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carsonroell-debug

LeadEnrich MCP Server

enrich_batch

Enrich multiple leads in one batch by cascading through Apollo, Clearbit, and Hunter providers to build complete profiles.

Instructions

Enrich multiple leads concurrently. Each lead cascades through all providers.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
leadsYesList of lead objects, each with optional keys: email, domain, first_name, last_name.
api_keyNoYour LeadEnrich API key for usage tracking.
providersNoOptional list to limit which providers to use.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior3/5

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

With no annotations provided, the description must disclose behavioral traits. It mentions concurrency and cascading through providers, but does not cover rate limits, error handling, or side effects. Additional transparency about concurrency limits or provider failures would improve this score.

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 a single, front-loaded sentence with no wasted words. It conveys the core function and a key behavioral detail efficiently.

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?

The description is concise but covers the main purpose and concurrency behavior. It does not describe the output or error handling, but the presence of an output schema (noted in context) partially compensates. Given the simplicity of the tool, it is adequately complete.

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 coverage is 100%, so the baseline is 3. The description adds minimal semantic value beyond the schema (e.g., 'cascades through all providers' gives context for the 'providers' parameter). It does not elaborate on parameter usage or constraints.

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 uses a specific verb ('enrich') and resource ('multiple leads'), and distinguishes from the sibling 'enrich_lead' by emphasizing concurrency and batching. It also adds 'cascades through all providers' for further specificity.

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?

The description implies usage for batch enrichment (vs. single lead via 'enrich_lead'), but does not explicitly state when to prefer this tool over others, or when to use the optional 'providers' filter. It clearly states the behavior but lacks exclusion or alternative guidance.

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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