// SCAN REPORT

Albumentations

15 tools. 6 can modify or destroy data without limits.

6 write tools that can modify data. Rate limits recommended.

Last updated: 30 Jun 2026

6 can modify or destroy data

9 read-only

15 tools total

Community server · catalogue entry verified 30/06/2026

How to control Albumentations ↓

TOOL MAP

What Albumentations exposes to your agents

Read (9) Write / Execute (6) Destructive / Financial (0)

Running more than one server? Check your whole stack →

MOST DANGEROUS TOOLS

High Risk

The most dangerous Albumentations tools

Execute · Medium vlm_generate_preview This tool invokes an external generative model (VLM) to create images from text prompts, which constitutes triggering an external operation rather than a simple read or write. Execute · Medium vlm_test_prompt This tool executes an image generation pipeline from a text prompt, triggering external processing (likely via a VLM/diffusion model). Write · Low set_default_seed Setting a default seed is a reversible configuration change that affects the behavior of subsequent operations (likely the random-number generation used in image augmentation transforms). Write · Medium vlm_edit_image The tool name 'vlm_edit_image' indicates modification of image data.

6 of Albumentations's 15 tools can modify, destroy, or commit something on every call — and an agent calls them with no built-in limits.

POLICY

How to control Albumentations

PolicyLayer is an MCP gateway — it sits between your AI agents and Albumentations, and nothing reaches the server without passing your rules. These are the rules we recommend:

Rate limit write operations

{
  "load_image_for_processing": {
    "limits": [
      {
        "counter": "load_image_for_processing_per_hour",
        "window": "hour",
        "max": 30,
        "scope": "grant"
      }
    ]
  }
}

Prevents bulk unintended modifications from agents caught in loops.

Cap read operations

{
  "augment_image": {
    "limits": [
      {
        "counter": "augment_image_per_minute",
        "window": "minute",
        "max": 60,
        "scope": "grant"
      }
    ]
  }
}

Controls API costs and prevents retry loops from exhausting upstream rate limits.

Create a free account and register Albumentations — nothing to install.
Add these rules — paste them, or build them visually. Tune the limits to your setup.
Point your MCP client (Claude, Cursor, anything) at your gateway URL.

ENFORCE POLICY ON ALBUMENTATIONS →

Instant setup, no code required.

FULL CATALOGUE

All 15 Albumentations tools

EXECUTE 2 tools

Execute vlm_generate_preview Generate an image from a text prompt for quick ideation. Execute vlm_test_prompt Generate a preview image from a text prompt (no input image).

WRITE 4 tools

Write load_image_for_processing Load image from URL, file path, or base64 and save it for processing. Write set_default_seed set_default_seed Write vlm_apply vlm_apply Write vlm_edit_image vlm_edit_image

READ 9 tools

Read augment_image augment_image Read check_vlm_config Report VLM readiness without exposing secrets. Read get_pipeline_status Get current pipeline status and registered hooks. Read get_quick_transform_reference Get condensed list of transform keywords for quick assistant reference Read list_available_presets List all available preset configurations. Read list_available_transforms List all available Albumentations transforms with descriptions. Read ping Lightweight health check for the MCP server. Read validate_prompt Validate and preview what transforms would be applied for a given prompt. Read vlm_suggest_recipe vlm_suggest_recipe

FAQ

Questions about Albumentations

How do I prevent bulk modifications through Albumentations? +

The Albumentations server has 4 write tools including load_image_for_processing, set_default_seed, vlm_apply. Set a rate limit in your policy -- for example, 10 calls per hour prevents an agent from making more than 10 modifications per hour. PolicyLayer enforces this at the gateway, before calls reach Albumentations.

How many tools does the Albumentations MCP server expose? +

15 tools across 2 categories: Read, Write. 9 are read-only. 6 can modify, create, or delete data.

How do I enforce a policy on Albumentations? +

Register the Albumentations MCP server in PolicyLayer, apply the suggested rules above (adjust the limits to your use case), and point your AI client at the PolicyLayer proxy URL instead of the server directly. Your agents keep the same tools; PolicyLayer evaluates every call against policy before it executes. Nothing to install, live in minutes.

Enforce policy on every Albumentations tool call.

Deterministic rules across all 15 Albumentations tools. Per-identity grants. Full audit log. Live in minutes. Nothing to install.

ENFORCE POLICY ON ALBUMENTATIONS →

Instant setup, no code required.

15 Albumentations tools catalogued and risk-classified — across an index of 43,000+ MCP servers.