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cameronrye

AT Protocol MCP Server

by cameronrye

analyze_engagement

Analyzes engagement patterns across recent posts to identify high-performing content, providing insights on likes, reposts, replies, and content characteristics.

Instructions

Analyze engagement patterns across recent posts to identify what content performs well. Provides insights on likes, reposts, replies, and content characteristics. Requires authentication.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
actorNo
limitNo
includeRepliesNo
Behavior2/5

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

With no annotations, the description carries full burden for behavioral disclosure. It mentions providing insights and requiring authentication, but does not describe side effects, rate limits, or data freshness. Minimal transparency.

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 sentences, no wasted words. Could be slightly improved by merging the second sentence into the first.

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?

Given three parameters and no output schema, the description does not explain return format, how parameters affect results, or prerequisites. Incomplete for effective use.

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

Parameters1/5

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

Schema coverage is 0% and the description adds no meaning to the three parameters (actor, limit, includeReplies). The agent gets no help understanding these fields beyond their types and constraints.

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

Purpose4/5

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

The description states it analyzes engagement patterns to identify performing content, which is specific and distinct from siblings like analyze_network. However, it doesn't clarify if the analysis is for a specific actor or all posts, leaving slight ambiguity.

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?

No guidance on when to use this tool versus alternatives like search_posts or analyze_network. It only mentions authentication, which is generic.

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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