Skip to main content
Glama

AI Cold Email Personalizer — Icebreakers & First Lines

ai_cold_email_personalizer
Read-only

Turn a list of prospects into personalized first lines and icebreakers with AI…. Turn a list of prospects into personalized first lines and icebreakers with AI — research-backed, ready to paste into your outreach.

Input Schema

NameRequiredDescriptionDefault
inputNoInput for AI Cold Email Personalizer — Icebreakers & First Lines. See https://apify.com/noniner/ai-cold-email-personalizer.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedInput schema / properties / input / description
      Previous value: -"Input for AI Cold Email Personalizer. See https://apify.com/noniner/ai-cold-email-personalizer."New value: +"Input for AI Cold Email Personalizer — Icebreakers & First Lines. See https://apify.com/noniner/ai-cold-email-personalizer."
  2. First observed

TDQS

C2.7/5.0
Behavior2/5

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

Annotations already declare readOnlyHint and openWorldHint, so the safety profile is covered. The description adds only 'research-backed' and 'ready to paste', which hint at external lookups and plain-text output but say nothing about input format, cost, latency, or failure modes for an AI-research tool with open-world side effects.

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 sentence is repeated verbatim with a truncated 'AI….' artifact, so the description is visibly malformed and longer than needed. Two sentences deliver one sentence of content, and no operational detail is front-loaded.

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?

With a nested, undocumented input object and no output schema, the description should explain what the prospect list looks like (names, URLs, CSV?) and what is returned. Instead it is pure marketing copy, leaving the agent unable to predict input format or output shape.

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?

There is only one parameter, whose schema description is an opaque URL reference rather than real documentation. The description does at least imply the input is a list of prospects, adding a little meaning the schema does not convey, but nothing about the nested object's expected shape.

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 specific verb and resource: turning a prospect list into personalized first lines and icebreakers. An agent can tell it is a copy-generation tool, though it never distinguishes itself from near-siblings like b2b_cold_outreach_sequencer or qualified_leads.

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?

No indication of when to use this versus b2b_cold_outreach_sequencer or the other outreach tools in the sibling set, and no prerequisites or exclusions. The only context is marketing framing about pasting into outreach.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources