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Glama

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Alternatives to ghostfox

  • A
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    Enables AI agents to automate a privacy-focused Firefox-based browser through MCP, with session and profile management, navigation, interaction, extraction, screenshots, JavaScript execution, tabs, downloads, and permission/URL validation.
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TDQS

B3.4/5.0

Scored across 42 tools

Disambiguation3/5

Some overlap exists among the many vision, input, and captcha tools (e.g., page_snapshot vs page_a11y vs page_ocr, or page_type vs page_type_ref vs page_fill), though the descriptions do a good job of explaining when to prefer one over another. The highly specialized captcha solvers are each tied to a specific challenge type, but the sheer number of adjacent tools still creates selection ambiguity.

Naming Consistency4/5

The vast majority of tools follow a clear page_<verb_or_noun> snake_case convention, with session_ and identity_ prefixes for lifecycle and identity concerns. Minor deviations like captcha_solve, confirm_action, and the noun-style page_console/page_a11y keep it from being perfectly uniform, but the overall pattern is predictable.

Tool Count2/5

At 42 tools, this is well above the 25+ threshold and feels too heavy even for a broad stealth-browser and captcha-solving purpose. Many vision and captcha variants could likely be consolidated or surfaced through a smaller capability-oriented set. The count is not chaotic enough for a 1, but it will tax an agent's ability to choose efficiently.

Completeness4/5

The toolset covers the core lifecycle thoroughly: session creation, identity generation/audit, page navigation, interaction, reading, network capture, console/error introspection, captcha solving, and evidence retrieval. Minor gaps like explicit session teardown, page reload/back-forward navigation, or cookie management are missing, but agents can work around those with page_eval and navigation to a URL.

Maintenance

ActivityMaintained
ResponsivenessNo issues