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LingoHub MCP by usefulapi

List context images

lingohub_list_context_images
Read-only

List the context images (screenshots that show translators where a text is used) of a project, with connected-segment counts and processing status. Paginated; page is zero-based. GET .../projects/{project_url}/contextImages.

Input Schema

NameRequiredDescriptionDefault
pageNoZero-based page index (default 0).
sizeNoResults per page, 1-100.
project_urlYesProject URL slug (e.g. "feature-demo"); list_projects returns it as project_url.
workspace_urlYesWorkspace URL slug (e.g. "lingohub-demo"); list_projects returns it as workspace_url.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true, destructiveHint=false, and openWorldHint=true. The description adds useful behavioral context beyond that: results are paginated, the page index is zero-based, and returned records include connected-segment counts and processing status. It does not discuss auth or rate limits, but the annotations already cover the safety profile.

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

Conciseness5/5

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

The definition is front-loaded with the resource and return fields, followed by a compact pagination note and endpoint. Every sentence adds useful information without repetition or filler.

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?

For a simple read-only list tool with full schema coverage and annotations, the description provides enough context to invoke it correctly. It mentions the return attributes and pagination, though it does not describe the full response shape or default page size. These gaps are minor because the schema covers pagination parameters.

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

Parameters3/5

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

Schema description coverage is 100%, so all four parameters are already documented in the schema. The description reinforces that page is zero-based and that images belong to a project, but adds no new parameter semantics beyond what the schema provides. This fits the baseline of 3 when the schema does the heavy lifting.

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

Purpose5/5

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

The description states a specific verb and resource: list context images of a project. It also defines what context images are and mentions connected-segment counts and processing status. This clearly distinguishes it from sibling mutation tools such as delete_context_image and from resource-listing tools.

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 description implies the tool is used to inspect a project's context images and pagination behavior is documented. However, it does not explicitly state when to use this tool versus alternatives or any exclusions. Usage is therefore implied rather than guided.

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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