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EssentialsRobotsFAQAPIFormatsBest Practices
Handling uploads
  • /upload/handle
    Handle uploads
File importing
  • /azure/import
    Import files from Azure
  • /backblaze/import
    Import files from Backblaze
  • /box/import
    Import files from Box
  • /cloudfiles/import
    Import files from Rackspace Cloud Files
  • /cloudflare/import
    Import files from Cloudflare R2
  • /digitalocean/import
    Import files from DigitalOcean Spaces
  • /dropbox/import
    Import files from Dropbox
  • /ftp/import
    Import files from FTP servers
  • /google/import
    Import files from Google Storage
  • /http/import
    Import files from web servers
  • /minio/import
    Import files from MinIO
  • /s3/import
    Import files from Amazon S3
  • /sftp/import
    Import files from SFTP servers
  • /supabase/import
    Import files from Supabase
  • /swift/import
    Import files from Openstack/Swift
  • /tigris/import
    Import files from Tigris
  • /vimeo/import
    Import videos from Vimeo
  • /wasabi/import
    Import files from Wasabi
Video encoding
  • /video/adaptive
    Convert videos to HLS, MPEG-Dash and CMAF
  • /video/artwork
    Extract or insert video artwork
  • /video/concat
    Concatenate videos
  • /video/encode
    Transcode, resize, or watermark videos
  • /video/merge
    Merge video, audio, images into one video
  • /video/ondemand
    Stream videos with on-demand encoding
  • /video/split
    Split video
  • /video/subtitle
    Add subtitles to videos
  • /video/thumbs
    Extract thumbnails from videos
  • Video presets
Audio encoding
  • /audio/artwork
    Extract or insert audio artwork
  • /audio/concat
    Concatenate audio
  • /audio/split
    Split audio
  • /audio/encode
    Encode audio
  • /audio/loop
    Loop audio
  • /audio/merge
    Merge audio files into one
  • /audio/waveform
    Generate waveform images from audio
  • Audio presets
Image manipulation
  • /image/bgremove
    Remove the background from images
  • /image/merge
    Merge several images into one image
  • /image/optimize
    Optimize images without quality loss
  • /image/resize
    Convert, resize, or watermark images
Artificial intelligence
  • /document/ocr
    Recognize text in documents (OCR)
  • /image/describe
    Recognize objects in images
  • /image/facedetect
    Detect faces in images
  • /image/generate
    Generate images from text prompts
  • /image/upscale
    Upscale images
  • /image/ocr
    Recognize text in images (OCR)
  • /speech/transcribe
    Transcribe speech in audio or video files
  • /text/speak
    Synthesize speech in documents
  • /text/translate
    Translate text in documents
  • /ai/chat
    Generate AI chat responses
  • /video/generate
    Generate videos from text prompts
Document processing
  • /document/autorotate
    Auto-rotate documents
  • /document/convert
    Convert documents into different formats
  • /document/merge
    Merge documents into one
  • /document/optimize
    Optimize PDF file size
  • /file/read
    Read file contents
  • /document/split
    Extracts pages
  • /document/thumbs
    Extract thumbnail images from documents
  • /html/convert
    Take screenshots of webpages or HTML files
File filtering
  • /file/filter
    Filter files
  • /file/verify
    Verify the file type
  • /file/virusscan
    Scan files for viruses
Code evaluation
  • /script/run
    Run scripts in Assemblies
Media cataloging
  • /file/hash
    Hash files
  • /file/preview
    Generate a preview thumbnail
  • /meta/write
    Write metadata to media
File compressing
  • /file/compress
    Compress files
  • /file/decompress
    Decompress archives
File exporting
  • Downloading
  • /azure/store
    Export files to Microsoft Azure
  • /backblaze/store
    Export files to Backblaze
  • /box/store
    Export files to Box
  • /cloudfiles/store
    Export files to Rackspace Cloud Files
  • /cloudflare/store
    Export files to Cloudflare R2
  • /digitalocean/store
    Export files to DigitalOcean Spaces
  • /dropbox/store
    Export files to Dropbox
  • /ftp/store
    Export files to FTP servers
  • /google/store
    Export files to Google Storage
  • /minio/store
    Export files to MinIO
  • /s3/store
    Export files to Amazon S3
  • /sftp/store
    Export files to SFTP servers
  • /supabase/store
    Export files to Supabase
  • /swift/store
    Export files to OpenStack/Swift
  • /tigris/store
    Export files to Tigris
  • /tus/store
    Export files to Tus-compatible servers
  • /vimeo/store
    Export files to Vimeo
  • /wasabi/store
    Export files to Wasabi
  • /youtube/store
    Export files to YouTube
Smart CDN
  • /file/serve
    Serve files to web browsers
  • /tlcdn/deliver
    Cache and deliver files globally
  • Pricing

Generate images from text prompts

🤖/image/generate generates images from text prompts using AI.

