Visual Annotation MCP

36 tools. 24 can modify or destroy data without limits.

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

Last updated:

24 can modify or destroy data
12 read-only
36 tools total

Community server · catalogue entry verified 03/07/2026

How to control Visual Annotation MCP ↓

What Visual Annotation MCP exposes to your agents

Read (12) Write / Execute (24) Destructive / Financial (0)
High Risk

The most dangerous Visual Annotation MCP tools

24 of Visual Annotation MCP's 36 tools can modify, destroy, or commit something on every call — and an agent calls them with no built-in limits.

How to control Visual Annotation MCP

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

Rate limit write operations
{
  "annotate_last_image": {
    "limits": [
      {
        "counter": "annotate_last_image_per_hour",
        "window": "hour",
        "max": 30,
        "scope": "grant"
      }
    ]
  }
}

Prevents bulk unintended modifications from agents caught in loops.

Cap read operations
{
  "assert_element_exists": {
    "limits": [
      {
        "counter": "assert_element_exists_per_minute",
        "window": "minute",
        "max": 60,
        "scope": "grant"
      }
    ]
  }
}

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

  1. Create a free account and register Visual Annotation MCP — nothing to install.
  2. Add these rules — paste them, or build them visually. Tune the limits to your setup.
  3. Point your MCP client (Claude, Cursor, anything) at your gateway URL.
ENFORCE POLICY ON VISUAL ANNOTATION →

Instant setup, no code required.

All 36 Visual Annotation MCP tools

Related servers

Other MCP servers with similar tools — same risk classification, starter policies for each.

Questions about Visual Annotation MCP

How do I prevent bulk modifications through Visual Annotation MCP? +

The Visual Annotation MCP server has 6 write tools including annotate_last_image, assert_element_visible, fill_by_label. 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 Visual Annotation MCP.

How many tools does the Visual Annotation MCP server expose? +

36 tools across 3 categories: Execute, Read, Write. 12 are read-only. 24 can modify, create, or delete data.

How do I enforce a policy on Visual Annotation MCP? +

Register the Visual Annotation 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 Visual Annotation MCP tool call.

Deterministic rules across all 36 Visual Annotation MCP tools. Per-identity grants. Full audit log. Live in minutes. Nothing to install.

Instant setup, no code required.

36 Visual Annotation MCP tools catalogued and risk-classified — across an index of 43,000+ MCP servers.

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