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aakarsh1t

Mailchimp MCP Server

by aakarsh1t

mailchimp_conversations

Retrieve subscriber conversations from Mailchimp using actions to list all, get details, or fetch messages.

Instructions

Inbound replies from subscribers, tracked as conversations. Set action to one of: list (all conversations); details (full conversation record); messages (all messages in the conversation).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
countNoMaximum items to return, 1-1000. Defaults to 1000.
actionYesWhich data to retrieve. See the tool description.
offsetNoItems to skip. Combine with count to page beyond the first 1000.
conversation_idNoConversation ID, from action=list.
Behavior2/5

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

With no annotations provided, the description must carry the full burden of behavioral disclosure. It explains the three action modes but does not disclose any potential side effects, authentication requirements, rate limits, or result handling. For a read-only tool this is a moderate gap; it lacks warnings about pagination behavior beyond what the schema already states, and says nothing about response format or error conditions.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

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

The description is two sentences, front-loaded with the resource type, and immediately lists the actionable modes. Every sentence is informative, and there is no filler or redundancy. It efficiently conveys the tool's core purpose without unnecessary elaboration.

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

Completeness3/5

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

The tool has four parameters, no output schema, and no annotations. The description covers the three actions and their intent, but it does not explain the structure of a 'full conversation record' or what constitutes a 'message' in the response. Given the absence of an output schema, a bit more detail about return values would make the tool more complete. Still, for a relatively simple data-retrieval tool, this is an adequate but not rich description.

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?

The schema already provides 100% coverage with descriptive text for each parameter, including defaults and relationships (e.g., conversation_id 'from action=list'). The description augments the 'action' parameter by naming the three allowed values and their meanings, but this duplicates schema enum descriptions. It does not add significant semantic detail beyond the schema, so a baseline of 3 is appropriate.

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

Purpose5/5

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

The description clearly identifies the resource ('Inbound replies from subscribers, tracked as conversations') and enumerates the three distinct operations (list, details, messages) with brief explanations of each. This is a specific verb+resource combination that distinguishes it from sibling tools like mailchimp_members or mailchimp_reports.

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

Usage Guidelines3/5

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

The description implicitly conveys when to use this tool: when needing to retrieve inbound subscriber conversations or their details/messages. However, it does not explicitly mention when not to use it or provide alternatives among the sibling tools. There is no direct comparison or exclusion guidance, so usage context is implied but not fully explicit.

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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