Usage example

Inpaint an image by uploading an original image and a mask image, then use both files in /image/generate.

{
  "steps": {
    ":original": {
      "robot": "/upload/handle"
    },
    "inpainted": {
      "robot": "/image/generate",
      "use": [
        {
          "name": ":original",
          "as": "image"
        },
        {
          "name": ":original",
          "as": "mask"
        }
      ],
      "model": "google/nano-banana-pro",
      "prompt": "Replace the masked area with a breaching whale. Keep the rest of the image unchanged.",
      "format": "png"
    }
  }
}

Parameters

  • output_meta

    Record<string, boolean> | boolean | Array<string>

    Allows you to specify a set of metadata that is more expensive on CPU power to calculate, and thus is disabled by default to keep your Assemblies processing fast.

    For images, you can add "has_transparency": true in this object to extract if the image contains transparent parts and "dominant_colors": true to extract an array of hexadecimal color codes from the image.

    For images, you can also add "blurhash": true to extract a BlurHash string — a compact representation of a placeholder for the image, useful for showing a blurred preview while the full image loads.

    For videos, you can add the "colorspace: true" parameter to extract the colorspace of the output video.

    For audio, you can add "mean_volume": true to get a single value representing the mean average volume of the audio file.

    You can also set this to false to skip metadata extraction and speed up transcoding.

  • queue

    batch

    Setting the queue to 'batch', manually downgrades the priority of jobs for this step to avoid consuming Priority job slots for jobs that don't need zero queue waiting times

  • force_accept

    boolean (default: false)

    Force a Robot to accept a file type it would have ignored.

    By default, Robots ignore files they are not familiar with. 🤖/video/encode, for example, will happily ignore input images.

    With the force_accept parameter set to true, you can force Robots to accept all files thrown at them. This will typically lead to errors and should only be used for debugging or combatting edge cases.

  • ignore_errors

    boolean | Array<meta | execute> (default: [])

    Ignore errors during specific phases of processing.

    Setting this to ["meta"] will cause the Robot to ignore errors during metadata extraction.

    Setting this to ["execute"] will cause the Robot to ignore errors during the main execution phase.

    Setting this to true is equivalent to ["meta", "execute"] and will ignore errors in both phases.

  • use

    string | Array<string> | Array<object> | object

    Specifies which Step(s) to use as input.

    For inpainting, provide both the source image and mask through use, typically with:

    {
      "use": [
        { "name": ":original", "as": "image" },
        { "name": ":original", "as": "mask" }
      ]
    }
    

    Best practice:

    • Tag source and mask inputs explicitly using as (or semantic upload field names)
    • Keep the prompt focused on what should change in the masked/transparent region
    • Leave the model/provider choice to the robot defaults unless you have a specific need
  • model

    string

    The AI model to use. Defaults to google/nano-banana. Supported models include flux-1.1-pro-ultra, flux-schnell, recraft-v3, google/nano-banana, google/nano-banana-2, google/nano-banana-pro, openai/gpt-image-2, and stability-ai/stable-diffusion-inpainting. The legacy alias gpt-image-2 is also accepted for backwards compatibility.

  • prompt — required

    string

    Prompt describing the desired image. For inpainting, describe what should appear in the masked/transparent region and that the rest should stay unchanged.

  • format

    jpeg | jpg | png | gif | webp | svg

    Output format. Defaults depend on model: png for Google models and openai/gpt-image-2, svg for recraft-v3, jpeg for others. Google models currently return PNG only.

  • seed

    string | number

    Seed for the random number generator.

  • aspect_ratio

    string

    Requested output aspect ratio. For Google models, width/height can also be used and orientation is derived automatically when aspect_ratio is omitted.

  • height

    string | number

    Requested output height in pixels (mainly used by Google image models and openai/gpt-image-2).

  • width

    string | number

    Requested output width in pixels (mainly used by Google image models and openai/gpt-image-2).

  • style

    string

    Style of the generated image.

  • num_outputs

    string | number

    Number of output variants to generate (1-10).

  • provider

    string

    Provider for generating the image.

Demos

  • AI image generation service

Related blog posts

  • Generate stunning images from text using AI April 1, 2025
← /image/facedetect/image/upscale →
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