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nampd3

Project Knowledge MCP Server

by nampd3

get_project_profile

Retrieve the complete project profile, including purpose, inputs, outputs, dependencies, and database tables, for any GitLab project by providing its numeric project ID.

Instructions

Return the full Project_Profile for a project identified by its GitLab project ID.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
gitlab_project_idYesThe numeric GitLab project ID of an in-scope project.
Behavior2/5

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

No annotations provided; description does not disclose any behavioral traits like performance, data freshness, or side effects beyond the obvious return of a profile.

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?

Single sentence, 18 words, front-loaded with purpose and key identifier. No wasted words.

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

Completeness3/5

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

Given low complexity (1 param, no output schema), the description is adequate but lacks behavioral context or what the profile contains.

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%, and the description adds minimal value beyond the schema's own description of the parameter.

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 uses a specific verb 'Return' and resource 'full Project_Profile', and identifies the key parameter 'GitLab project ID', clearly distinguishing it from siblings like 'get_project_dependencies'.

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?

No guidance on when to use this tool versus alternatives such as 'get_project_io' or 'get_project_purpose'. No exclusions or context for selection.

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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