked against the current official page.

How the capabilities fit together

Local file work without uploading

QoderWork reads and writes inside authorized folders and handles batch organizing, information extraction and format conversion locally. Compared with upload-based tools, that saves waiting time and removes the question of whether material should leave the machine. Renaming at scale, grouping by content, or pulling key fields out of dozens of contracts are exactly the repetitive jobs it targets.

Documents as deliverables, not drafts

The official description covers one-click output of formatted Word files, Excel workbooks with formulas and charts, structurally complete PPT decks and editable PDFs. The output lands in the project folder and can be opened, edited and sent. For anyone producing weekly reports or proposals, the saving is the hours normally spent on layout and formatting.

Tool connections through MCP and Skills

Over MCP, QoderWork calls external tools such as task management and design collaboration, chaining cross-application steps into one flow. The Skills mechanism allows one-click installation from a marketplace or custom development, so the agent's reach grows with the workflow. Expert kits package domain knowledge, processes and data connectors from six fields including legal, finance and marketing into ready-to-install toolboxes.

Browser automation and image generation

It can visit pages, fill forms and scrape data for online research and repetitive web operations, and generate illustrations from a description straight into the local project directory. The combination matters: research a competitor's pages, capture the data, produce charts and images, then assemble a report, without a human moving data between steps.

Sandbox, permissions and confirmations

Four safeguards are listed: sandboxed execution, permission boundaries, confirmation pop-ups for risky operations and a live task progress view. All four answer the same worry about handing file access to an agent. The sandbox limits the blast radius, permissions limit which folders are reachable, dangerous actions need a human nod, and the progress panel shows what is happening so it can be interrupted.

Two model tiers

A standard mode handles routine work economically, while a flagship mode covers complex reasoning. That is a practical split: organizing files and converting formats do not need the strongest model, whereas planning and multi-step design do. Switching per task is cheaper than running everything at the top tier.

Getting started

1. Download the Mac or Windows client from the official site, install it, then register and sign in.
2. In settings, authorize the local folders the agent may use. Grant the current project directory rather than an entire drive.
3. Pick the standard or flagship model tier according to task complexity to balance cost and quality.
4. Describe the goal in the chat box, for example asking it to sort the contracts in a folder by client and produce a summary deck.
5. Review the task steps the agent proposes, confirm or adjust at key points, follow progress in the panel and collect the finished files from the authorized folder.

Plans and credits

• The free tier costs nothing per month and includes a two-week Pro trial plus 300 credits, with limited code completion, coding prediction, chat and agent requests.
• Pro is 10 USD per month with 2,000 credits, more chat and agent requests, and access to Quest mode and Repo Wiki.
• Pro+ is 30 USD per month with 6,000 credits; Ultra is 100 USD per month with 20,000 credits; both include early access to new features.
• Teams costs 30 USD per seat per month with 2,000 credits per seat, centralized billing, an admin console and SSO. Enterprise pricing is listed as pending, adding SCIM seat management and enterprise knowledge management.
• The official material does not state how many credits a typical task consumes, so per-task cost has to be measured on the free tier rather than calculated here.

Where it fits

• Office and operations staff who need batch file cleanup and regular report or deck production.
• Analysts who want data cleaning, trend calculation and charts without writing scripts.
• Research and consulting work that involves online sourcing, reading and turning notes into structured documents.
• Small teams that want task management and design tools chained into one automated flow.

Limits worth knowing

• Desktop only: Mac and Windows clients are offered, with no web or mobile version mentioned, so mobile-only work is out of scope.
• Credits are the unit of billing, but typical consumption per task is not published, so heavy users should measure cost on the free allowance first.
• Sandboxing reduces risk without removing it: overly broad folder permissions or habitually approving risky prompts can still cause unwanted edits, so back up important directories.
• Enterprise pricing is listed as pending and the shape of SCIM and enterprise knowledge management is undisclosed, so organizations with compliance needs should confirm with the vendor.
• No screenshots are used here: the images available from the source carry no confirmable official rights status, so the body stays text-only rather than implying an interface.

Frequently asked questions

How is QoderWork different from a chatbot?

A chatbot returns advice; QoderWork acts. It reads and writes authorized folders, generates PPT, Excel, Word and PDF files, drives a browser and calls external tools over MCP, then leaves the finished output in a local directory. It delivers files, not instructions.

Is data uploaded to the cloud?

The official description emphasizes sandboxed local execution, with file work happening in authorized folders so organizing and conversion do not require an upload first. Data retention and transfer policies are not itemized in that description, so test with a small, non-sensitive folder first.

Is the free tier enough?

It includes 300 credits and a two-week Pro trial, which is enough to judge whether the agent fits your workflow. Once credits run out you move to Pro or above; how fast they drain depends on task complexity and the selected model tier.

Which systems are supported?

Mac and Windows desktop clients. No web, Linux or mobile version is mentioned.