explore_projects

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

Annotations already declare readOnlyHint=true, openWorldHint=true, and destructiveHint=false, so the safety profile is covered. The description adds the useful scoping fact that results come from public Explore rather than the user's account, but says nothing about result limits or pagination behavior.

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?

A single clean sentence with the search scope front-loaded and zero redundancy. It is efficient, though barely more than a restatement of the tool name plus a scope qualifier.

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?

For a paginated search tool with no output schema, the description leaves the agent without result-format, page-size, or result-count context, and does not distinguish the tool from its many siblings. It is too thin to stand on its own beyond the schema.

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 coverage is 100%, so q, sort, and offset are all documented in the schema itself. The description adds no syntax, format, or constraint detail beyond what the schema already provides, making 3 the correct baseline.

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?

States a specific verb (search) and resource (public projects on Ultralytics Explore), which distinguishes it from the private-project siblings projects_list/projects_get. However, it never names an alternative, so the differentiation is only implied by the word 'public'.

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?

There is no explicit when-to-use guidance and no mention of alternatives such as projects_list for the user's own projects or explore_datasets for the dataset counterpart. The agent must infer the public-search context purely from the word 'public'.

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