HyperTeamsHyperTeams
ADEConnect
GuideBenchmarksCompareAnnouncements
AX Consulting
ADEConnect

Resources

GuideBenchmarksCompareAnnouncements
AX Consulting

Same model, same 400 tasks.
Only the browser changed.

Seven browser tools — the hands an agent uses on the web — each driven by the same Claude Code and the same model through every task. The HyperTeams built-in browser is first in overall score and overall accuracy, and the fastest to finish.

  • Overall score 84.9
  • Overall accuracy 83.9%
  • Real services (REAL) 74%
  • Web interaction (MiniWoB++) 95%
Overall score (mean of four benchmark pass rates) and overall accuracy (share of all tasks solved)
  1. ScoreAccuracy
  2. #1HyperTeamsHyperTeams84.983.9%
  3. #2AsideAside83.982.2%
  4. #3Ego LiteEgo Lite81.980.4%
  5. #4Playwright MCPPlaywright MCP81.680.9%
  6. #5agent-browseragent-browser80.880.6%
  7. #6DevTools MCPChrome DevTools MCP80.380.1%
  8. #7browser-usebrowser-use80.280.1%
Results by benchmarkHow we measured
model — Claude Sonnet 5 for all seven tools
1
tasks — four public benchmarks plus 8 prompt-injection scenes
400
browser tools — same prompt, same time limit
7
LLM judges — every task graded by a program
0

Results by benchmark

Cell shade is the pass rate — darker means more solved.

Swipe sideways to see all seven tools

BenchmarkHyperTeamsAsideEgo LitePlaywright MCPDevTools MCPbrowser-useagent-browser
Overallmean of the four pass rates84.983.981.981.680.380.280.8
Overall accuracyshare of 392 tasks solved83.9%82.2%80.4%80.9%80.1%80.1%80.6%
REALRead the original benchmark (opens in a new tab)121 tasksEleven clones of real services — mail, shopping, restaurant booking, calendar and more. Graded by the state left on the site74%89/12195% CI 65–8169%83/12195% CI 60–7669%83/12195% CI 60–7670%85/12195% CI 62–7869%83/12195% CI 60–7670%85/12195% CI 62–7870%85/12195% CI 62–78
WebGamesRead the original benchmark (opens in a new tab)53 tasksHands-on interactions — drag, canvas, timing. Graded by the password revealed on success96%51/5395% CI 87–9998%52/5395% CI 90–10093%49/5395% CI 82–9791%48/5395% CI 80–9687%46/5395% CI 75–9487%46/5395% CI 75–9487%46/5395% CI 75–94
MiniWoB++Read the original benchmark (opens in a new tab)128 tasksWeb interactions such as forms, lists and date pickers. The page computes the score95%122/12895% CI 90–9892%118/12895% CI 86–9688%112/12895% CI 81–9292%118/12895% CI 86–9694%120/12895% CI 88–9794%120/12895% CI 88–9794%120/12895% CI 88–97
GAIA webRead the original benchmark (opens in a new tab)90 tasksResearch across several sites (levels 1–2). Graded by exact match with the answer74%67/9095% CI 65–8277%69/9095% CI 67–8479%71/9095% CI 69–8673%66/9095% CI 63–8172%65/9095% CI 62–8070%63/9095% CI 60–7972%65/9095% CI 62–80
REAL — 121 tasks on cloned real services

74%Also finished the most real-service jobs

Mail, shopping, restaurant booking, calendars and hiring on 11 clones of real services, graded by the state each site is left in. HyperTeams placed first with 89/121.

Paired task by task, it solved more than every one of the six other tools.

Same tasks — solved by only one side

HyperTeams onlyRival only
  • Aside
    82
  • Ego Lite
    71
  • Playwright MCP
    51
  • Chrome DevTools MCP
    93
  • browser-use
    62
  • agent-browser
    51

Tasks both solved or both missed are not counted (exact McNemar test).

MiniWoB++ — 128 web-interaction tasks

95%Solved the most when the page has to be operated directly

Forms, lists, date pickers and drag-and-drop, graded by the page itself. HyperTeams placed first with 122/128.

Paired task by task, it solved significantly more than Ego Lite.

Same tasks — solved by only one side

HyperTeams onlyRival only
  • Aside
    73
  • Ego Litesignificant · p 0.031
    144
  • Playwright MCP
    40
  • Chrome DevTools MCP
    64
  • browser-use
    53
  • agent-browser
    31

Tasks both solved or both missed are not counted (exact McNemar test).

MiniWoB++

11s ahead of the next fastest
0s50s100s150s200sHyperTeams
  1. HyperTeams 25s
  2. Playwright MCP 36s
  3. DevTools MCP 69s
  4. Aside 79s
  5. agent-browser 93s
  6. Ego Lite 107s
  7. browser-use 114s

REAL

0s50s100s150s200sHyperTeams
  1. HyperTeams 85s
  2. DevTools MCP 85s
  3. agent-browser 90s
  4. Playwright MCP 92s
  5. browser-use 108s
  6. Aside 135s
  7. Ego Lite 190s

Finishes fastest

Median time of passing runs. HyperTeams was the fastest on MiniWoB++ and among the fastest on REAL.

