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Imanity-Software

spark-profiler-mcp

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Diagnose performance issues

diagnose

Identify performance bottlenecks in Minecraft server profiles by applying knowledge base thresholds and signatures, then return ranked findings with evidence and actionable tuning advice.

Instructions

Apply the built-in interpretation knowledge base (TPS/MSPT/GC/heap/CPU thresholds, plugin dominance, entity/chunk/redstone/IO signatures, JVM-flag checks) and return ranked findings, each with evidence, diagnosis, and a concrete recommended action. This is the primary 'what should I tune' tool.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
profileIdYesThe id returned by load_profile.
Behavior3/5

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 discloses the use of thresholds, signatures, and checks, and the return format (ranked findings with evidence, diagnosis, action). However, it does not clarify whether the tool is read-only or has side effects, which is a gap for a diagnostic tool.

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?

Two sentences: the first details the tool's action comprehensively, the second reinforces its role. No fluff, front-loaded, every word earns its place.

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 a single parameter, no output schema, and no annotations, the description covers input, behavior, and output format adequately. Would benefit from mentioning if the tool modifies state, but otherwise complete.

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 coverage is 100%, with profileId described as 'The id returned by load_profile.' The description adds no additional meaning beyond the schema, meeting baseline expectations.

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?

Description clearly states it applies a built-in knowledge base to diagnose performance issues and returns ranked findings with evidence, diagnosis, and action. It distinguishes itself as the primary 'what should I tune' tool, differentiating from siblings like get_health or get_summary.

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?

It positions itself as the primary tuning tool, giving clear context for when to use it. However, it doesn't explicitly state when not to use it or mention alternatives among the sibling tools.

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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