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Glama

AI Image Editor

ai_image_editor_create_image

Edit images with AI.

MCP guidance:

  • This starts an async image generation job and returns id plus credits_charged immediately. If the user wants the finished result, call the wait_for_image_project helper with the returned id, or poll the matching GET /v1/image-projects/{id} endpoint until status is complete, error, or canceled. Completed projects include downloads with direct URLs. The custom wait helper also returns exact_download_urls separately from expiration metadata.

  • For *_file_path values, prefer an existing Magic Hour file path or a file_path returned by the upload-URL endpoint after the file bytes are uploaded. Direct public media URLs may work when they are stable, fetchable, and return raw file bytes, but hotlinked URLs can fail; when in doubt, use the presigned upload flow first and pass the returned file_path.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
nameNoGive your image a custom name for easy identification.Ai Image Editor - dateTime
modelNoThe AI model to use for image editing. Each model has different capabilities and costs. **Models:** - `default` - Use the model we recommend, which will change over time. This is recommended unless you need a specific model. This is the default behavior. - `flux-2-klein` - from 5 credits/image - Supported resolutions: 640px, 1k, 2k - Available for tiers: free, creator, pro, business - Max additional input images: 5 - `gpt-image-2` - from 50 credits/image - Supported resolutions: 640px, 1k, 2k, 4k - Available for tiers: creator, pro, business - Max additional input images: 9 - `gpt-image-2.5-flare` - from 100 credits/image - Supported resolutions: 640px, 1k, 2k, 4k - Available for tiers: creator, pro, business - Max additional input images: 9 - `krea-2` - from 10 credits/image - Supported resolutions: 640px, 1k - Available for tiers: free, creator, pro, business - Max additional input images: 1 - `nano-banana` - from 50 credits/image - Supported resolutions: 640px, 1k - Available for tiers: creator, pro, business - Max additional input images: 9 - `nano-banana-2` - from 100 credits/image - Supported resolutions: 640px, 1k, 2k, 4k - Available for tiers: creator, pro, business - Max additional input images: 9 - `nano-banana-2-lite` - from 50 credits/image - Supported resolutions: 640px, 1k - Available for tiers: creator, pro, business - Max additional input images: 9 - `nano-banana-pro` - from 150 credits/image - Supported resolutions: 1k, 2k, 4k - Available for tiers: creator, pro, business - Max additional input images: 9 - `qwen-edit` - from 10 credits/image - Supported resolutions: 640px, 1k, 2k - Available for tiers: free, creator, pro, business - Max additional input images: 2 - `seedream-v4` - from 40 credits/image - Supported resolutions: 640px, 1k, 2k, 4k - Available for tiers: creator, pro, business - Max additional input images: 9 - `seedream-v4.5` - from 50 credits/image - Supported resolutions: 640px, 1k, 2k, 4k - Available for tiers: creator, pro, business - Max additional input images: 9 - `seedream-v5-pro` - from 75 credits/image - Supported resolutions: 640px, 1k, 2k - Available for tiers: creator, pro, business - Max additional input images: 9
styleYes
assetsYesProvide the assets for image edit
resolutionNoMaximum resolution (longest edge) for the output image. **Options:** - `640px` — up to 640px - `1k` — up to 1024px - `2k` — up to 2048px - `4k` — up to 4096px - `auto` — **Deprecated.** Mapped server-side from your subscription tier to the best matching resolution the model supports **Per-model support:** - `flux-2-klein` - 640px, 1k, 2k - `gpt-image-2` - 640px, 1k, 2k, 4k - `gpt-image-2.5-flare` - 640px, 1k, 2k, 4k - `krea-2` - 640px, 1k - `nano-banana` - 640px, 1k - `nano-banana-2` - 640px, 1k, 2k, 4k - `nano-banana-2-lite` - 640px, 1k - `nano-banana-pro` - 1k, 2k, 4k - `qwen-edit` - 640px, 1k, 2k - `seedream-v4` - 640px, 1k, 2k, 4k - `seedream-v4.5` - 640px, 1k, 2k, 4k - `seedream-v5-pro` - 640px, 1k, 2k Note: Resolution availability depends on the model and your subscription tier.
