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davidmosiah

Wellness Cycle Coach

Cycle predict next period

cycle_predict_next_period
Read-onlyIdempotent

Predicts next period start date and average cycle length from period history, with confidence levels and irregular-cycle support.

Instructions

Given period history, returns the average cycle length and the next-expected period start date with confidence. v0.3.3 adds cycle_irregular — when true, accepts cycles 21-90 days and caps confidence at 'low' (PCOS / unpredictable patterns).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
historyYes
privacy_modeNoOptional privacy mode: summary | structured | raw. summary omits free-text notes when present; structured/raw return full payload.
cycle_irregularNov0.3.3 — PCOS / irregular-cycle mode. When true: accepts cycles 21-90 days, caps confidence at 'low', surfaces clinician-defer warning. Default false.

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. Addedv0.4.3
  2. Removedv0.3.6
  3. First observedv0.3.5

TDQS

A4.6/5.0
Behavior5/5

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

Annotations already declare readOnly/idempotent/non-destructive behavior, and the description adds meaningful behavioral context: return values, acceptance of 21-90 day cycles in irregular mode, confidence capped at 'low', and a clinician-defer warning. This goes beyond the structured metadata.

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

Conciseness5/5

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

Two sentences with zero waste: the first front-loads the core purpose, and the second adds a concise version-specific behavioral nuance. Every clause contributes meaning and the description is appropriately compact.

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?

For a prediction tool with no output schema, the description covers the main return values and key behavioral constraints. However, it does not specify confidence value ranges, error/edge-case behavior (e.g., insufficient history), or what the clinician-defer warning entails, leaving some ambiguity for an agent.

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?

Schema coverage is 67%, and the description adds extra semantics for cycle_irregular beyond the schema (accepts cycles 21-90 days, caps confidence at 'low', surfaces clinician-defer warning). history is less illuminated, but the schema already specifies the required structure and date pattern.

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

Purpose5/5

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

The description clearly states the verb ('returns'), the resource (period history), and the specific outputs (average cycle length, next-expected period start date, confidence). It also distinguishes itself from likely siblings like cycle_estimate_phase and cycle_irregular_check by focusing on next-period prediction rather than phase estimation or irregularity screening.

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?

The description gives clear context: use this tool when you have period history and need a predicted start date and cycle length. It also provides situational guidance for cycle_irregular mode tied to PCOS/unpredictable patterns. However, it does not explicitly mention alternatives or when not to use the 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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