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Soxoa Automation Planner

Server Details

Estimate illustrative automation ROI and rank recurring workflows to automate. Read-only, no auth.

Ownership verified
Status
Healthy
Uptime
100.0% over 22 days
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL

TDQS

A4/5.0

Scored across 2 tools

Disambiguation5/5

The two tools have clearly distinct purposes: one computes ROI/payback from workload assumptions, the other ranks and classifies candidate workflows. Their input requirements and outputs differ enough that an agent can select between them without confusion.

Naming Consistency5/5

Both names follow the same snake_case verb_noun pattern (estimate_automation_roi, prioritize_automation_workflows). The convention is predictable and readable throughout.

Tool Count3/5

Two tools is thin for a server branded as an 'Automation Planner' — it covers analysis but not the full planning lifecycle. The count feels borderline rather than clearly well-scoped or excessive.

Completeness3/5

The surface covers ROI estimation and workflow prioritization, but there is no way to capture/inventory workflows, compare scenarios over time, or turn recommendations into an actionable roadmap. These are notable gaps an agent would likely hit mid-task.

Available Tools

2 tools
estimate_automation_roiEstimate automation ROIA
Read-onlyIdempotent
Inspect

Estimate reclaimable team capacity and illustrative payback from user-supplied workload assumptions. Omit unsupplied optional inputs: the server defaults to 60% automatable share and 48 working weeks. Ask for missing people, weekly hours per person, or loaded hourly cost; do not invent assumptions. Use for operational planning, not guaranteed savings or financial advice.

ParametersJSON Schema
NameRequiredDescriptionDefault
peopleYesNumber of people supplied by the user.
workingWeeksNoWorking weeks per year. Omit when the user supplies no value; the server defaults to 48. Preserve an explicit user value; do not substitute calendar weeks.
automatableShareNoFraction of repetitive time that can be reclaimed (0.6 means 60%). Omit when the user supplies no value; the server defaults to 0.6. Preserve an explicit user value; do not invent a different percentage.
loadedHourlyCostYesLoaded hourly labor cost in the user's stated currency, supplied by the user.
implementationCostNoImplementation cost in the same currency as hourly labor cost. Omit unless supplied or approved by the user; omitted cost means no payback estimate.
weeklyHoursPerPersonYesWeekly hours each person spends on this workflow, supplied by the user.

Output Schema

ParametersJSON Schema
NameRequiredDescription
statusYes
assumptionsYes
annualCapacityValueYes
recommendedNextStepYes
annualHoursReclaimedYes
weeklyHoursReclaimedYes
estimatedPaybackMonthsYes

TDQS

A4/5.0
Behavior4/5

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

Annotations already declare this as a safe read-only, idempotent, closed-world computation, so the safety profile is covered. The description adds meaningful behavior beyond that: the server-side defaults (60% automatable share, 48 working weeks), the requirement to preserve user-supplied values, the "do not invent assumptions" guardrail, and the illustrative-not-guaranteed framing. It does not describe output shape, though the output schema covers that.

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?

Four tight sentences, front-loaded with the purpose before the operational rules and the disclaimer. Every sentence carries actionable content, with only minor overlap between the default-value sentence and the schema defaults.

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

Completeness5/5

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

For a read-only estimation tool with a rich output schema and 100% schema coverage, the description supplies everything an agent needs: the input contract, default behavior, how to handle missing values, and the interpretive limits of the result. Return values are appropriately left to the output schema.

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 every parameter including defaults, bounds, and the omit-vs-preserve rule is already documented in the schema. The description restates the default values for automatableShare and workingWeeks but adds no new syntax or format meaning. This is the baseline 3 where the schema does the heavy lifting.

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 states a specific verb and resource: "Estimate reclaimable team capacity and illustrative payback from user-supplied workload assumptions." An agent immediately knows this produces a capacity/payback estimate from supplied workload inputs. It does not, however, name or contrast itself with the sibling prioritize_automation_workflows, so differentiation is left to inference.

