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Pavan Madduri — Personal Knowledge MCP Server

by pmady

get_expertise

Verify whether Pavan Madduri has expertise in a requested technical domain using his professional profile.

Instructions

Check if Pavan has expertise in a specific technical domain.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
domainYesTechnical domain to check (e.g. 'GPU', 'kubernetes', 'gitops', 'observability', 'security', 'AI', 'platform engineering')

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes
Behavior2/5

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

With no annotations, the description carries the full burden but only says 'Check', implying a read-only query. It does not disclose side effects, permissions, or any behavioral traits beyond a simple check.

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?

The description is a single, well-structured sentence that immediately conveys the tool's purpose without extraneous words.

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?

For a simple tool with a single parameter and an output schema, the description is mostly complete. It explains the subject (Pavan) and the domain check, though it could hint at the output format or mention that it only covers Pavan.

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 a clear parameter description and examples. The tool description adds the specific context of checking for 'Pavan', but does not add meaning beyond the schema's existing documentation.

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 clearly states the action ('Check') and the resource ('expertise in a specific technical domain') and ties it to a specific person ('Pavan'), making the purpose distinct from sibling tools like get_eb1a_evidence or get_github_activity.

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?

The description provides no guidance on when to use this tool versus alternatives. It does not mention prerequisites, conditions, or when not to use it.

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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