Skip to main content
Glama

Crawlora MCP

github_repo_contributors

Read-only

Returns the contributors to a GitHub repository, ordered by number of contributions.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
pageNoPage number.
repoYesRepository name.
ownerYesRepository owner (user or org login).
per_pageNoResults per page (max 100).

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
dataYesThe tool result payload (shape varies per tool; see each tool's docs resource).

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.3/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true and openWorldHint=true, so the safety profile is covered. The description adds the useful behavioral trait that results are ordered by contribution count, but it says nothing about pagination limits or result shape beyond what the annotations and schema imply.

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, front-loaded sentence with zero filler; the resource and the ordering behavior are both stated compactly with nothing to trim.

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 an output schema present, return values need not be explained, and annotations cover the safety profile, so the description is nearly sufficient for a simple read tool. However, it omits any usage context or sibling differentiation, which is the main gap for an agent choosing among many GitHub tools.

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%, so owner, repo, page, and per_page are already documented in the schema. The description adds no format or syntax details beyond what the schema provides, making the baseline 3 correct.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description gives a specific verb and resource ('Returns the contributors to a GitHub repository') and adds the ordering detail, so an agent knows exactly what this fetches. It does not explicitly distinguish itself from siblings like github_repo or github_user_repos, but the name plus description make the target unambiguous.

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?

There is no when-to-use guidance, no mention of alternatives, and no stated conditions or prerequisites. The description only states what the tool does, leaving the agent to infer when to pick it over github_repo or other repo-related siblings.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources