The tools generally have distinct roles across ingest, status, search, shot inspection, and transcript retrieval. There is some overlap because search_corpus and get_shot_context both return transcript/filmstrip context, and get_transcript can be confused with transcript fields returned by other tools, but the descriptions make the intended boundaries reasonably clear.

All tool names use consistent snake_case with a clear verb_noun or verb_noun_object pattern: ingest_video, get_ingest_status, search_corpus, get_shot_context, get_transcript. The naming is predictable and easy to infer.

Five tools is well scoped for a video ingestion and retrieval server. Each tool covers a distinct stage of the workflow from ingestion through search and contextual inspection, with no obviously redundant tools.

The core lifecycle is covered: ingest, check status, search, inspect shot context, and retrieve transcripts. Minor gaps remain around corpus/video management, such as listing ingested videos or deleting/removing bundles, which agents may need for cleanup or discovery.