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recommend_tools

Read-only

Ranked best-fit tools for a goal, with why + caveat.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
goalYes
limitNo
budgetNo'free' or max USD/mo
offsetNo
verboseNo
can_codeNo
platformNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed9 schema fields changed
    • changedInput schema / properties / budget / description
      Previous value: -"'free', or max USD per month like '20'"New value: +"'free' or max USD/mo"
    • removedInput schema / properties / can_code / description
      Removed value: -"Can the user read/write code?"
    • removedInput schema / properties / goal / description
      Removed value: -"What the user wants to build or do"
    • removedInput schema / properties / limit / description
      Removed value: -"Default 3"
    • removedInput schema / properties / limit / maximum
      Removed value: -10
    • removedInput schema / properties / limit / minimum
      Removed value: -1
    • addedInput schema / properties / offset
      Added value: +{
      +  "type": "integer"
      +}
    • removedInput schema / properties / platform / description
      Removed value: -"Optional: web, macOS, Windows, Linux, terminal, VS Code, iOS..."
    • addedInput schema / properties / verbose
      Added value: +{
      +  "type": "boolean"
      +}
  2. First observed

TDQS

C2.7/5.0
Behavior3/5

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

readOnlyHint=true already establishes this is a safe read, so the bar is lower. The description adds a genuinely useful output hint ('with why + caveat') given there is no output schema, but says nothing about how ranking works, where recommendations come from, or whether the caveat is a warning about the tool.

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

Conciseness4/5

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

Nine words, no filler, and the core purpose is front-loaded. The extreme terseness ('why + caveat') borders on cryptic, but that is a clarity issue rather than wasted length.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a 7-parameter tool with no output schema and near-zero parameter documentation, this is far too thin. The 'why + caveat' phrase partially compensates for the missing output schema, but the behavior and parameter semantics of a complex query tool are left unexplained.

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

Parameters1/5

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

Seven parameters with only 14% schema description coverage (just 'budget'), so the description carries the burden and delivers nothing: limit, offset, verbose, can_code, and platform are entirely undocumented anywhere. 'for a goal' is the only parameter meaning conveyed.

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

Purpose4/5

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

The fragment 'Ranked best-fit tools for a goal' names a clear action (rank/recommend) and resource (tools) plus the output shape. It does not distinguish itself from siblings like compare_tools, list_alternatives, or search, which are all plausible ways to find tools.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

'for a goal' implies a use case but gives no when-to-use versus when-not and never names an alternative such as compare_tools or list_alternatives, which overlap heavily. Nothing tells the agent which of these to pick.

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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