image_countNoNumber of images to generate. Maximum varies by model. Defaults to 1 if not specified.
aspect_ratioNoThe aspect ratio of the output image(s). If not specified, defaults to `auto`.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
idYesUnique ID of the image. Use it with the [Get image Project API](https://docs.magichour.ai/api-reference/image-projects/get-image-details) to fetch status and downloads.
credits_chargedYesThe amount of credits deducted from your account to generate the image. We charge credits right when the request is made. If an error occurred while generating the image(s), credits will be refunded and this field will be updated to include the refund.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedInput schema / properties / model / enum
      Previous value: -[
      -  "default",
      -  "nano-banana-2",
      -  "gpt-image-2",
      -  "gpt-image-2.5-flare",
      -  "flux-2-klein",
      -  "nano-banana-2-lite",
      -  "qwen-edit",
      -  "krea-2",
      -  "seedream-v4",
      -  "seedream-v4.5",
      -  "seedream-v5-pro",
      -  "nano-banana",
      -  "nano-banana-pro"
      -]New value: +[
      +  "default",
      +  "qwen-edit",
      +  "flux-2-klein",
      +  "nano-banana-2-lite",
      +  "nano-banana-2",
      +  "krea-2",
      +  "gpt-image-2.5-flare",
      +  "gpt-image-2",
      +  "seedream-v5-pro",
      +  "seedream-v4.5",
      +  "seedream-v4",
      +  "nano-banana",
      +  "nano-banana-pro"
      +]
  2. Changed1 schema field changed
    • removedInput schema / properties / context
      Removed value: -{
      -  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
      -  "type": "string"
      -}
  3. Changed3 schema fields changed
    • changedInput schema / properties / model / description
      Previous value: -"The AI model to use for image editing. Each model has different capabilities and costs.\n\n**Models:**\n- `default` - Use the model we recommend, which will change over time. This is recommended unless you need a specific model. This is the default behavior.\n- `flux-2-klein` - from 5 credits/image\n  - Supported resolutions: 640px, 1k, 2k\n  - Available for tiers: free, creator, pro, business\n  - Max additional input images: 5\n- `gpt-image-2` - from 50 credits/image\n  - Supported resolutions: 640px, 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `gpt-image-2.5-flare` - from 100 credits/image\n  - Supported resolutions: 640px, 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `nano-banana` - from 50 credits/image\n  - Supported resolutions: 640px, 1k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `nano-banana-2` - from 100 credits/image\n  - Supported resolutions: 640px, 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `nano-banana-2-lite` - from 50 credits/image\n  - Supported resolutions: 640px, 1k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `nano-banana-pro` - from 150 credits/image\n  - Supported resolutions: 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `qwen-edit` - from 10 credits/image\n  - Supported resolutions: 640px, 1k, 2k\n  - Available for tiers: free, creator, pro, business\n  - Max additional input images: 2\n- `seedream-v4` - from 40 credits/image\n  - Supported resolutions: 640px, 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `seedream-v4.5` - from 50 credits/image\n  - Supported resolutions: 640px, 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `seedream-v5-pro` - from 75 credits/image\n  - Supported resolutions: 640px, 1k, 2k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n"New value: +"The AI model to use for image editing. Each model has different capabilities and costs.\n\n**Models:**\n- `default` - Use the model we recommend, which will change over time. This is recommended unless you need a specific model. This is the default behavior.