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ThinkNEO Control Plane

thinkneo_business_impact

Read-onlyIdempotent

Executive business impact dashboard. Returns a single view of: total value generated by AI agents, total AI cost, net ROI, risk avoided in dollars, cost per decision, top performing agents, and risk event summary. This is the report a CxO needs to justify AI investment.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
periodNoTime period: 'this-week', 'this-month', 'this-quarter', 'all'this-month
workspaceNoWorkspace identifierdefault

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added
  2. Removed
  3. Added

TDQS

A4/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true and idempotentHint=true, so the safety profile is covered. The description adds that the tool 'Returns a single view' and lists the metrics, but provides no extra behavioral details such as authentication requirements, rate limits, or data freshness, which falls short of adding significant value beyond annotations.

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?

The description is two sentences, front-loaded with the tool's role, and every sentence earns its place. The opening phrase 'Executive business impact dashboard' immediately anchors the purpose, and the second sentence adds audience context without redundancy.

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?

The tool is simple with only two optional params and a rich output schema, so the description does not need to explain return values. It accurately conveys the report's scope and metrics, making it complete enough for an agent to choose and invoke correctly.

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

Parameters3/5

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

Schema coverage is 100%: both 'period' and 'workspace' have descriptions in the input schema. The description does not add meaning beyond what the schema already provides, so the baseline score of 3 is appropriate.

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 'Executive business impact dashboard' and 'Returns a single view of' followed by a specific list of metrics, making the tool's purpose unambiguous. It distinguishes itself from sibling tools like thinkneo_agent_roi and thinkneo_decision_cost by positioning itself as the CxO-level aggregate report.

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: 'This is the report a CxO needs to justify AI investment.' This implies when to use it, but it does not explicitly name alternative tools or state when not to use it, matching the 'clear context, no exclusions' level.

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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