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webdatatools-leads-mcp

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    TDQS

    A3.8/5.0

    Scored across 8 tools

    Disambiguation4/5

    Most tools target distinct data sources or use cases, but there is some overlap in company enrichment (company_360, wikidata_entity_enrichment, yc_companies_scraper) and job data (hiring_signals, remote_jobs_aggregator, plus hiring signals inside company_360). Descriptions clarify boundaries by specifying input types and sources, so an agent can usually pick correctly, but a few selections require careful reading.

    Naming Consistency4/5

    All tool names use snake_case and are descriptive noun phrases, which is consistent and readable. Minor deviations exist in suffix patterns (scraper, extractor, aggregator, validator, enrichment, signals, quotes) and one name includes a number (company_360), but overall the convention is predictable.

    Tool Count5/5

    Eight tools is well within the ideal 3–15 range for a data enrichment and leads toolkit. Each tool covers a distinct data source or processing need, so the count feels scoped and purposeful.

    Completeness4/5

    The surface covers company profiles, hiring signals, email validation, local POIs, market quotes, and YC data, which is broad for a leads-oriented server. Minor gaps remain, such as generic company discovery by criteria or person-level contact enrichment beyond what company_360 offers, but agents can work around them.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues

    Resources