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jknithin36

github-insights-mcp

by jknithin36

Search Repositories

search_repos

Search public GitHub repositories by keyword, returning top matches ranked by stars. Discover relevant projects on any topic.

Instructions

Search public GitHub repositories by keyword. Returns the top matches by stars. Use when the user wants to discover repos on a topic rather than look up a specific one.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
queryYesSearch keywords, e.g. 'react state management'
Behavior4/5

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

No annotations are provided, so the description carries the full burden. It discloses that results are limited to public repos and returns top matches by stars, which is useful behavioral context. However, it doesn't mention result count, pagination, or output format.

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 concise sentences front-load the purpose and then provide usage guidance. No redundant information or wasted 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 one parameter and no output schema, the description gives enough information to select and invoke it. It covers purpose, usage alternative, and a key behavioral trait, but lacks details like how many results are returned.

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%, and the 'query' parameter is already described with an example. The description's 'by keyword' aligns with the schema but doesn't add extra semantic meaning beyond what's in the structured data.

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?

States 'Search public GitHub repositories by keyword' – a clear verb, resource, and scope. Distinguishes from sibling get_repo_info by focusing on discovery rather than lookup.

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

Usage Guidelines5/5

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

Explicitly says 'Use when the user wants to discover repos on a topic rather than look up a specific one,' which directly contrasts with the sibling tool and gives clear usage context.

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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