Imagecolors
imagecolorsImage Palette: Dominant color palette extraction
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| q | No |
Output Schema
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
imagecolorsImage Palette: Dominant color palette extraction
| Name | Required | Description | Default |
|---|---|---|---|
| q | No |
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
Changes observed during successful MCP inspections.
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries the full burden of behavioral disclosure. It states the tool extracts a dominant color palette but does not disclose how many colors are returned, whether it accepts URLs or local files, whether it performs network requests, or any rate limits or failure modes. The behavior is only partially transparent.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is extremely concise at six words, which is efficient. However, it is under-specified rather than appropriately concise. The structure is front-loaded with the tool name 'Image Palette' followed by a brief explanation, but the brevity comes at the cost of missing critical usage information.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the tool has one parameter with 0% schema coverage, no annotations, and no output schema details, the description is incomplete. An agent cannot determine what input to provide, what output to expect, or how this differs from the many sibling tools. The output schema exists but is not shown in the context, so the description should at least hint at return values.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 0%, and the only parameter is 'q' with a default of empty string. The description does not explain what 'q' represents (likely an image query or URL). With zero schema coverage and no parameter documentation, the description fails to compensate. The parameter name 'q' is ambiguous and could mean query, quality, or something else.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description 'Image Palette: Dominant color palette extraction' states a clear verb-resource relationship: it extracts a dominant color palette from an image. However, it does not distinguish itself from the sibling tool 'color' or other image-related tools like 'imagechunks', 'imageexif', 'imagehash', etc. The title 'Imagecolors' is nearly identical to the description, so the description adds only modest clarity beyond the name.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description provides no guidance on when to use this tool versus alternatives. There is no mention of input format (e.g., image URL, file path, base64), no exclusions, and no reference to sibling tools. An agent would not know whether to use this or 'color', 'imagehash', 'imagerev', or other image-related tools.
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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