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CrawlForge MCP Server

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    TDQS

    A4.2/5.0

    Scored across 31 tools

    Disambiguation3/5

    Many tools have overlapping purposes (e.g., scrape, extract_content, extract_text, extract_metadata all read pages; extract_links and map_site both list URLs). While descriptions are detailed and often explicitly state what each is not for, the sheer number of extraction variants makes it challenging for an agent to select the correct one without careful reading. The fine-grained distinctions are documented well, but the tool set as a whole has unclear boundaries between several members.

    Naming Consistency4/5

    Most tools follow a clear verb_noun pattern (extract_*, scrape_*, search_*, crawl_deep, map_site, process_document, etc.), and there are consistent clusters for related actions. A few outliers (agent, browser_session, stealth_mode, localization) use noun-only names, but they are still descriptive and fit the overall naming convention reasonably well.

    Tool Count3/5

    With 31 tools, this server is on the heavy side, exceeding the typical well-scoped range. The breadth of features (scraping, extraction, search, monitoring, browser automation, document processing) justifies a larger surface, but the count still feels high and could overwhelm agents. A tighter consolidation of redundant extract_* variants would improve scoping.

    Completeness5/5

    The tool set provides extensive coverage across the web research/scraping domain: raw fetching, clean text, metadata, links, structured extraction, LLM extraction, batch operations, crawling, site mapping, stealth browsing, browser sessions, search (including Reddit and SERP rank), document processing, summarization, analysis, research, and content monitoring. There are no obvious dead ends; each workflow has a clear path, and even results retrieval (read_result, get_batch_results) is handled.

    Maintenance

    ActivityActive
    ResponsivenessWithin a week