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KumoRFM MCP Server

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authenticate

Authenticates a KumoRFM session using an API key or initiates OAuth2 login if key is not provided. Required before any prediction or evaluation tasks.

Instructions

Authenticate the current KumoRFM session.

Authentication is needed once before predicting or evaluating with the KumoRFM model. If an API key is provided directly, it is used immediately. Otherwise, if the 'KUMO_API_KEY' environment variable is not set, this initiates an OAuth2 authentication flow by opening a browser window for user login. Sets the 'KUMO_API_KEY' environment variable upon successful authentication.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
api_keyNo
api_urlNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes
Behavior4/5

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

The description discloses key behaviors: sets environment variable, initiates OAuth2 flow if needed, and takes direct API key. Annotations are neutral, so description adds value.

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 concise at four sentences, front-loaded with purpose, and efficiently covers the process without extraneous detail.

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 tool's simplicity and presence of an output schema, the description provides adequate behavioral and usage context. It could mention output details if schema is insufficient.

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?

With 0% schema coverage, the description compensates partially by explaining the api_key parameter's role. However, it omits any mention of api_url, leaving its purpose unclear.

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 explicitly states the tool authenticates a KumoRFM session, which is distinct from sibling tools like evaluate or predict. It uses a specific verb and resource.

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 specifies when to use: needed once before predicting or evaluating. It explains two authentication modes (API key or OAuth2) but does not explicitly list circumstances where it should not be used.

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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