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sanhao-global-experts

shortvideo-ops-coach

A production-ready shortvideo ops coach 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

C2.7/5.0
Behavior2/5

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

No annotations are supplied, so the description carries the full behavioral burden, and it discloses only that the result arrives as a prompt pack with examples. It does not say whether output is static or generated from the optional query, whether anything is persisted, or what the agent should expect to receive back. The one behavioral detail given (deliverable format) is real value but far from sufficient.

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

Conciseness4/5

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

Two compact sentences with the deliverable format front-loaded in the first clause of sentence two. Marketing adjectives ('production-ready', 'you can run today') cost a little space without adding selection value, but there is no padding or repetition.

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?

This is a low-complexity tool with zero required parameters and no output schema, so the bar is modest, and the description does convey the shape of the returned artifact. What is missing is scope: which shortvideo operations problems the pack covers, and how the optional query changes the result.

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% and there is a single optional 'query' parameter already documented as scoping the analysis. The description adds nothing about how the query influences the prompt pack or whether omitting it yields a generic pack. Baseline 3 applies since the schema does the documenting.

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

Purpose3/5

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

The description says it delivers a 'structured, repeatable workflow' as a 'copy-paste prompt pack with examples', which tells the agent the deliverable form. However, it never names a concrete operation or scope (audit? planning? scripting?) and offers no differentiation from a large sibling set that includes livestream-ops-coach, newmedia-ops-planner, and shortvideo-teardown. Purpose is suggestive but not pinned down.

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?

There is no when-to-use guidance, no when-not-to-use, and no named alternative despite dozens of adjacent ops and shortvideo tools in the sibling list. The phrase 'for marketing and operations leaders' gestures at an audience but not at a triggering condition or a choice between competing tools.

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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