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?

It gives clear usage context ("Use for operational planning") and an explicit exclusion ("not guaranteed savings or financial advice"), plus operational rules for when to omit optional inputs versus ask for missing required ones. The one gap is that it never points to the sibling tool as an alternative for prioritization tasks.

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

prioritize_automation_workflowsPrioritize automation workflowsA
Read-onlyIdempotent
Inspect

Rank 1–12 user-described workflows by value, predictability, judgment, sensitivity, and integration complexity, then recommend automate, assist, or discovery. Each workflow requires caller-supplied weekly hours, predictability, judgment required, error cost, data sensitivity, and system count. Ask for missing facts rather than inventing values.

ParametersJSON Schema
NameRequiredDescriptionDefault
workflowsYes

Output Schema

ParametersJSON Schema
NameRequiredDescription
guardrailsYes
rankedWorkflowsYes
recommendedFirstWorkflowYes

TDQS

A3.9/5.0
Behavior4/5

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

Annotations already declare readOnly, idempotent, non-destructive behavior, so the bar is lower. The description adds real context beyond them: the 1–12 ranking scale, the classification output, and the important instruction to solicit missing facts rather than fabricate values, which is a meaningful behavioral constraint.

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?

Three tight sentences: ranking behavior first, required inputs second, and the missing-facts rule last. Every sentence carries information and nothing is repeated from the schema or annotations.

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?

With an output schema present, return values need not be described, and annotations cover the safety profile. The description adequately covers inputs and behavior; the only gap is the absent connection to the sibling tool and the ranking criteria's relation to it.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%, so the description must compensate, and it does by naming all six required workflow facts (weekly hours, predictability, judgment required, error cost, data sensitivity, system count) that match the schema properties. It omits the enum value sets and the 12-item cap, but the core field meaning is conveyed.

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 ('Rank 1–12') and resource ('user-described workflows') along with the scoring dimensions and the three output verdicts (automate, assist, discovery). It never mentions or differentiates from the sibling tool estimate_automation_roi, so it stops short of a 5.

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

Usage Guidelines3/5

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

It implicitly indicates when inputs must be gathered ('Each workflow requires caller-supplied weekly hours...') and gives a behavioral instruction to 'Ask for missing facts rather than inventing values,' but there is no explicit when-to-use vs. estimate_automation_roi guidance or when-not-to-use condition.

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

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 2 tool updates
    • Changedestimate_automation_roi9 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / automatableShare / default
        Added value: +0.6
      • addedInput schema / properties / automatableShare / description
        Added value: +"Fraction of repetitive time that can be reclaimed (0.6 means 60%). Omit when the user supplies no value; the server defaults to 0.6. Preserve an explicit user value; do not invent a different percentage."
      • addedInput schema / properties / implementationCost / description
        Added value: +"Implementation cost in the same currency as hourly labor cost. Omit unless supplied or approved by the user; omitted cost means no payback estimate."
      • addedInput schema / properties / loadedHourlyCost / description
        Added value: +"Loaded hourly labor cost in the user's stated currency, supplied by the user."
      • addedInput schema / properties / people / description
        Added value: +"Number of people supplied by the user."
      • addedInput schema / properties / weeklyHoursPerPerson / description
        Added value: +"Weekly hours each person spends on this workflow, supplied by the user."
      • addedInput schema / properties / workingWeeks / default
        Added value: +48
      • addedInput schema / properties / workingWeeks / description
        Added value: +"Working weeks per year. Omit when the user supplies no value; the server defaults to 48. Preserve an explicit user value; do not substitute calendar weeks."
    • Changedprioritize_automation_workflows2 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • removedInput schema / properties / workflows / items / additionalProperties
        Removed value: -false
  2. 2 tool updates
    • First observedestimate_automation_roi
    • First observedprioritize_automation_workflows

Publisher details

Operator
Soxoa LLC
Operator website
https://soxoa.com
Vendor relationship
First-party
Trust center
Unknown
Restrictions
Unknown

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