Review and gate an editable HyperFrames composition or its rendered video before delivery. Use after building, revising, diagnosing, or rendering a HyperFrames project when layout, contrast, deterministic timing, transitions, animation choreography, rendered-frame fidelity, or high-quality acceptance needs…
Plan and generate Kling video effectively through current fal.ai Kling endpoints. Use when a production selects or considers Kling for text-to-video, image-to-video, reference-to-video, first/last-frame interpolation, structured multi-shot prompts, recurring characters or objects, style references, motion transfer, or…
Direct a coherent cinematic video of any duration from story architecture through deterministic or generated sequences, continuity-controlled clips, editorial stitching, sound, and final seam review. Use as the default director for every new Video Studio production so scenes feel like one continuous authored film…
Plan and generate MiniMax H3 video effectively through current fal.ai Hailuo 03 endpoints. Use when a production selects or considers MiniMax H3 for text-to-video, image-to-video, first/last-frame video, multimodal reference-to-video, native stereo audio, dialogue or voice transfer, localized edits, or continuity…
Design and generate a coherent sequence of AI video clips using a reference manifest and explicit camera-transition grammar. Use before planning or creating an anchor clip or any follow-up clip in a cinematic sequence.
Plan and generate Seedance video effectively through current Seedance 2.0 and 2.5 endpoints on fal.ai, or supported direct Seeddance models through its separately authenticated API. Use when a production selects or considers Seedance for text-to-video, image-to-video, first/last-frame control, multimodal…
Generate supported Seedance video through the independent Seeddance API at seeddance.io using the deployment's SEEDANCEAPIKEY, separately from fal.ai. Use when choosing between direct Seeddance and fal, checking direct account credits or model access, or submitting, polling, downloading, retrying, and reviewing direct…
Plan and generate Google Veo video effectively through current fal.ai, Gemini API, or Vertex AI contracts. Use when a production selects or considers Veo for text-to-video, image-to-video, first/last-frame interpolation, reference-image identity or product guidance, Veo video extension, portrait video, high…
Construct the actual generation prompt for an AI video/image shot -- the five-aspect formula (subject, motion, scene, spatial framing, camera), a precise camera-movement and lighting vocabulary, and keeping a character or subject visually consistent across shots. Use after video-storytelling has placed a beat in the…
Direct a video project from a conversational brief through a reproducible production. Use when creating a new video, deciding the production approach, turning uploaded assets into a video, scripting or storyboarding, or revising an existing video.
Edit and assemble video clips with deterministic local tools, including trimming, normalization, hard cuts, captions, branded overlays, narration, music ducking, and versioned exports. Use when combining clips or uploaded media, adding captions or audio, resizing for a platform, or revising an existing edit -…
Lock the visual world and complete audio direction before narration or footage generation. Use when deciding locations, backgrounds, wardrobe, lighting, palette, narrator or dialogue voice, music, ambience, sound effects, captions, and whether speech should be separate TTS or native model audio.
Choose which fal.ai or Google Gemini/Veo model fits one shot's requirements -- text-to-video vs image-to-video, character/subject consistency, duration limits, native audio, cost. Use before the first generation call in a long-form production, and again whenever a shot's requirements differ from the ones already…
Resolve an AI-video model's live official API schema and turn it into a durable request, continuity, cost, and review plan before any paid video call. Use for Kling, Seedance, Veo, or any other video model when selecting a model, preparing or retrying a request, assigning image/video/audio references, using first or…
Validate a candidate video technically, visually, and editorially before presenting it as complete. Use after rendering a video or when diagnosing playback, aspect ratio, duration, audio, captions, black frames, freezes, identity drift, or other quality problems.
Plan, generate, and verify seam-by-seam cinematic continuity across follow-up clips and the final stitched film. Use when planning or creating a shot that follows another shot, and before presenting a final video.
Structure a video's narrative arc and pacing, scaled to its actual duration -- from a short explainer's single arc to a true long-form (8+ minute) piece's chapters, retention curve, and pattern interrupts. Use once the brief's message and audience are confirmed and before writing a shot-by-shot storyboard. Read…
Route coding work to another local coding-agent CLI through the llm-provider MCP server. Use when a task benefits from a powerful model for difficult reasoning or a faster, lower-cost model for bounded implementation, tests, investigation, or review.
MCP server "llm-provider-mcp" as configured in manishiitg/llm-provider-mcp. Launched with https://github.com/manishiitg/llm-provider-mcp/releases/download/v0.7.3/llm-prov.