Turn a structured list — products, campaign variants, SKUs, scenes, localisations — into one parallel batch of FLORA generations under a single consistent style. Fires every item at once through generations.create(), polls the whole batch with one generations.list() call, and settles cost and failures per item. Use…
Produce brand-controlled ad creative for a product launch and carry it all the way through archive, hosting and ad creation — FLORA generation under a locked brand treatment, then Google Drive for archive, then Supabase storage for hosting, then Meta Ads creatives left in paused state for a human to review. Use when…
Find and build on work that already exists in a FLORA project — inspect a canvas, review past generations and what they cost, and regenerate specific assets with new direction applied. Use when the user refers to a named project, "my canvas", or earlier work ("the hero images from last week", "what's in the Meridian…
Turn one ad creative into a campaign deck — handed over as artwork, or described in words. Give it a poster, billboard ad, campaign key visual or any finished artwork on a FLORA canvas, or just a line like "a campaign deck of a flower", and it returns four square-on out-of-home placements (gable end, transit platform…
Turn a product into a shoppable PDP asset set and an annotated PDF. Drop a product photo into the chat -- and a model frame if you have one -- and it returns clean studio plates, on-model views, and an A4 deck. Works from a single image. The product is reference-locked and never re-described. Use when someone asks for…
Drive a FLORA generation to a stated goal with a generate → evaluate → refine loop that stops. Uses a free vision judge to score each candidate against the goal, names the specific defect, changes the prompt to fix it, and halts when the goal is met, the defect stops moving, or the budget cap is hit. Use when the user…
Run a saved FLORA technique — a multi-step visual workflow such as background swap, relighting, upscale, model swap, or sketch-to-render. Use when the user names a technique, asks to transform an image they already have ("put this on a clean background", "match this lighting", "upscale this", "make this look…
Turn a script or narrative into an ordered set of animated clips — script to shot list, shot list to consistent keyframe stills, keyframes to motion — through FLORA's MCP server. Runs as a staged pipeline with an explicit approval gate between stages, because each stage spends money animating the previous stage's…
Hand-tested workflows for FLORA's MCP server. Batch generation, refine loops, script-to-video, technique runs, mockup decks, PDP sets, brand ad pipelines and canvas iteration — bundled with the FLORA MCP server so one install gets you from nothing to a running pipeline.