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shashwatgtm

ICP Intelligence MCP

by shashwatgtm

icp_gap_analysis

Identify gaps between your current customer base and ideal customer profile, comparing metrics like churn, win rate, and sales cycle to target improvements.

Instructions

Analyze gaps between current customer base and ideal ICP

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
ideal_icpYesDescription of your ideal customer profile
target_metricsNoTarget performance metrics
current_metricsNoCurrent performance metrics
current_customersYesDescription of your current customer base

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv1.0.0

TDQS

C2.9/5.0
Behavior2/5

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

With no annotations provided, the description carries the full burden of behavioral disclosure. 'Analyze gaps' implies a read-only comparison, but the description does not state what kind of output is produced, whether metrics are required, or how the analysis handles missing data. This is a significant gap for a tool with zero annotation coverage.

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

Conciseness4/5

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

The description is a single concise sentence with no filler. It front-loads the tool's primary action and subject, though it sacrifices some informative detail for brevity.

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?

The tool has four parameters, nested objects, no output schema, and no annotations, so the description is the only source of usage context. It fails to explain what the analysis returns, how optional metrics factor in, or how this tool differs from several close siblings. The description is too thin to fully support correct invocation.

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 100%, so the schema already documents both required parameters and the optional metric objects. The description adds little beyond naming the comparison between current customers and ideal ICP, but the high schema coverage makes this acceptable.

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?

The description uses a specific verb ('Analyze') and names the resource ('gaps between current customer base and ideal ICP'), making the core purpose clear. It does not explicitly differentiate from siblings like icp_deep_dive or icp_scoring_model, but the gap-analysis framing is distinct enough to be recognizable.

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 guidance is given on when to use this tool versus sibling tools, nor are any exclusions or prerequisites stated. The description only says what the tool does, leaving the agent to infer when it should be selected.

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