export_leads
Export captured leads as JSON (default) or CSV text.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | ||
| bot_id | Yes | ||
| format | No | json |
Export captured leads as JSON (default) or CSV text.
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | ||
| bot_id | Yes | ||
| format | No | json |
Changes observed during successful MCP inspections.
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries the full burden of behavioral disclosure. It mentions JSON default and CSV text output, but does not state whether the operation is read-only, what permissions are required, whether export is scoped by bot_id, how limit behaves, or whether results are paginated.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The definition is a single front-loaded sentence with no wasted words. It immediately states the action, resource, and available output formats.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given three parameters, no annotations, no output schema, and 0% schema description coverage, the description is too thin. It does not explain export scope, permissions, return structure, or limit semantics, which an agent would need before invoking it confidently.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 0%, so the description needs to compensate. It clarifies that format accepts JSON or CSV, with JSON as default, but it says nothing meaningful about bot_id scope or the limit parameter, leaving two of three parameters without added semantic guidance.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a specific verb and resource: 'Export captured leads', and adds the output formats. It is clear what the tool does, but it does not distinguish this from sibling tools such as list_leads or export_visitor_data.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
There is no guidance on when to use this tool instead of list_leads or other lead-related siblings, and no prerequisites or exclusions are stated. Usage is only implied by the verb 'Export'.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Add one secure layer between your agents and this server.