recommend
Ranked provider recommendations by category ($0.005/call)
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| category | Yes |
Ranked provider recommendations by category ($0.005/call)
| Name | Required | Description | Default |
|---|---|---|---|
| category | Yes |
Changes observed during successful MCP inspections.
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description carries the full burden of behavioral disclosure. It usefully states a per-call cost, but does not disclose whether the operation is read-only, what the ranking is based on, or any permissions or rate limits.
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 a single compact phrase with the key purpose and cost front-loaded. It contains no filler, though it is sparse enough that it could afford one clarifying sentence without becoming verbose.
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 tool with no annotations and no output schema, the description is too thin to be complete. It omits when to use it versus safety_check, the shape of the recommendations, and the valid category values, leaving an agent with material gaps.
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%, so the description should compensate by explaining the category parameter. It only says 'by category,' which restates the parameter name and does not define valid values, format, or what a category represents.
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 states a specific verb and resource: ranked provider recommendations, scoped by category. It is clear what the tool returns in general, but it does not differentiate the tool from its sibling safety_check, which prevents a top score.
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 safety_check, nor any preconditions or exclusions. The only extra context is pricing, which does not help an agent choose between tools.
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.