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SaaS Studio by Nova (CIVAI)

studio_publish

Publish SaaS app to MCP (returns mcp_url).

Input Schema

NameRequiredDescriptionDefault
appIdYes
notification_messageNoShort user-facing sentence for this action if the follow-up reply fails. Plain text only; do not mention template syntax or variable names.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.4/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden. It implies a mutation with an external side effect (exposing an app via MCP) but says nothing about permissions, reversibility, idempotency, or whether republishing overwrites a previous deployment. Only the return value hint adds any behavioral context.

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?

A single short sentence that front-loads the action and parenthetically notes the return value, with no wasted words. It is efficient, though its brevity contributes to the gaps elsewhere rather than being a flaw of structure.

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

Completeness2/5

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

For a mutation tool with no annotations, no output schema, and half of its parameters undocumented, the description is too thin. It should at minimum state the appId source, the deployment semantics, and where this fits relative to studio_build and studio_verify.

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 coverage is 50%: notification_message is well documented in the schema, but appId has no description in either place, and the description does not explain what appId refers to (e.g., an identifier from list_studio_apps or create_studio_app). The description adds no parameter meaning beyond the schema.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose3/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description gives a specific verb (publish) and resource (SaaS app to MCP) and notes the return value (mcp_url). However, it does not distinguish this from closely related siblings such as studio_build, studio_verify, and studio_upload_recon, so the agent cannot infer the stage of the pipeline this represents without guessing.

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?

There is no guidance on when to publish versus when to build, verify, or upload recon first, and no stated prerequisites (e.g., that the app must exist or be built). The agent is left to infer ordering entirely from the name.

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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