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BACH-AI-Tools

LinkedIn Api8 MCP Server

get_profile_connection_u0026_follower_count

Get the number of connections and followers for a LinkedIn user from their profile.

Instructions

Get Profile Connection \u0026 Follower Count

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
usernameYesExample value: adamselipsky
Behavior1/5

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

No annotations provided and the description does not disclose any behavioral traits (e.g., read-only nature, rate limits, or side effects). It merely restates the tool name.

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?

While short, the description is a single phrase that lacks structure and essential information. It is under-specified rather than appropriately concise.

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

Completeness1/5

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

Without output schema or annotations, the description should explain return format or behavior. It does not, leaving the tool's output completely undefined.

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?

The schema provides an example value for 'username' but no true description. The tool description adds no additional meaning beyond the schema, which already covers the parameter.

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 is a tautology, restating the tool name without adding specificity. It fails to distinguish from similar sibling tools like 'get_profile_data_and_connection_u0026_follower_count'.

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

Usage Guidelines1/5

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 siblings or any context about prerequisites. The description is entirely absent of usage instructions.

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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