Stop burning credits on broken AI video: check every render before you pay for the next one.
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Scored across 4 tools
The core pair (stg_inspect_media_url measures media, stg_qa_gate renders a PASS/RETRY/HALT decision from history) is clearly distinct, and pricing vs. account separate checkout from quota usage. Only mild overlap remains between stg_account and stg_pricing, since both surface plan information.
All names share a consistent 'stg_' prefix and snake_case, which makes the set predictable. The suffix style is mixed (verb_noun for stg_inspect_media_url vs. bare nouns for stg_account/stg_pricing/stg_qa_gate), but still readable and coherent.
Four tools is a tight, well-scoped surface for a media QA-gate service: inspect, gate, account and pricing each earn a place. It is on the lean side but not thin enough to feel incomplete.
The workflow is closed: inspect media (returns frames), feed attempts into the free stateless gate, and manage quota/purchase via account and pricing. Minor gaps exist (no batch inspection or reference-image management), but agents can work around them.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
stg_accountstg_inspect_media_urlstg_pricingstg_qa_gateAI film lab for filmmakers: generate and review images/clips with input provenance, cost preflight
Check whether a video was generated by AI (Sora, Veo, Kling, HeyGen and others).
AI/VFX, CGI, motion & animation production preflight by objekts: locks, continuity, PoCs, estimates.
VIDIA AI video production: get quotes, start videos, track progress and download results
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