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find_similar_developers

Read-onlyIdempotent

Use when the user wants alternatives similar to a known GitHub login. Similarity uses public repository, language, location, and profile signals and is not a suitability judgment. Example: {"login":"sajeetharan","limit":5}.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoMaximum similar profiles from 1 to 20
loginYesGitHub login of the source profile

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
sourceYes
resultsYes
resultCountYes
methodologyDisclaimerYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.3/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, idempotentHint, and non-destructive behavior. The description adds meaningful context by specifying that similarity is based on public repository, language, location, and profile signals, and importantly clarifies that this is not a suitability judgment. This goes beyond what annotations provide.

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?

The description is compact, front-loaded with the use case, and every sentence adds value. The example is short and directly demonstrates a realistic call. There is no filler or repetition.

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

Completeness5/5

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

For a simple two-parameter, read-only, idempotent tool with a full input schema and an output schema, the description provides all necessary context: when to use it, what similarity means, and a caveat about suitability. Nothing essential is missing.

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 the schema already fully documents both login and limit. The inline example reinforces usage but does not add significant meaning beyond the schema definitions. 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?

The description states a specific verb and resource: it finds alternatives similar to a known GitHub login. It clearly differentiates from sibling tools like search_developers or match_developers_to_repository by focusing on similarity to an existing profile, not general search or repository matching.

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?

The description explicitly says "Use when the user wants alternatives similar to a known GitHub login," providing clear context for when to invoke the tool. It does not explicitly list exclusions or alternative tool names, so it stops short of a full when-not/alternatives guide.

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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