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Scored across 25 tools
The base episode/transcript/search tools are distinct, but the workflow surface is crowded: run_research_workflow and the four run_*_workflow variants, plus two query_verified_research_report_* tools, have highly similar names and only subtle distinctions. An agent would likely struggle to select the correct workflow tool without very careful reading.
Tool names overwhelmingly follow a snake_case verb_noun pattern and form a recognizable family. Minor inconsistencies like summarize_episode_extractive vs semantic_summarize_episode, and some very long workflow names with awkward modifier placement, keep it from being perfectly consistent.
25 tools sits at the high end of the heavy-but-acceptable range. The core ingestion operations are well represented, but the many workflow/report variants make the count feel bloated for a server named 'Podcast Ingestion Core'.
The tool set covers the core ingestion lifecycle well: list/get, download, transcribe, summarize, extract mentions, search, validate, cache rebuild, and extended X/YouTube ingestion and report workflows. Notable minor gaps are the lack of a direct transcript retrieval tool and no delete/update artifact operations, but agents can work around these.