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AINative-Studio

AINative PRD Generator MCP Server

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skill_sync

Mirror skills from GitHub to ZeroDB for offline semantic search. Sync all skills or a specific skill by slug.

Instructions

Mirror skills from the GitHub repo into ZeroDB so they can be semantically searched and served offline. GitHub remains the source of truth — this refreshes the cache. Sync all skills, or one by slug.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
skillNoOptional: sync only this skill slug. Omit to sync all skills.
Behavior3/5

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

No annotations are provided, so the description must disclose behavioral traits. It mentions refreshing the cache and that GitHub is source of truth, suggesting overwriting, but it lacks explicit details on idempotency, authentication needs, or potential side effects.

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 concise with two sentences. It front-loads the main action and then provides the constraint on syncing all or one skill, with no wasted words.

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 tool with one optional parameter and no output schema, the description is complete. It covers the purpose, data source, behavior, and parameter usage sufficiently for the agent to select and invoke correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The schema has 100% coverage, with a description for the optional skill parameter. The description adds value by explaining the difference between syncing all skills vs one by slug, reinforcing the schema's intent.

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 clearly states the tool's purpose: mirror skills from GitHub to ZeroDB for semantic search and offline serving. It distinguishes itself from sibling read/search tools by specifying it is a refresh operation that syncs all or one skill.

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 implies when to use (to refresh the cache) and that GitHub is the source of truth. It does not explicitly state when not to use or compare to alternatives, but context signals provide enough differentiation from siblings.

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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