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ResearchPilot

researchpilot_content_analysis_template

Read-onlyIdempotent

Create a bounded content-analysis codebook and validation skeleton with sampling/coding/context units, category contracts, pilot coding and human/AI validation requirements. Categories remain researcher proposals.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
approachNohybrid
codingModeNohybrid
researchQuestionYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.2/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true and destructiveHint=false, so the safety profile is covered. The description usefully adds that categories 'remain researcher proposals' and that output is 'bounded,' clarifying this returns a plan rather than committing a final codebook. It does not state whether the skeleton is persisted or returned only, which is the one behavior an agent would still want given a readOnly 'Create' verb.

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?

Two dense sentences with no filler, and the artifact being produced is front-loaded in the first clause. The long noun stack after 'with' is compact but slightly hard to parse on a skim.

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

Completeness5/5

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

For a simple three-parameter generator with a full set of annotations and no output schema, the description enumerates the components of the artifact and the proposal-only status. The remaining gap, parameter meanings, is captured under parameter semantics rather than a missing-output or missing-safety concern.

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?

Schema description coverage is 0% and the description mentions none of the three parameters. The meaning of approach (deductive/inductive/hybrid), codingMode (human/ai/hybrid), or how researchQuestion shapes the codebook is left entirely to the enums and defaults, so the description does not compensate for the schema gap.

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?

States a specific verb and artifact: create a bounded content-analysis codebook and validation skeleton, enumerated as sampling/coding/context units, category contracts, pilot coding and validation requirements. That distinguishes it from siblings like researchpilot_text_analysis_pilot or researchpilot_build_collection_recipe, though it never names an alternative explicitly.

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 call this versus researchpilot_text_analysis_pilot, researchpilot_check_method, or researchpilot_build_collection_recipe, and no stated prerequisites (e.g., an existing project or research question already registered). The agent must infer sequencing from the workflow itself.

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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