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pmady

Pavan Madduri — Personal Knowledge MCP Server

by pmady

get_github_stats

Retrieve live GitHub profile statistics including repositories, followers, and contributions for Pavan Madduri.

Instructions

Fetch Pavan's live GitHub profile statistics (repos, followers, contributions).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes
Behavior3/5

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

With no annotations, the description carries full burden. It states 'live' implying real-time data, which is a behavioral trait. However, it omits information about authentication requirements, rate limits, or any side effects. For a zero-parameter fetch, this is adequate but not thorough.

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?

A single sentence that front-loads the action and resource, then lists examples. Every word adds value; no redundancy or filler.

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?

Given the tool has an output schema (so return values are documented), no parameters, and the description lists key data points, it is complete for its complexity. The context signals indicate high schema coverage and no nesting, so the description suffices.

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

Parameters4/5

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

There are no parameters, so the baseline is 4 per instructions. The description does not need to add parameter meaning since none exist.

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 uses the verb 'Fetch' to indicate the action, specifies the resource as 'Pavan's live GitHub profile statistics', and lists concrete data points (repos, followers, contributions). It distinguishes itself from siblings like get_github_activity by focusing on aggregate profile stats rather than activity streams.

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 siblings (e.g., get_github_activity for recent activity). There are no exclusions, prerequisites, or hints about appropriate contexts. The description assumes the agent knows when to fetch profile statistics.

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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