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ppl - Personal CRM for AI Agents

Find Connections

connections.list
Read-onlyIdempotent

When you need to find who the human is connected with over the ppl network or check what a connection allows. Resolves local contacts to connected people and their capability summaries.

Input Schema

NameRequiredDescriptionDefault
limitNoMax connections to return (default 20).
queryNoLocal contact name or free text to resolve against connected people.
contact_idNoThe local contact's API id, to look up their connection directly.

Output Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.9/5.0
Behavior4/5

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

Annotations already declare readOnly, idempotent, non-destructive, and closed-world. The description adds that it resolves local contacts to connected people and returns capability summaries, which is useful behavioral context beyond the annotations.

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, front-loaded with the usage condition. No wasted words, though the second sentence could be slightly clearer.

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

Completeness4/5

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

Given the output schema and rich annotations, the description covers purpose, usage context, and key behavior. It omits details like pagination or limit semantics, but those are in the schema.

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%, so the schema fully documents the three optional parameters. The description does not add syntax or format details beyond what the schema provides.

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?

States a clear verb+resource: find who the human is connected with and check what a connection allows. Distinguishes from connection actions like accept/invite by focusing on retrieval, but does not explicitly name sibling tools like contacts.list or relationships.list.

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

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Provides clear context: 'When you need to find who the human is connected with ... or check what a connection allows.' It does not state when not to use it or name alternative tools, but the context is sufficient to infer usage.

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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