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Maheshkumarjena

GithubStats_MCP

github_user_stats

Fetch public GitHub profile, activity stats, and pull request insights for any username.

Instructions

Fetch public GitHub profile, activity stats, and pull request insights.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
usernameYesGitHub username
Behavior2/5

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

No annotations are provided, so the description carries the full burden of behavioral disclosure. It does not mention potential side effects, authentication requirements, rate limits, or the exact structure of returned data. The description only names the data categories, leaving the behavioral expectations largely unspecified.

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, front-loaded sentence with no filler. It efficiently communicates the core purpose without wasting words.

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

Completeness3/5

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

With only one parameter and no output schema, the description gives a high-level view of what is returned ('profile, activity stats, and pull request insights') but lacks specifics on the output format, error cases, or any limitations. It is adequate for a basic fetch tool but leaves gaps in completeness.

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?

The schema already provides full coverage for the single parameter 'username' with its description. The tool description adds no extra meaning about the parameter beyond what the schema states. Baseline 3 is appropriate.

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 a specific verb ('Fetch') and a resource ('public GitHub profile, activity stats, and pull request insights'). This distinguishes the tool from its sibling 'hello', which appears unrelated. The purpose is immediately understandable.

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, nor any prerequisites or exclusions. It simply states what the tool does without contextual usage instructions.

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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