Modern QA2026Feature Comparison — tiles
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20.2Feature Comparison

Agent Integration

Feature Playwright CLI Playwright MCP Stagehand browser-use Vibium Selenium 4
CLI skill support Native (install --skills) No No No Native No
MCP server Companion (MCP Registry) Yes Via Browserbase No Built into binary (V1) No
First-party test agents Yes (planner/generator/healer) Shared No No No No
Agent-native design Yes Adapter Yes Yes Yes No
Zero-config setup Yes Mostly Yes Yes Yes No
Auto browser download Yes Yes Yes Yes Yes No

Token Efficiency

Microsoft's own benchmark (the only vendor-published, like-for-like number as of July 2026):

Metric Playwright CLI Playwright MCP
Typical task ~27,000 tokens ~114,000 tokens
Ratio ~4x cheaper baseline
Long sessions up to ~10x reported
Mechanism Snapshots/screenshots to disk, read on demand Full state streamed into context per action

Stagehand and browser-use sit between the two poles: cheaper than raw MCP streaming, costlier than disk-first CLI, with exact numbers depending heavily on model and page complexity — treat any per-step token figure you see in a blog post as an estimate, not a spec.

Browser Control

Feature Playwright CLI Playwright MCP Stagehand browser-use Vibium Selenium 4
Auto-wait / actionability Yes (engine) Yes (engine) Yes Partial Yes (server-side in Go) No (manual)
Element addressing Snapshot refs (e8) A11y tree refs Natural language intent NL + vision CSS selectors + find-all Selectors
Screenshot To disk Inline Yes Yes Yes Yes
Network interception Via engine/trace (HAR in tracing) Yes Yes Limited BiDi network module Partial (BiDi)
Session/state reuse Named sessions, state-save/state-load Server-side session Yes Yes Daemon mode Manual
Cross-browser Chromium/FF/WebKit Chromium/FF/WebKit Chromium-first Chromium-first Chrome (V1) All major

Page Understanding

Approach Playwright CLI Playwright MCP Stagehand browser-use
Page state YAML a11y snapshot on disk Rich a11y tree in context Intent resolution over DOM Vision + DOM
Agent reads On demand (file) Always (streamed) Abstracted away Streamed
Semantic understanding High (a11y summary) High High High (vision)
Cost of understanding Paid only when needed Paid every action Per intent call Per vision call

Ecosystem (July 2026)

Aspect Playwright Stagehand browser-use Vibium Selenium
Age Mature (2020) New (2024-25) New (2024) New (2025, V1 Jun 2026) Veteran (2004)
GitHub stars 70K+ ~22.8K ~81K Small 30K+
Production adoption Widespread Growing fast Large OSS community Not evident yet Universal
Commercial support Microsoft Browserbase No No Multiple vendors
Trajectory since Jan 2026 Shipped CLI + agents; recommends CLI over MCP Standout of the agentic-SDK wave Most-starred OSS agent framework Shipped V1; adoption unproven Steady 4.4x releases; v5 still pending