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cameronrye

AT Protocol MCP Server

by cameronrye

track_users

Monitor real-time activity from specified users on the Bluesky firehose, including posts, likes, reposts, follows, and profile changes.

Instructions

Track activity from specific users in the firehose stream. Returns recent events from the specified users.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
usersYes
limitNo
eventTypesNo
Behavior2/5

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

No annotations are provided, so the description must carry the transparency burden. It only states 'returns recent events' but does not disclose potential side effects, whether it is read-only, or how the firehose stream behaves. Minimal behavioral context.

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 very concise at two sentences with no wasted words. However, its brevity sacrifices essential information, making it less effective than it could be with a slightly longer description.

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, no output schema, and no annotations, the description is insufficient. It does not explain the return format, pagination, or the nature of the firehose stream. An agent would lack critical context to use the tool correctly.

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 description coverage is 0%, so the description must explain parameters, but it does not mention 'users', 'limit', or 'eventTypes' at all. The enum values for eventTypes are listed in the schema but not described in text, leaving agents to guess their meaning.

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 clearly states the verb 'track activity from specific users' and the resource 'firehose stream'. It returns recent events, distinguishing it from general tools like get_recent_events, but lacks explicit differentiation from similar tools like monitor_keywords.

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 is provided on when to use this tool versus alternatives. With many sibling tools like get_recent_events and monitor_keywords, the absence of usage context makes it harder for an AI agent to select the correct tool.

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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