ThinkNEO Control Plane

thinkneo_benchmark_compare

Read-onlyIdempotent

Compare providers side-by-side for a specific task type. Shows quality scores, verification rates, and rankings based on real outcomes. Requires authentication.

Input Schema

TableJSON Schema

Name	Required	Description	Default
`providers`	No	Optional list of providers to compare (e.g., ['anthropic', 'openai']). Leave empty for all.
`task_type`	Yes	Task type to compare: 'summarization', 'code_generation', 'classification', 'translation', 'analysis', 'chat'

Output Schema

TableJSON Schema

Name	Required	Description	Default
`result`	Yes

Schema Changelog

Changes observed during successful MCP inspections.

Changed4 schema fields changedJun 26, 2026

removedInput schema / properties / models

Removed value: -{
-  "default": "",
-  "description": "Comma-separated model names to compare",
-  "title": "Models",
-  "type": "string"
-}

addedInput schema / properties / providers

Added value: +{
+  "anyOf": [
+    {
+      "items": {},
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ],
+  "default": null,
+  "description": "Optional list of providers to compare (e.g., ['anthropic', 'openai']). Leave empty for all.",
+  "title": "Providers"
+}

addedInput schema / properties / task_type

Added value: +{
+  "description": "Task type to compare: 'summarization', 'code_generation', 'classification', 'translation', 'analysis', 'chat'",
+  "title": "Task Type",
+  "type": "string"
+}

addedInput schema / required
```
Added value: +[
+  "task_type"
+]
```

Changed4 schema fields changedMay 11, 2026

addedInput schema / properties / models

Added value: +{
+  "default": "",
+  "description": "Comma-separated model names to compare",
+  "title": "Models",
+  "type": "string"
+}

removedInput schema / properties / providers

Removed value: -{
-  "anyOf": [
-    {
-      "items": {},
-      "type": "array"
-    },
-    {
-      "type": "null"
-    }
-  ],
-  "default": null,
-  "description": "Optional list of providers to compare (e.g., ['anthropic', 'openai']). Leave empty for all.",
-  "title": "Providers"
-}

removedInput schema / properties / task_type

Removed value: -{
-  "description": "Task type to compare: 'summarization', 'code_generation', 'classification', 'translation', 'analysis', 'chat'",
-  "title": "Task Type",
-  "type": "string"
-}

removedInput schema / required
```
Removed value: -[
-  "task_type"
-]
```

AddedApr 24, 2026

TDQS

A4/5.0

Behavior4/5

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 clear. The description adds value by disclosing an authentication requirement and specifying what the tool shows (quality scores, verification rates, rankings), which goes beyond the metadata. No contradictions with 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 primary action, and includes necessary context (authentication). Every clause contributes meaning without redundancy. It is concise and well-structured.

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?

Given the presence of an output schema, the description does not need to detail return values. It covers the essential behavioral aspects (comparison, output types, auth) and is sufficient for a moderately simple tool with only two parameters. However, it could briefly mention that providers are optional if left empty, though this is already in the schema.

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 description coverage is 100%, with both 'task_type' and 'providers' well-documented in the schema. The description reinforces that task_type is central and that providers are optional, but it does not add new semantic details beyond what the schema already provides. Baseline 3 is appropriate since the schema carries the load.

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?

The description clearly states a specific verb ('Compare') and resource ('providers side-by-side') for a specific task type, making the core purpose obvious. It does not explicitly differentiate from sibling tools like thinkneo_compare_models or thinkneo_benchmark_report, though the emphasis on 'real outcomes' and 'verification rates' hints at a distinct benchmark focus.

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 implies the tool is for comparing providers on a given task type, providing clear context for when it would be used. It does not explicitly name alternatives or state when not to use it, but the purpose is specific enough that an agent can infer appropriate usage. The 'Requires authentication' note adds a practical prerequisite.

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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