CrawlBit MCP
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TDQS
Scored across 4 tools
Each tool targets a distinct aspect of AI visibility: off-page mentions, product schema for shopping agents, crawler access, and entity recognition. There is no overlap, so an agent can unambiguously select the right tool for a given diagnostic need.
All tools share the 'crawlbit_' prefix followed by a descriptive snake_case suffix (offpage_gaps, shopping, crawler_watch, entity_check). The naming convention is consistent and readable, with only a minor variation in compound-word structure that does not cause confusion.
Four tools is an ideal size for a focused diagnostic server. Each tool addresses a separate facet of AI visibility, keeping the scope tight without unnecessary bloat or overwhelming the agent.
The tool set covers the major pillars of AI visibility: being crawlable (crawler_watch), being recognizable (entity_check), having external validation (offpage_gaps), and being suitable for AI shopping (shopping). This is a complete diagnostic suite for the domain, with no obvious missing operations.