Skyvern alternative, the honest version

The right Skyvern alternative depends on one thing: does your workflow stay inside the browser?

Every other comparison on this topic lines Skyvern up against another browser agent and scores features. That misses the fork that actually decides your tool. Skyvern is excellent inside a web page and, by its own description, cannot reach a desktop app. So the real question is not which browser agent is best. It is whether your workflow ever leaves the browser.

M
Matthew Diakonov
6 min

Direct answer (verified 2026-06-17)

If your workflow stays inside a web browser, the closest alternatives to Skyvern are Browser Use and Browserbase, the same browser-native category. If your workflow touches the desktop at any point (SAP GUI, a file picker, a Citrix-published app, a mainframe terminal, any native Windows dialog), Skyvern structurally cannot reach it, and the alternative you actually need is Mediar: a desktop agent that drives apps through the OS accessibility tree.

Skyvern itself states it automates browser-based tasks and cannot automate desktop apps like SAP GUI (see skyvern.com). Mediar's engine is open at github.com/mediar-ai/terminator.

The boundary every browser agent shares

Skyvern, Browser Use, Browserbase, Hyperbrowser: they differ on infrastructure, pricing, and how clever the page reasoning is, but they all live inside the same box, the rendered browser window. That is a feature, not a flaw, for web-only work. It becomes a wall the moment a workflow step paints somewhere else.

Here is a real claims-intake sequence. Watch where a browser agent runs out of road and a desktop agent keeps going. The first two steps are inside a Chrome tab. The rest are not.

One workflow, and the point where a browser agent stops

๐ŸŒ

Open vendor portal in Chrome

Browser agent and desktop agent both reach this.

โœ…

Fill the web form, click Submit

In-page DOM. Skyvern's home turf.

โŒ

Click Export, OS file picker opens

Outside the painted browser window. Skyvern stops here.

๐Ÿ”’

Paste the policy number into SAP GUI

Native Windows app, no DOM. Invisible to any browser agent.

โš™๏ธ

Save back through a native dialog

Win32 window. Reached via the OS accessibility tree.

The architectural difference, not the marketing one

Skyvern's strength is that it pairs a vision model with the page, so it acts on what is visually on screen and re-finds a moved button when a site changes. The cost of that design is an LLM inference on every step, every run. Mediar takes the opposite trade. It records the workflow once, then replays it against the live accessibility tree with no model in the loop. The replay engine is small and auditable, and you do not have to take my word for either claim.

Clone the engine and run the two commands below. The replay file is 871 lines, and grepping the entire replay layer for the names of every major model provider returns zero matches.

verify-the-replay-loop.sh
0 LLM calls

โ€œcrates/executor/src/services/typescript_executor.rs is 871 lines, and grep -rniE 'openai|anthropic|gemini|claude|llm' across crates/executor/src/services/ returns 0. A recorded Mediar workflow replays deterministically. A browser agent like Skyvern runs a vision model on every step, every run, which is what its per-step cost reflects.โ€

github.com/mediar-ai/terminator, crates/executor/src/services/

What the two cost models really mean

This is the part the feature tables skip. Skyvern's cloud is credit-based, 5,000 free credits every month with no credit card, and it previously billed around $0.05 per automation step. Because a vision agent makes a model call per step, your bill scales with the number of decisions the agent makes. Mediar bills $0.75 per minute of runtime with no per-seat licensing, plus a $10,000 turn-key program fee that converts to credits. Since the recorded workflow replays with no per-step inference, you are paying for wall-clock minutes of execution, not for each decision.

For a one-off scrape across a few sites, per-step billing is cheap and convenient. For a workflow you run hundreds of times a week across the same legacy screens, minutes of deterministic replay and per-decision inference are very different shapes of bill.

โ€œWe moved an LG-customer F&B chain from UiPath to Mediar. Their CFO told the board they are now saving 70% on costs. The workflows lived in SAP Business One, not a browser, which is exactly where a browser agent would have left them stuck.โ€
M
Mediar deployment
F&B chain on SAP Business One

Licensing, if you plan to build on it

Both projects have open code, under different licenses, and the difference is not cosmetic. Skyvern is AGPL-3.0, a copyleft license whose network-use clause has real implications for a closed product built on top of it. Mediar's Terminator engine is MIT-licensed, which is permissive: read it, fork it, embed it in a commercial product without the copyleft obligations. The MIT license is also why the verification above is honest. You can clone the executor and run the grep yourself.

The five-second decision

Workflow lives inside the browser, start to finish? Stay in the browser-agent category: Skyvern, Browser Use, Browserbase.

Workflow touches a file picker, a native dialog, SAP GUI, Citrix, or any desktop app, even once? You need a desktop accessibility-tree agent. That is Mediar.

Do not pick on feature count. Pick on the boundary count: how many times your highest-volume workflow leaves the browser window.

Bring your workflow. We will count the boundaries with you.

