flow-mcp
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TDQS
Scored across 18 tools
Most tools map to a distinct resource or step (status, sign-in, credits, projects, assets, trash, characters, settings, wait, approve), and descriptions explicitly disambiguate tricky pairs like generate_video vs. flow_chat/flow_approve and generate_image vs. generate_images. The only real friction is the intentional overlap between the video shortcut and the chat+approve workflow, plus the single-vs-batch image pair, which an agent must read carefully to choose correctly.
Almost all tools carry the flow_ namespace prefix, which is predictable, but the pattern is not verb_noun: several are bare nouns (flow_status, flow_credits, flow_projects, flow_settings) while the core generation tools break the namespace entirely (generate_video, generate_image, generate_images). Readable, but the convention is mixed rather than uniform.
18 tools is on the heavy side but each covers a genuinely separate part of driving a browser-based generation service (auth, credits, assets, generation, approval, polling, cleanup). Nothing looks redundant enough to cut, though a few convenience wrappers (flow_frame, flow_capabilities) push it slightly past a tight scope.
The lifecycle is well covered: health check, sign-in, credits, project listing, image/video generation, batch generation, upscaling, asset listing, trash with confirmation, characters, settings, chat/approve/poll and frame extraction. Gaps are minor but real: no project create/rename/delete, no character deletion action, and no direct asset download except through upscale or wait.