\n- `flux-2-klein` - from 5 credits/image\n  - Supported resolutions: 640px, 1k, 2k\n  - Available for tiers: free, creator, pro, business\n  - Max additional input images: 5\n- `gpt-image-2` - from 50 credits/image\n  - Supported resolutions: 640px, 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `gpt-image-2.5-flare` - from 100 credits/image\n  - Supported resolutions: 640px, 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `krea-2` - from 10 credits/image\n  - Supported resolutions: 640px, 1k\n  - Available for tiers: free, creator, pro, business\n  - Max additional input images: 1\n- `nano-banana` - from 50 credits/image\n  - Supported resolutions: 640px, 1k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `nano-banana-2` - from 100 credits/image\n  - Supported resolutions: 640px, 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `nano-banana-2-lite` - from 50 credits/image\n  - Supported resolutions: 640px, 1k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `nano-banana-pro` - from 150 credits/image\n  - Supported resolutions: 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `qwen-edit` - from 10 credits/image\n  - Supported resolutions: 640px, 1k, 2k\n  - Available for tiers: free, creator, pro, business\n  - Max additional input images: 2\n- `seedream-v4` - from 40 credits/image\n  - Supported resolutions: 640px, 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `seedream-v4.5` - from 50 credits/image\n  - Supported resolutions: 640px, 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `seedream-v5-pro` - from 75 credits/image\n  - Supported resolutions: 640px, 1k, 2k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n"
    • changedInput schema / properties / model / enum
      Previous value: -[
      -  "default",
      -  "nano-banana-2",
      -  "gpt-image-2",
      -  "gpt-image-2.5-flare",
      -  "flux-2-klein",
      -  "nano-banana-2-lite",
      -  "qwen-edit",
      -  "seedream-v4",
      -  "seedream-v4.5",
      -  "seedream-v5-pro",
      -  "nano-banana",
      -  "nano-banana-pro"
      -]New value: +[
      +  "default",
      +  "nano-banana-2",
      +  "gpt-image-2",
      +  "gpt-image-2.5-flare",
      +  "flux-2-klein",
      +  "nano-banana-2-lite",
      +  "qwen-edit",
      +  "krea-2",
      +  "seedream-v4",
      +  "seedream-v4.5",
      +  "seedream-v5-pro",
      +  "nano-banana",
      +  "nano-banana-pro"
      +]
    • changedInput schema / properties / resolution / description
      Previous value: -"Maximum resolution (longest edge) for the output image.\n\n**Options:**\n- `640px` — up to 640px\n- `1k` — up to 1024px\n- `2k` — up to 2048px\n- `4k` — up to 4096px\n- `auto` — **Deprecated.** Mapped server-side from your subscription tier to the best matching resolution the model supports\n\n**Per-model support:**\n- `flux-2-klein` - 640px, 1k, 2k\n- `gpt-image-2` - 640px, 1k, 2k, 4k\n- `gpt-image-2.5-flare` - 640px, 1k, 2k, 4k\n- `nano-banana` - 640px, 1k\n- `nano-banana-2` - 640px, 1k, 2k, 4k\n- `nano-banana-2-lite` - 640px, 1k\n- `nano-banana-pro` - 1k, 2k, 4k\n- `qwen-edit` - 640px, 1k, 2k\n- `seedream-v4` - 640px, 1k, 2k, 4k\n- `seedream-v4.5` - 640px, 1k, 2k, 4k\n- `seedream-v5-pro` - 640px, 1k, 2k\n\nNote: Resolution availability depends on the model and your subscription tier."New value: +"Maximum resolution (longest edge) for the output image.\n\n**Options:**\n- `640px` — up to 640px\n- `1k` — up to 1024px\n- `2k` — up to 2048px\n- `4k` — up to 4096px\n- `auto` — **Deprecated.** Mapped server-side from your subscription tier to the best matching resolution the model supports\n\n**Per-model support:**\n- `flux-2-klein` - 640px, 1k, 2k\n- `gpt-image-2` - 640px, 1k, 2k, 4k\n- `gpt-image-2.5-flare` - 640px, 1k, 2k, 4k\n- `krea-2` - 640px, 1k\n- `nano-banana` - 640px, 1k\n- `nano-banana-2` - 640px, 1k, 2k, 4k\n- `nano-banana-2-lite` - 640px, 1k\n- `nano-banana-pro` - 1k, 2k, 4k\n- `qwen-edit` - 640px, 1k, 2k\n- `seedream-v4` - 640px, 1k, 2k, 4k\n- `seedream-v4.5` - 640px, 1k, 2k, 4k\n- `seedream-v5-pro` - 640px, 1k, 2k\n\nNote: Resolution availability depends on the model and your subscription tier."