A 30-minute walkthrough on a real workflow. We show the recorder, the deterministic replay, and the desktop steps a browser agent like Skyvern cannot reach. No slides, the running artifact.

Frequently asked questions

What is the best alternative to Skyvern?

There is no single answer, and any list that gives you one is hiding the real question: where does your workflow run? If every step happens inside a web browser, the closest like-for-like alternatives are Browser Use and Browserbase, both browser-native AI agents in the same category as Skyvern. If your workflow leaves the browser at any point, to a file picker, an OS sign-in prompt, SAP GUI, a Citrix-published app, a mainframe terminal emulator, or any native Windows dialog, then no browser agent is your alternative, because none of them can see past the page. That is where Mediar fits: it drives the desktop through the OS accessibility tree (the same interface a screen reader uses), so it reaches both the browser content and everything around it.

Why can't Skyvern automate desktop apps like SAP GUI?

Skyvern is a browser automation platform. Its own site states it automates browser-based tasks and explicitly cannot automate desktop apps like SAP GUI. Architecturally it pairs a vision model with the rendered web page, so its world is bounded by the browser window. A SAP GUI control, a Jack Henry green-screen, a native print dialog, the Windows file picker, none of those are painted inside a browser tab, so there is nothing for the vision model to act on. Mediar reads Microsoft UI Automation on Windows, which surfaces those native controls as a tree of elements with names, roles, and values, the same tree NVDA and Narrator read. That is the structural reason a desktop agent reaches what a browser agent cannot.

Skyvern uses vision AI so it survives redesigns. Doesn't Mediar break when UIs change?

Both approaches are built to survive UI drift, they just pay for it differently. Skyvern runs a vision LLM on every step at run time, which is what lets it re-find a moved button, but it also means every step is an inference call with the cost and latency that implies. Mediar records the workflow once and replays it against the live accessibility tree using a four-strategy match cascade: automation id first, then window plus bounds, then visible text, then window focus. A label rewrite is absorbed by the automation id; a dark-mode reskin is invisible to the tree; automation-id churn is absorbed by name plus role. The replay loop itself makes zero LLM calls, which you can verify by grepping the open executor (see the code block above). Different mechanism, same goal: the workflow keeps running when the screen changes.

How does the pricing compare?

They bill on different axes because they run on different architectures. Skyvern's cloud is credit-based: 5,000 free credits every month with no credit card, then paid tiers above that; it previously billed around $0.05 per automation step. Because a browser agent runs a vision inference on every step, cost scales with the number of decisions the agent makes. Mediar bills $0.75 per minute of runtime with no per-seat licensing, plus a $10,000 turn-key program fee that converts to credits. Since a recorded Mediar workflow replays with no LLM call per step, the cost is wall-clock minutes of execution, not a charge per decision. For a high-volume, repetitive workflow, billing on minutes of deterministic replay behaves very differently from billing per inference step.

Is Mediar open source like Skyvern?

Both have open code, under different licenses, and the license matters if you plan to build on top. Skyvern is licensed under AGPL-3.0, a copyleft license whose network-use clause has real implications for closed products built around it. Mediar's engine, Terminator, is MIT-licensed at github.com/mediar-ai/terminator, which is permissive: you can read it, fork it, and embed it in a commercial product without the copyleft obligations. The MIT license is also why the verification in this page is honest, you can clone the executor and run the grep yourself.

When is Skyvern still the better choice over Mediar?

When the workflow genuinely never leaves the browser. If you are automating sign-ups, scraping a public site, filling forms across modern SaaS apps, downloading invoices from web portals, and nothing in the flow touches a desktop app, a native dialog, or a file picker, then a browser-native agent is the right tool and is faster to point at a new site. Skyvern's vision approach is well suited to brand-new web workflows where there is no recording to replay yet. Mediar earns its place the moment the workflow crosses into the desktop layer, which is exactly where enterprise RPA on SAP, Oracle EBS, banking cores, and EHR systems lives.

Can a desktop agent still automate the web parts of my workflow?

Yes. The accessibility tree covers browser content too, because Chrome and Edge publish their DOM through the same OS accessibility provider for screen-reader support. So a desktop agent reaches the in-page fields a browser agent would, then keeps going when the workflow opens a file picker or switches to SAP. Mediar's recorder normalizes both kinds of input into the same event stream (the event types live in apps/desktop/src-tauri/src/event_ingestion.rs, including button_click, text_input_completed, and application_switch), which is why one recorded file can span the browser and the desktop without a second tool wired in.

What should I actually measure before switching?

Walk through your highest-volume workflow with a stopwatch and count how many times focus leaves the browser window: a file picker, an OS credential prompt, the downloads bar, a jump to Excel, a paste into a desktop admin app. Zero crossings means a browser agent like Skyvern is a fine fit. One or more crossings means you will either wire a second tool alongside Skyvern to cover the desktop steps, or use one agent that reaches both. That boundary count, not a feature checklist, is the decision.

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