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analyze_distribution

Read-onlyIdempotent

Analyze public or synthetic permissioned study records; stateless, no model calls. Keep private ledgers local. Evidence labels are assertions, not authentication.

Input Schema

NameRequiredDescriptionDefault
ledgerYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

C2.4/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, and openWorldHint=false. Against that lower bar, the description adds two genuinely useful facts: it is stateless and makes no model calls, and private ledgers must stay local. It does not describe permissions, failure modes, or output shape.

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?

Three short clauses with no padding, and the stateless/no-model-calls fact is front-loaded. It is terse to the point of under-specification, but not verbose.

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?

This is the only tool named 'analyze_*' with an opaque nested-object parameter, no output schema, and no sibling differentiation. The description omits what is analyzed, what the result is, and how it relates to read_distribution_study, leaving an agent unable to invoke it confidently.

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

Parameters2/5

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

One required parameter, 'ledger', is a nested object with 0% schema description coverage, so the description must compensate. It only hints that ledgers may be private and must stay local; it says nothing about the expected structure, what fields an agent must supply, or what 'permissioned' implies for the input.

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

Purpose2/5

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

The description says 'Analyze public or synthetic permissioned study records,' which is a vague verb (analyze what about them?) and does not distinguish it from sibling 'read_distribution_study' or 'compare_governance'. It restates the name more than it defines a concrete operation.

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?

No guidance on when to use this versus 'read_distribution_study' or any of the other ~45 siblings. The 'keep private ledgers local' sentence limits input scope but is not a usage rule for choosing this tool.

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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