yandex-api-mcp
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TDQS
Scored across 140 tools
Massive overlap: direct.list_campaigns vs direct.hf.find_campaigns vs direct.hf.get_campaign_summary, multiple report tools for the same data, raw vs hf variants for nearly every operation. An agent cannot reliably select the right tool without deep domain knowledge.
All names use dot-separated snake_case, but action placement is inconsistent (direct.list_campaigns vs metrica.goals.list) and some tools lack a namespace (search_serp). The hf prefix adds another layer but is not universally applied.
140 tools is an extreme mismatch far beyond the typical 3–15 range. Many tools are thin wrappers or duplicate functionality, creating prohibitive cognitive load for an agent.
The surface is very broad, covering Direct, Metrica, Audience, Wordstat, and Search with CRUD for many resources, raw escape hatches, and cross-domain joins. Minor gaps exist (e.g., no delete for campaigns/adgroups/ads, limited Audience pixel management, Search API only web).