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ThinkNEO Control Plane

by ai.thinkneo
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thinkneo_provider_status

Read-onlyIdempotent

Get real-time health and performance status of AI providers routed through the ThinkNEO gateway. Shows latency, error rates, and availability. No authentication required.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
providerNoSpecific provider to check: openai, anthropic, google, mistral, xai, cohere, or together. Omit to get status for all providers.
workspaceNoWorkspace context for provider routing configuration (optional)

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed2 schema fields changed
    • changedInput schema / properties / provider / description
      Previous value: -"Filter by provider name"New value: +"Specific provider to check: openai, anthropic, google, mistral, xai, cohere, or together. Omit to get status for all providers."
    • addedInput schema / properties / workspace
      Added value: +{
+  "anyOf": [
+    {
+      "type": "string"
+    },
+    {
+      "type": "null"
+    }
+  ],
+  "default": null,
+  "description": "Workspace context for provider routing configuration (optional)",
+  "title": "Workspace"
+}
  2. Changed1 schema field changed
    • changedInput schema / properties / provider / description
      Previous value: -"Filter by provider name (openai, anthropic, google, nvidia, mistral, xai)"New value: +"Filter by provider name"
  3. Changed2 schema fields changed
    • changedInput schema / properties / provider / description
      Previous value: -"Specific provider to check: openai, anthropic, google, mistral, xai, cohere, or together. Omit to get status for all providers."New value: +"Filter by provider name (openai, anthropic, google, nvidia, mistral, xai)"
    • removedInput schema / properties / workspace
      Removed value: -{
-  "anyOf": [
-    {
-      "type": "string"
-    },
-    {
-      "type": "null"
-    }
-  ],
-  "default": null,
-  "description": "Workspace context for provider routing configuration (optional)",
-  "title": "Workspace"
-}
  4. Changed2 schema fields changed
    • addedInput schema / properties / provider / description
      Added value: +"Specific provider to check: openai, anthropic, google, mistral, xai, cohere, or together. Omit to get status for all providers."
    • addedInput schema / properties / workspace / description
      Added value: +"Workspace context for provider routing configuration (optional)"
  5. First observed

TDQS

A4.1/5.0
Behavior4/5

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

Annotations already convey read-only and idempotent behavior, so the description's burden is lower. It adds 'No authentication required' and 'real-time' information, which are useful operational details beyond what annotations state. No contradictions with annotations are present.

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 three short sentences, each contributing essential information: purpose, output content, and authentication requirement. There is no redundancy or fluff, making it highly concise and well-structured.

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 read-only status tool with two optional parameters, an output schema, and clear annotations, the description is complete. It explains the primary function, what metrics are shown, and that no auth is needed. Nothing critical is missing for an agent to correctly select and invoke this tool.

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?

The schema provides 100% coverage with detailed descriptions for both parameters (provider and workspace), so the baseline is 3. The description does not add further parameter-specific semantics, but it also does not need to because the schema already defines the allowed values and defaults.

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 tool's purpose: retrieving real-time health and performance status of AI providers via the ThinkNEO gateway. It specifies measurable outputs (latency, error rates, availability), which distinguishes it from sibling tools like thinkneo_cache_status or thinkneo_sla_status that target other resources.

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

Usage Guidelines3/5

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

The description implies when to use the tool—whenever you need provider health or performance status—but it does not explicitly contrast it with alternatives or mention when not to use it. Given the large number of sibling tools, more explicit guidance would help, but the context is clear enough to score above 2.

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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