get_company
Profile of a frontier company: what they build, why it matters for frontier design, competitors and technologies from the knowledge graph.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| slug | Yes |
Profile of a frontier company: what they build, why it matters for frontier design, competitors and technologies from the knowledge graph.
| Name | Required | Description | Default |
|---|---|---|---|
| slug | Yes |
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. It does not disclose whether this is a read-only operation, what happens if the slug is invalid, or any rate limits/auth requirements. It only describes the returned content, not the 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, well-structured sentence that front-loads the core purpose. Every word earns its place, though it could be expanded to include parameter guidance without losing concision.
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?
The description gives a reasonable overview of the returned profile content, but with no output schema and no annotations, it leaves gaps around the slug parameter, usage scenarios, and expected response format. Adequate but not complete.
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?
The schema has a single 'slug' parameter with no description. The tool description mentions 'frontier company' but does not explicitly explain what 'slug' represents or how to obtain it, leaving the parameter semantics unclear.
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 clearly states this tool retrieves a profile of a frontier company, including what they build, why it matters, competitors, and technologies from the knowledge graph. This specific verb+resource distinguishes it from siblings like get_definition or search.
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 this tool vs alternatives. It does not mention that it should be used when you know a company slug, nor does it contrast with search or other siblings.
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.