Each dot is one tool.

Beyond the score

When the agent gets stuck, where can you take over?

Hand off hours of work and people walk away. Scores may be close, but where you can step in differs by tool.

  • Phone
  • Another computer
  • The computer the agent runs on

Anywhere

Watch live from your phone or another computer's dashboard, and take over on the spot.

  • Phone — yes
  • Another computer — yes
  • The computer the agent runs on — yes
  • HyperTeams

Only at that computer

You have to sit at the computer the agent runs on to watch or take over.

  • Phone — no
  • Another computer — no
  • The computer the agent runs on — yes
  • Aside
  • Ego Lite

Can't watch

No way for a person to see the agent's screen or take over.

  • Phone — no
  • Another computer — no
  • The computer the agent runs on — no
  • Playwright MCP
  • Chrome DevTools MCP
  • browser-use
  • agent-browser

How we measured

Same conditions
Claude Code · claude-sonnet-5 · same prompt · same time limit. Only the browser layer differs. Apple M1 · 16GB, Sep 28, 2026 – Oct 7, 2026.
Program grading
Exact match, the page's own score, or the state left on the site. No LLM judges; differences between tools use exact McNemar tests on paired tasks (p < 0.05).
Complete
Seven tools × 400 tasks, none skipped. Timed-out and failed runs were measured once more, by the same rule for all seven tools.

Versions measured

ToolVersion
HyperTeams2026-10
Aside1.0.922.1 · 1.0.928.1
Ego Lite0.5.1.13
Playwright MCP@playwright/mcp 0.0.82
Chrome DevTools MCPchrome-devtools-mcp 1.10.1
browser-usebrowser-harness 0.1.13
agent-browser0.38.1

Hand it a job yourself

The built-in browser ships with HyperTeams. Turn on browser tools in a folder's settings and every task there — Claude Code, Codex, Antigravity or Pi — uses the web through the same tools.

curl -fsSL https://hyperteams.net/install.sh | bash
See the ADE landscape
HyperTeams

AI workspace that gets smarter as you use it. Build AI agents, connect your tools, and collaborate with your team in real-time.

Product

  • HyperTeams
  • ADE
  • Connect
  • Benchmarks

Resources

  • Guide
  • Announcements
  • AX case studies
  • Free tools

Connect capabilities

  • Chat with AI
  • Attach Files
  • Create Documents
  • Organize Data
  • Create Mini Web App
  • Generate Images
  • Generate Videos
  • Generate Voice
  • YouTube Summary
  • Add Chatbot to Website
  • Use AI via Email
  • Manage Chat Groups
  • Message Approval
  • Connect Database
  • Web Search

Compare

  • All comparisons →
  • vs Claude Code
  • vs OpenAI Codex
  • vs Gemini CLI
  • vs Cline
  • vs OpenHands
  • vs Conductor
  • vs Claude Squad
  • vs Vibe Kanban
  • vs Orca
  • vs Paseo
  • vs tmux
  • vs Cursor
  • vs GitHub Copilot
  • vs Devin
  • vs OpenClaw
  • vs Hermes Agent
  • vs Manus
  • vs Lindy
  • vs NotebookLM
  • vs n8n
  • vs Zapier
  • vs Make

Free tools

Markdown Tools

  • CSV to Markdown
  • JSON to Markdown
  • HTML to Markdown
  • Markdown to HTML
  • Markdown Printer
  • Markdown Table Generator

Encoding & Decoding

  • Base64 Encoder/Decoder
  • URL Encoder/Decoder
  • HTML Entity Encoder/Decoder
  • Hex & Binary Converter
  • JWT Decoder
  • Backslash Escape/Unescape
  • Image to Base64 Converter

Converters

  • Color Converter
  • Number Base Converter
  • YAML ↔ JSON Converter
  • JSON to CSV Converter
  • DOCX to HTML Converter
  • PDF to Text Converter
  • Unix Timestamp Converter
  • IP Address Converter & Analyzer
  • CSS Unit Converter

Text Tools

  • Text Case Converter
  • Word Counter
  • Lorem Ipsum Generator
  • Regex Tester
  • Text Diff Checker
  • Line Tools

Generators

  • UUID Generator
  • Password Generator
  • Random String Generator
  • Hash Generator
  • Cron Expression Generator
  • QR Code Generator

Formatters

  • JSON Formatter & Validator
  • SQL Formatter & Beautifier
  • HTML Minifier
  • CSS Minifier
  • JavaScript Minifier

SEO & Marketing

  • Meta Tag Generator
  • Robots.txt Generator
  • URL Slug Generator
  • UTM Link Builder
  • Sitemap Finder & Checker
  • Sitemap URL Extractor

Image & Design

  • Aspect Ratio Calculator
  • Social Media Image Size Guide
  • Website URL Extractor
  • Chatbot ROI Calculator
  • Email Signature Generator

Developer Tools

  • GitHub Trending Repositories
© 2026 HyperTeams. All rights reserved.
AX ConsultingPrivacy PolicyTerms of ServiceInstall script source한국어