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B2B Outbound Engine — ICP to Ready-to-Send Sequences (AI)

b2b_outbound_engine
Read-only

The whole outbound motion in one run: describe your ideal customer, get a…. The whole outbound motion in one run: describe your ideal customer, get a prioritized list of in-market companies — each with an intent score, a pre-call…

Input Schema

NameRequiredDescriptionDefault
inputNoInput for B2B Outbound Engine — ICP to Ready-to-Send Sequences (AI). See https://apify.com/noniner/b2b-outbound-engine.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.4/5.0
Behavior2/5

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

Annotations declare readOnlyHint=true and openWorldHint=true, so the safety profile is already covered. The description adds a little output context (intent score, prioritized companies, pre-call something), but it is truncated before any completed thought and says nothing about runtime, cost, or what the produced sequences look like. With no output schema, the description should be carrying the return-value burden and does not.

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?

The opening sentence is duplicated verbatim and the text terminates in an ellipsis mid-clause, so the definition is neither front-loaded nor complete. This looks like a truncated marketing blurb rather than a purpose-built tool description.

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

Completeness2/5

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

This is a high-complexity, open-world pipeline tool with no output schema, a single opaque nested input object, and zero required parameters, so the description carries nearly the full documentation burden. It is cut off before explaining inputs, outputs, or behavior, leaving an agent unable to call it correctly with confidence.

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 reported at 100%, so the baseline is 3; the single nested 'input' object's description is merely a link to the Apify listing, which adds no real semantic content. The tool description itself contributes nothing about what the input object should contain (ICP fields, target market, sequence settings). Baseline 3 is appropriate.

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

Purpose3/5

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

The tagline frames the tool as an end-to-end outbound pipeline ('describe your ideal customer, get a prioritized list of in-market companies'), which is a recognizable verb+resource pairing, but the text is truncated mid-sentence and never states the concrete operation or deliverable. It also fails to differentiate itself from close siblings such as ai_prospecting_pipeline, b2b_cold_outreach_sequencer, or b2b_intent_radar. An agent can infer the broad domain but not the precise scope.

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

Usage Guidelines2/5

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

There is no explicit when-to-use guidance, no prerequisites, and no named alternatives. The phrase 'the whole outbound motion in one run' weakly implies this is the all-in-one option versus narrower siblings, but that inference is left entirely to the agent. For a tool sitting among ~60 overlapping B2B/prospecting tools, this is a significant routing gap.

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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