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Top developers

top_developers
Read-only

Ranking of GitHub developers or organizations by total stars (or forks, watchers, repos), optionally by language and country.

Input Schema

NameRequiredDescriptionDefault
pageNoPage number (default 1).
sortNo
typeNoDefault "developers".
countryNoISO 3166-1 alpha-2 code, e.g. "UA".
languageNoPrimary language, e.g. "Go".
per_pageNoResults per page (default 20, max 50).

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.5/5.0
Behavior3/5

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

The annotations already declare readOnlyHint=true and openWorldHint=false, so the safety profile is covered and the description is not obligated to repeat it. Beyond that the description adds little behavior: no mention of ordering direction, how ties are handled, pagination limits beyond the schema, or what a result entry looks like. Adequate but thin for a read tool whose main quirks are ranking semantics.

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; every clause (resource, ranking metric, optional filters) carries information. Nothing is repeated or padded.

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 no output schema, the description should indicate the shape of a ranked entry (owner login, star/fork counts, position) since an agent must interpret results. It also omits the default sort and the default type behavior, leaving the caller to infer from the schema. Complete enough to invoke, not complete enough to interpret results confidently.

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 83%, so most parameters are already documented in the schema (page, per_page, type, country, language). The description only re-states the sortable metrics that the sort enum already enumerates and echoes language/country filtering, adding no syntax or default-value detail the schema lacks. 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 resource (GitHub developers or organizations) and the ranking metric (total stars, or forks/watchers/repos), with the optional language and country scoping. That is specific enough to distinguish it from the sibling tools (get_owner, search_repos, similar_repos), none of which produce a leaderboard. It stops short of an explicit verb, which keeps it from a 5.

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?

The word "Ranking" implies a leaderboard/listing use case, and the filters suggest browsing by language or country, but there is no statement of when to choose this over search_repos or get_owner, and no prerequisites or exclusions. Usage is implied rather than specified.

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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