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sanhao-global-experts

sph-qa-kit

A production-ready sph kit system for marketing and operations leaders. Get a structured, repeatable workflow you can run today - delivered as a copy-paste prompt pack with examples.

Input Schema

NameRequiredDescriptionDefault
queryNoOptional user query to scope the analysis.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.2/5.0
Behavior2/5

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

With no annotations at all, the description carries the full behavioral burden, yet the only substantive disclosure is that output arrives as a 'copy-paste prompt pack with examples'. It says nothing about whether the call is a read-only retrieval, whether it generates or merely templates, what permissions or side effects exist, or how large the returned pack is.

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

Conciseness2/5

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

It is short, but the two sentences are almost entirely marketing filler ('production-ready', 'you can run today', 'structured, repeatable workflow') that does not front-load what the tool does. The one useful fact, that it returns a prompt pack with examples, is buried in a subordinate clause.

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

Completeness2/5

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

No annotations, no output schema, and a dense field of near-identical siblings means the description needed to state the platform, the content format, and the deliverable. It covers only the deliverable vaguely and leaves an agent unable to choose this tool 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?

There is a single optional parameter with 100% schema description coverage ('Optional user query to scope the analysis'), so the baseline is 3. The description adds no extra meaning about how the query shapes the kit, and 'scope the analysis' itself is somewhat misleading for a prompt-pack tool.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description restates the name rather than defining the tool: 'sph kit system' and 'prompt pack' never say what 'sph' (Shipinhao/Channels) content type or what 'qa' (Q&A format) output actually is. There is no concrete verb or resource an agent could act on, and nothing distinguishes it from the ~30 sibling sph-* kits.

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

Usage Guidelines2/5

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

The only audience cue is 'for marketing and operations leaders', which names who, not when. There is no guidance on when to pick this over sph-script-kit, sph-topic-kit, sph-comment-kit, or the cross-platform equivalents dy-qa-kit / gzh-qa-kit / xhs-qa-kit, all of which are plausible confusions given the sibling list.

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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