Skip to main content
Glama

The Mine Works

analyze_github_repos

Metadata for public GitHub repositories: stars, forks, language breakdown, topics, license, README content, contributor count, latest release, and commit recency. Use to see what a company or project is building. No GitHub token needed.

Input Schema

NameRequiredDescriptionDefault
reposYesRepos as "owner/name" or full GitHub URLs (e.g. ["anthropics/claude-code"])
includeReadmeNoInclude full README text (default true)

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.6/5.0
Behavior3/5

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

With no annotations, the description carries the full behavioral burden. It usefully discloses "No GitHub token needed" and what data is returned, but is silent on rate limits, how invalid/private repos are handled, and any cap on the number of repos per call.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Three tight sentences: the field inventory first, then the use case, then the auth note. The field list is long but each item is meaningful; nothing is padded.

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?

With no output schema, the description correctly compensates by enumerating returned fields, and both input parameters are covered by the schema. Only edge-case behavior (invalid repos, batch limits) is missing for what is a simple two-parameter read 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 coverage is 100%, so both parameters (repos, includeReadme) are already documented in the schema. The description mentions README content among returned fields, loosely implying includeReadme, but adds no syntax or constraint detail beyond the schema. Baseline 3 applies.

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 names the exact resource (public GitHub repositories) and enumerates the concrete data returned: stars, forks, language breakdown, topics, license, README, contributor count, releases, commit recency. No sibling tool touches GitHub, so distinctness is inherent, though the description uses a noun phrase rather than an explicit verb, leaving the action slightly implicit.

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

Usage Guidelines4/5

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

"Use to see what a company or project is building" gives a clear situational context for invoking the tool, and the absence of any GitHub-adjacent sibling means there is no alternative to exclude. It stops short of stating when-not-to-use (e.g. private repos, orgs).

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