| FMRS | 41 / 100 · D | 78 / 100 · B | 76 / 100 · B |
|---|
| Reliability | 7 / 20 | 13 / 20 | 13 / 20 |
|---|
| Security and permissions | 8 / 20 | 12 / 20 | 12 / 20 |
|---|
| Maintenance | 9 / 20 | 18 / 20 | 17 / 20 |
|---|
| Documentation | 9 / 20 | 18 / 20 | 17 / 20 |
|---|
| Setup experience | 8 / 20 | 17 / 20 | 17 / 20 |
|---|
| Best for | - Developers or AI agents needing to automate Gemini web operations.
- Users wanting to leverage Gemini image generation within the MCP ecosystem.
- Technical users comfortable with configuration and browser automation.
| - Scenarios where an AI assistant needs to actually drive a browser to complete a task
- Web automation testing and end-to-end verification
| - Frontend developers who want AI-assisted web debugging and performance analysis
- Scenarios that need browser automation and performance diagnostics in the same tool
|
|---|
| Not for | - Non-technical users who need simple setup.
- Scenarios requiring official API support or large-scale production.
- Users needing high stability and intolerant of browser automation fragility.
| - Simple static-text scraping (a lightweight scraper is a better fit)
- Environments sensitive to browser resource usage that can't run a full browser engine
| - Cases that only need to scrape page text without performance analysis or complex interaction (a lighter scraping tool is a better fit)
|
|---|
| Required permissions | - Requires read/write access to browser user data directory (including login state).
- Requires local file system access to save generated images.
- Requires network access to connect to Gemini web and Atlas Cloud API (if used).
| - Requires installing and running a browser engine (Chromium/Firefox/WebKit) locally or on a server
- browser_navigate can visit any URL; browser_evaluate can run arbitrary JavaScript in the page context
| - Requires a local Chrome browser instance to run
- navigate_page can visit any URL; type_text/fill_form and similar tools can enter arbitrary content into the page
|
|---|
| Risks and side effects | - Depends on browser automation; may break if Gemini UI changes.
- Requires Google account login; account security risk.
- Browser automation may violate website terms of service.
- Image generation can be slow and may time out.
| - browser_evaluate executing arbitrary scripts carries risk if a malicious page is visited — restrict to trusted sites or an isolated environment
- Long-running browser instances consume significant memory and CPU
| - Browser automation tools can access and manipulate the content of open pages — use only in a trusted development/test environment
- performance_start_trace and similar tracing tools continuously record browser activity — avoid leaving them running on pages containing sensitive information
|
|---|
| Supported clients | Claude Desktop, CodeBuddy, OpenClaw | Claude Desktop, Claude Code, VS Code, Cursor, Windsurf, JetBrains, Zed, Cline, Amp, Kiro, LM Studio, Antigravity, Goose | Claude Code, VS Code, Cursor, Windsurf, JetBrains, Cline, Amp, Kiro, Antigravity |
|---|
| Tools | 17 | 10 | 22 |
|---|