  4. Changed3 schema fields changed
    • changedInput schema / properties / model / description
      Previous value: -"The AI model to use for image editing. Each model has different capabilities and costs.\n\n**Models:**\n- `default` - Use the model we recommend, which will change over time. This is recommended unless you need a specific model. This is the default behavior.\n- `flux-2-klein` - from 5 credits/image\n  - Supported resolutions: 640px, 1k, 2k\n  - Available for tiers: free, creator, pro, business\n  - Max additional input images: 5\n- `gpt-image-2` - from 50 credits/image\n  - Supported resolutions: 640px, 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `nano-banana` - from 50 credits/image\n  - Supported resolutions: 640px, 1k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `nano-banana-2` - from 100 credits/image\n  - Supported resolutions: 640px, 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `nano-banana-2-lite` - from 50 credits/image\n  - Supported resolutions: 640px, 1k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `nano-banana-pro` - from 150 credits/image\n  - Supported resolutions: 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `qwen-edit` - from 10 credits/image\n  - Supported resolutions: 640px, 1k, 2k\n  - Available for tiers: free, creator, pro, business\n  - Max additional input images: 2\n- `seedream-v4` - from 40 credits/image\n  - Supported resolutions: 640px, 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `seedream-v4.5` - from 50 credits/image\n  - Supported resolutions: 640px, 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `seedream-v5-pro` - from 75 credits/image\n  - Supported resolutions: 640px, 1k, 2k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n"New value: +"The AI model to use for image editing. Each model has different capabilities and costs.\n\n**Models:**\n- `default` - Use the model we recommend, which will change over time. This is recommended unless you need a specific model. This is the default behavior.\n- `flux-2-klein` - from 5 credits/image\n  - Supported resolutions: 640px, 1k, 2k\n  - Available for tiers: free, creator, pro, business\n  - Max additional input images: 5\n- `gpt-image-2` - from 50 credits/image\n  - Supported resolutions: 640px, 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `gpt-image-2.5-flare` - from 100 credits/image\n  - Supported resolutions: 640px, 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `nano-banana` - from 50 credits/image\n  - Supported resolutions: 640px, 1k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `nano-banana-2` - from 100 credits/image\n  - Supported resolutions: 640px, 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `nano-banana-2-lite` - from 50 credits/image\n  - Supported resolutions: 640px, 1k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `nano-banana-pro` - from 150 credits/image\n  - Supported resolutions: 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `qwen-edit` - from 10 credits/image\n  - Supported resolutions: 640px, 1k, 2k\n  - Available for tiers: free, creator, pro, business\n  - Max additional input images: 2\n- `seedream-v4` - from 40 credits/image\n  - Supported resolutions: 640px, 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `seedream-v4.5` - from 50 credits/image\n  - Supported resolutions: 640px, 1k, 2k, 4k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n- `seedream-v5-pro` - from 75 credits/image\n  - Supported resolutions: 640px, 1k, 2k\n  - Available for tiers: creator, pro, business\n  - Max additional input images: 9\n"
    • changedInput schema / properties / model / enum
      Previous value: -[
      -  "default",
      -  "nano-banana-2",
      -  "gpt-image-2",
      -  "flux-2-klein",
      -  "nano-banana-2-lite",
      -  "qwen-edit",
      -  "seedream-v4",
      -  "seedream-v4.5",
      -  "seedream-v5-pro",
      -  "nano-banana",
      -  "nano-banana-pro"
      -]New value: +[
      +  "default",
      +  "nano-banana-2",
      +  "gpt-image-2",
      +  "gpt-image-2.5-flare",
      +  "flux-2-klein",
      +  "nano-banana-2-lite",
      +  "qwen-edit",
      +  "seedream-v4",
      +  "seedream-v4.5",
      +  "seedream-v5-pro",
      +  "nano-banana",
