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adhdvital

Enterprise Threads MCP Server

by adhdvital

content_optimization_analysis

Identify content weaknesses and get actionable recommendations to boost engagement, reach, and accessibility for your Threads audience.

Instructions

Advanced content analysis with optimization recommendations

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
contentYesContent to analyze
analysis_typeNoType of optimization analysis
target_audienceNo
optimization_goalsNoOptimization objectives
Behavior2/5

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

With no annotations provided, the description carries the full burden of behavioral disclosure. It only states generic 'analysis' and 'recommendations' without specifying whether the tool is read-only, how output is structured, what inputs are required (beyond content), or any limitations or 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.

Conciseness4/5

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

The description is a single sentence, very concise and front-loaded with the core topic. However, the word 'Advanced' is filler that adds no substantive information, slightly reducing the merit.

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?

For a tool with 4 parameters including nested objects and no output schema, this description is too brief. It does not explain what optimization recommendations look like, how different analysis_type values affect the output, or any expected return format, leaving the agent without enough context to use it effectively.

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 75%, and the tool descriptions for content, analysis_type, target_audience, and optimization_goals are already fairly clear. The tool description adds no further clarification or examples, so it does not exceed the baseline for good schema coverage.

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 conveys a general purpose of analyzing content and providing optimization recommendations, but lacks a specific verb and does not distinguish it from sibling analytics tools like get_content_performance_report. It is a noun phrase rather than a clear action-oriented statement.

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 guidance on when to use this tool versus alternatives such as get_enhanced_insights or analyze_best_posting_times. The description does not mention any prerequisites, conditions, or situations where another tool would be more appropriate.

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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