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Filmystar

LightRAG Code Brain MCP

by Filmystar

profile_get

Retrieve a structured senior-developer project profile, including architecture, conventions, data flow, and other key sections.

Instructions

Return the structured senior-developer project profile.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
sectionsNo
markdownNo
Behavior1/5

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

With no annotations, the description must fully disclose behavioral traits. It only states 'Return the structured senior-developer project profile' but does not specify whether it is read-only, what happens if parameters are omitted, side effects, or return format. Critical behavioral context is missing.

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?

The description is a single, front-loaded sentence with no wasted words. However, it is under-specified, missing important details that could be added without harming conciseness. It earns its place but could be more informative.

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?

Given 2 parameters, no output schema, and no annotations, the description is insufficient. It does not explain return values, how parameters affect output, or any prerequisites. Compared to sibling tools, more context is needed for correct use.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%, so the description must explain parameter meanings. It does not mention 'sections' (array of enum values) or 'markdown' (boolean) at all. The description adds no value beyond the schema, leaving the agent without guidance on parameter usage.

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 states a specific verb ('Return') and resource ('structured senior-developer project profile'), which is clear. However, it does not distinguish this tool from siblings like 'profile_search' or 'profile_upsert', which also deal with profiles. The purpose is understandable but lacks sibling differentiation.

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 is provided on when to use this tool versus alternatives such as 'profile_search' or 'profile_bootstrap'. There is no mention of prerequisites, context, or exclusion criteria. The description offers no usage recommendations.

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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