Search BrightKey
searchSearch across universities, schools, and answers. Returns {id, title, url} results; pass an id to fetch().
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| query | Yes |
searchSearch across universities, schools, and answers. Returns {id, title, url} results; pass an id to fetch().
| Name | Required | Description | Default |
|---|---|---|---|
| query | Yes |
Changes observed during successful MCP inspections.
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already indicate read-only. Description adds return format and chaining hint, but no additional behavioral traits like pagination or ordering.
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?
Two concise sentences, front-loaded with action. Each sentence adds distinct value.
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?
Minimal but covers key aspects: scope, return fields, chaining. Lacks details on result multiplicity or pagination, which could be important.
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 has 0% description coverage for 'query' parameter. Description only vaguely implies it is a search term, no details on format or constraints.
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 it searches across universities, schools, and answers, and specifies return fields. Clear purpose but could be more specific about scope given siblings.
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?
No explicit guidance on when to use search vs siblings like list_universities or compare. Implies a two-step process with fetch but no when-to-use context.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Add one secure layer between your agents and this server.