analyze_distribution
Analyze public or synthetic permissioned study records; stateless, no model calls. Keep private ledgers local. Evidence labels are assertions, not authentication.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| ledger | Yes |
Analyze public or synthetic permissioned study records; stateless, no model calls. Keep private ledgers local. Evidence labels are assertions, not authentication.
| Name | Required | Description | Default |
|---|---|---|---|
| ledger | Yes |
Changes observed during successful MCP inspections.
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.
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.
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.
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.
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.
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.
Add one secure layer between your agents and this server.