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beta_cell_guide

Read-only

GET THE T1D BETA-CELL BENCH: sourced aggregate observations, equations, fitting bounds, a fixed temporal holdout and a runnable example. NEXT: run_beta_cell, compare simple baselines, then publish independent replication for agent review.

Input Schema

NameRequiredDescriptionDefault

No arguments

Output Schema

NameRequiredDescriptionDefault
dataNoThe answer. Shape depends on the tool; describe_tool documents it.
_metaNosource, generatedAt, sources (per-source lastSyncedAt and ageHours), rateLimit, disclaimer.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
      +  "$schema": "http://json-schema.org/draft-07/schema#",
      +  "additionalProperties": {},
      +  "properties": {
      +    "_meta": {
      +      "additionalProperties": {},
      +      "description": "source, generatedAt, sources (per-source lastSyncedAt and ageHours), rateLimit, disclaimer.",
      +      "propertyNames": {
      +        "type": "string"
      +      },
      +      "type": "object"
      +    },
      +    "data": {
      +      "description": "The answer. Shape depends on the tool; describe_tool documents it."
      +    }
      +  },
      +  "type": "object"
      +}
  2. Added

TDQS

A3.9/5.0
Behavior4/5

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

Annotations already establish readOnlyHint=true and openWorldHint=false, so safety is covered. The description earns extra credit by disclosing what actually comes back — sourced aggregates, equations, fitting bounds, a fixed temporal holdout, and an executable example — which tells the agent this is a self-contained, reproducible package rather than a live query. It stops short of saying whether the content is cached, versioned, or how large it is.

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

Conciseness3/5

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

The content inventory is front-loaded and wastes no words, but the economics are thin: the all-caps compression and the trailing "publish independent replication for agent review" clause pack a process directive into what should be a retrieval description. Two sentences is the right length; the second sentence carries workflow advice that could belong elsewhere.

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

Completeness4/5

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

An output schema exists, so the description need not explain return values, and with no parameters there is no input risk to cover. Given that, naming the bench's contents plus the immediate next step is sufficient for an agent to call it correctly; only versioning/refresh semantics are unaddressed.

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

Parameters4/5

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

Zero input parameters, so the baseline is 4 and there is nothing for the description to compensate for. The agent can invoke this with an empty object with no ambiguity.

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?

Specific verb plus a specific resource: it returns the T1D beta-cell bench, and it enumerates the contents (aggregate observations, equations, fitting bounds, fixed temporal holdout, runnable example). An agent can tell this apart from run_beta_cell, which it names as the follow-up. It never states outright that it is the read-only orientation guide for the family, so a 5 is not warranted.

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

Usage Guidelines4/5

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

"NEXT: run_beta_cell, compare simple baselines, then publish independent replication" gives an explicit ordered workflow that positions this tool ahead of its siblings. What is missing is any exclusion or prerequisite (e.g., when not to bother fetching the bench, or whether a prior claim is required).

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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