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match_developers_to_repository

Read-onlyIdempotent

Use when the user starts with a public GitHub repository and wants relevant indexed developers. Matches public owner, contribution, language, topic, repository, and self-declared opportunity signals; this is not a suitability judgment. Example: {"repository":"owner/repo","limit":10}.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoMaximum matches from 1 to 20
repositoryYesPublic GitHub repository as owner/repository or a github.com URL

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultsYes
repositoryYes
resultCountYes
methodologyDisclaimerYes

TDQS

A4.3/5.0
Behavior4/5

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

The description goes beyond annotations by listing the signal types matched (owner, contribution, language, topic, repository, and self-declared opportunity signals) and by explicitly disclaiming suitability judgment. This adds meaningful behavioral context while remaining consistent with the readOnly, openWorld, and idempotent annotations.

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 trigger scenario, followed by a compact example. Every sentence earns its place with no redundant filler.

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?

The description, combined with rich annotations and an output schema, provides everything an agent needs to select and invoke the tool correctly. It covers the input trigger, matching behavior, example payload, and an important caveat about suitability.

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 parameters. The description includes a helpful JSON example with 'repository' and 'limit', but it does not add substantive semantic detail beyond what the schema already provides.

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 uses a specific triggering scenario ('starts with a public GitHub repository') and a clear action ('wants relevant indexed developers'). It also clarifies what the tool does and does not do ('not a suitability judgment'), making it easy to distinguish from sibling tools like search_developers or get_trending_developers.

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 states when to use the tool: when the user starts with a public GitHub repository and wants relevant developers. It does not explicitly name alternatives or when-not-to-use conditions, but the repository-based trigger provides 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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TDQS

A4.3/5.0
Disambiguation4/5

The discovery-oriented tools (search_developers, find_similar_developers, match_developers_to_repository, get_trending_developers) all return developers, but each is anchored to a distinct input—query, login, repository, or recency—so an agent can tell them apart. The remaining tools (profile, introduction status, contribution preview, request introduction) are clearly separated by action.

Naming Consistency5/5

All tool names follow a consistent snake_case verb_noun pattern: search, find, get, match, preview, request. The noun clearly indicates the resource or action target, with no mixed casing or vague verbs.

Tool Count5/5

Eight tools is a well-scoped surface for developer discovery and introduction. Each tool serves a distinct part of the workflow, and the count feels neither bloated nor thin.

Completeness4/5

The core workflow is covered: discovery, profile lookup, contribution preview, introduction request, and status check. A cancel or list introductions capability would round out the introduction lifecycle, but the essential agent journeys have no dead ends.