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Imanity-Software

spark-profiler-mcp

Official

Load a spark profile

load_profile

Load a Spark profiler file from a local path or URL to obtain a profile ID, enabling detailed analysis of server performance.

Instructions

Load and parse a spark file from a local path, a bytebin/spark.lucko.me URL, or a bytebin key. Supports .sparkprofile (sampler), .sparkheap (memory), and .sparkhealth (health) files. Returns a profileId plus a headline summary; all other tools take that profileId.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
sourceYesLocal file path, a https://spark.lucko.me/<key> or bytebin URL, or a bare bytebin key.
Behavior3/5

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

No annotations are provided, so the description carries the burden. It discloses supported file types and output format but omits details on failure modes, permission requirements, or side effects. Adequate but not comprehensive.

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?

Three sentences, front-loaded with the action verb. Each sentence adds unique information without redundancy. Efficient and well-structured.

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

Completeness5/5

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

For a tool with one parameter, no output schema, and low complexity, the description is fully complete. It explains what the tool does, what inputs are valid, and how it fits into the workflow (other tools depend on its output).

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

Parameters5/5

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

The input schema has 100% coverage and describes the parameter. The description adds significant value by clarifying the types of sources (local path, URL, bytebin key) and file extensions, going beyond the schema.

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 ('Load and parse') and identifies the resource (spark files), supported file types, and clear output (profileId + headline summary). It distinguishes itself from sibling tools by being the entry point for loading.

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 states that 'all other tools take that profileId', implying this tool should be used first. It provides clear context but does not explicitly exclude alternative usage or mention when not to use.

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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