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1036007003-wq

github-stars-mcp

optimize_readme

Optimize your GitHub README using AI to attract more stars. Provide your repo and optional competitor repos for comparison.

Instructions

AI-powered README optimization to get more stars. PREMIUM feature (GitHub Sponsors).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
repoYesYour repo name (format: owner/repo)
competitorsNoComma-separated competitor repos (optional)
Behavior2/5

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

No annotations provided; description carries full burden. Only mentions 'AI-powered optimization' and premium status, but fails to disclose what changes are made, reversibility, permissions, or side effects.

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, front-loaded with purpose, no wasted words. Efficiently communicates core function and access restriction.

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

Completeness2/5

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

For a tool that modifies content (README optimization), description lacks details on output, whether changes are direct or suggested, and any behavioral constraints. Incomplete for an actionable tool.

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 description coverage is 100% with clear parameter descriptions. Description adds no further parameter-specific meaning, so 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?

Description clearly states verb ('optimize'), resource ('README'), and goal ('get more stars'). Distinguishes from sibling tools like 'analyze_repo' and 'track_star_growth'.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Implied usage from name and sibling context, but no explicit guidance on when to use vs alternatives. 'PREMIUM feature' hints at eligibility but not 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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