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Crawlora MCP

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TDQS

C2.6/5.0

Scored across 3475 tools

Disambiguation2/5

With 3,475 tools, many endpoints perform nearly identical functions across different brands/providers (e.g., `allbirds_products`, `fashionnova_products`, `gymshark_products` all list Shopify catalog products; dozens of `*_article` tools fetch article bodies). Generic tools like `extract`, `web_scrape`, and `brand_retrieve` also have overlapping purposes, making it hard for an agent to pick the right one without external knowledge of the target domain.

Naming Consistency3/5

Most tool names follow a `provider_action` snake_case pattern (e.g., `github_repo_forks`, `kyliecosmetics_products`), but the ordering is inconsistent (e.g., `github_search_repositories` vs `github_repo_forks`), and a few tools break the provider-prefix convention entirely (`extract`, `brand_retrieve`, `monitors_create`, `usage_endpoints`). The mixed verb/resource ordering and stray non-prefixed tools add confusion at this scale.

Tool Count1/5

3,475 tools is an extreme mismatch for any coherent server surface. Even if each provider family is internally scoped, the aggregate count overwhelms an agent's ability to select tools reliably, far exceeding the typical 3-15 well-scoped range.

Completeness3/5

The surface is enormous and covers a vast range of domains, but many families are read-only with clear gaps (e.g., no update/delete, no write operations for most scraped services). For a scraping/aggregation API this is expected, but the set still has notable missing operations within many individual families (e.g., some store families omit cart or checkout flows).

Maintenance

ActivityActive
ResponsivenessUnresponsive