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Groundhog

by dmytrome
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Python
Hybrid

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Give agents eyes on the webHosted screenshot MCP. Send a URL, get a pixel-perfect image. $0.002 per grab. Works with Claude, Cursor, and Codex.grabbit.liveAd

TDQS

A4.6/5.0

Scored across 4 tools

Disambiguation5/5

Each tool has a distinct purpose: status checks browser connectivity, search returns links only, read_url fetches a known URL, and research combines search and reading into one call. The descriptions explicitly call out the boundaries between search, read_url, and research, so an agent should not confuse them.

Naming Consistency3/5

The names are readable and all lowercase, but they follow mixed conventions: read_url uses a verb_noun pattern, status is a noun, and search/research are bare verbs. There is no consistent structural pattern across the set, though the names themselves are not misleading.

Tool Count5/5

Four tools is well-scoped for the server's purpose: setup diagnostics, link-only search, single-page reading, and combined research. Each tool fills a necessary role without redundancy or bloat.

Completeness5/5

The tool surface covers the full workflow: check browser readiness, discover URLs via search, read a specific page via read_url, and get synthesized passages via research. There are no obvious dead ends or missing operations for the stated web-research purpose.

Maintenance

ActivityActive
ResponsivenessNo issues

Resources