      +  "nano-banana-pro"
      +]
    • changedInput schema / properties / resolution / description
      Previous value: -"Maximum resolution (longest edge) for the output image.\n\n**Options:**\n- `640px` — up to 640px\n- `1k` — up to 1024px\n- `2k` — up to 2048px\n- `4k` — up to 4096px\n- `auto` — **Deprecated.** Mapped server-side from your subscription tier to the best matching resolution the model supports\n\n**Per-model support:**\n- `flux-2-klein` - 640px, 1k, 2k\n- `gpt-image-2` - 640px, 1k, 2k, 4k\n- `nano-banana` - 640px, 1k\n- `nano-banana-2` - 640px, 1k, 2k, 4k\n- `nano-banana-2-lite` - 640px, 1k\n- `nano-banana-pro` - 1k, 2k, 4k\n- `qwen-edit` - 640px, 1k, 2k\n- `seedream-v4` - 640px, 1k, 2k, 4k\n- `seedream-v4.5` - 640px, 1k, 2k, 4k\n- `seedream-v5-pro` - 640px, 1k, 2k\n\nNote: Resolution availability depends on the model and your subscription tier."New value: +"Maximum resolution (longest edge) for the output image.\n\n**Options:**\n- `640px` — up to 640px\n- `1k` — up to 1024px\n- `2k` — up to 2048px\n- `4k` — up to 4096px\n- `auto` — **Deprecated.** Mapped server-side from your subscription tier to the best matching resolution the model supports\n\n**Per-model support:**\n- `flux-2-klein` - 640px, 1k, 2k\n- `gpt-image-2` - 640px, 1k, 2k, 4k\n- `gpt-image-2.5-flare` - 640px, 1k, 2k, 4k\n- `nano-banana` - 640px, 1k\n- `nano-banana-2` - 640px, 1k, 2k, 4k\n- `nano-banana-2-lite` - 640px, 1k\n- `nano-banana-pro` - 1k, 2k, 4k\n- `qwen-edit` - 640px, 1k, 2k\n- `seedream-v4` - 640px, 1k, 2k, 4k\n- `seedream-v4.5` - 640px, 1k, 2k, 4k\n- `seedream-v5-pro` - 640px, 1k, 2k\n\nNote: Resolution availability depends on the model and your subscription tier."
  5. Changed1 schema field changed
    • addedInput schema / properties / context
      Added value: +{
      +  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
      +  "type": "string"
      +}
  6. First observed

TDQS

A4/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations only cover safety (readOnly=false, destructive=false, openWorld=true); the description goes well beyond that, disclosing that the call starts an async job and immediately returns id plus credits_charged, the terminal statuses to poll for, and that completed projects carry downloads with direct URLs. It also warns that hotlinked URLs can fail and prescribes the upload flow, which is real behavioral context.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The one-line purpose is front-loaded and the guidance is split into two tight bullets that each carry distinct information. Nothing is padded; the long model/resolution documentation lives in the schema where it belongs, keeping the description proportionate.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With an output schema present and annotations covering safety, the description is close to complete for a 7-param async generation tool: it covers job lifecycle, result retrieval, and asset input requirements. The one gap is tool-selection context relative to the many sibling image tools.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is already 86%, so the schema carries most parameter meaning. The description adds value on top by giving operational rules for the *_file_path values — prefer a Magic Hour path or upload-endpoint result, direct public URLs only if stable and raw-bytes — which the schema mentions but does not adjudicate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The opening line states a specific verb+resource ('Edit images with AI'), which is clear and actionable. It does not, however, distinguish itself from close siblings such as ai_image_generator_create_image or the other edit-style tools (ai_face_editor_edit_image, photo_colorizer_create_image), so an agent must infer the boundary from the names alone.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The MCP guidance is strong on operational usage — it explains the async job pattern, when to call wait_for_image_project, and when to prefer the presigned upload flow. But it never says when to choose this tool over ai_image_generator or the more specialized editors, which is the selection decision an agent most needs.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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