F
licenseB
qualityD
maintenanceMCP server that enables video analysis capabilities to Claude, including frame extraction, scene detection, and video metadata retrieval.
8
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encoding-devops
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TDQS
B3.3/5.0
Scored across 8 tools
Disambiguation4/5
Most tools target clear, distinct resources (clients, cluster status, movie search, email). The three job-related tools (get_job_by_name, get_job_tasks_by_id, get_latest_jobs) share a resource but differ in intent, so only minor confusion is possible.
Naming Consistency4/5
Names follow a consistent snake_case verb_noun pattern (get_job_by_name, get_movie_details, search_movie). The is_cluster_busy predicate is a reasonable deviation for a boolean check rather than a true inconsistency.
Tool Count5/5
Eight tools is well-scoped for this domain, with each covering a distinct query. No redundant or filler tools pad the surface.
Completeness3/5
The surface is read-only: it exposes job lookups, cluster status, and movie info but no submit/create/cancel/retry job operations, which are core to an encoding-ops workflow. Client and email handling are present but job lifecycle coverage is one-sided.
Maintenance
ActivityInactive
ResponsivenessNo issues