Soxoa Automation Planner
Estimate illustrative automation ROI and rank recurring workflows to automate. Read-only, no auth.
Should I use this
Quality & Safety
B
Findings (2)
- LOWTool 'prioritize_automation_workflows' description lacks action verbin prioritize_automation_workflows
- LOWTool 'prioritize_automation_workflows' name length outside 3-30 rangein prioritize_automation_workflows
Based on automated analysis of tool definitions and protocol compliance.
Context Cost
~794Tokens (tool definitions)
~3.9 KBTypical response size
Moderate attention impact (0.62% of 128k context)
This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.
Install
One-Click Install
Add this to your `claude_desktop_config.json` file:
{
"mcpServers": {
"automation-planning": {
"url": "https://soxoa.com/mcp"
}
}
}Remote endpoints
https://soxoa.com/mcpstreamable-httpWhat it can do
Tool inventory
Tools (2)
🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
🟢estimate_automation_roi(people, weeklyHoursPerPerson, loadedHourlyCost, automatableShare, workingWeeks, ...)
Estimate reclaimable team capacity and illustrative payback from user-supplied workload assumptions. Use for operational planning, not guaranteed savings or financial advice.
Input Schema
{
"type": "object",
"properties": {
"people": {
"type": "integer",
"minimum": 1,
"maximum": 500
},
"weeklyHoursPerPerson": {
"type": "number",
"minimum": 0.5,
"maximum": 60
},
"loadedHourlyCost": {
"type": "number",
"minimum": 10,
"maximum": 500
},
"automatableShare": {
"type": "number",
"minimum": 0.05,
"maximum": 0.95
},
"workingWeeks": {
"type": "integer",
"minimum": 1,
"maximum": 52
},
"implementationCost": {
"type": "number",
"minimum": 0,
"maximum": 10000000
}
},
"required": [
"people",
"weeklyHoursPerPerson",
"loadedHourlyCost"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}Output Schema
{
"type": "object",
"properties": {
"status": {
"type": "string",
"const": "illustrative_estimate"
},
"weeklyHoursReclaimed": {
"type": "number"
},
"annualHoursReclaimed": {
"type": "number"
},
"annualCapacityValue": {
"type": "number"
},
"estimatedPaybackMonths": {
"anyOf": [
{
"type": "number"
},
{
"type": "null"
}
]
},
"assumptions": {
"type": "array",
"items": {
"type": "string"
}
},
"recommendedNextStep": {
"type": "string"
}
},
"required": [
"status",
"weeklyHoursReclaimed",
"annualHoursReclaimed",
"annualCapacityValue",
"estimatedPaybackMonths",
"assumptions",
"recommendedNextStep"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}🟢prioritize_automation_workflows(workflows)
Rank 1–12 user-described workflows by value, predictability, judgment, sensitivity, and integration complexity, then recommend automate, assist, or discovery.
Input Schema
{
"type": "object",
"properties": {
"workflows": {
"minItems": 1,
"maxItems": 12,
"type": "array",
"items": {
"type": "object",
"properties": {
"name": {
"type": "string",
"minLength": 1,
"maxLength": 120
},
"weeklyHours": {
"type": "number",
"minimum": 0.25,
"maximum": 500
},
"predictability": {
"type": "string",
"enum": [
"low",
"medium",
"high"
]
},
"judgmentRequired": {
"type": "string",
"enum": [
"low",
"medium",
"high"
]
},
"errorCost": {
"type": "string",
"enum": [
"low",
"medium",
"high"
]
},
"dataSensitivity": {
"type": "string",
"enum": [
"low",
"medium",
"high"
]
},
"systemsCount": {
"type": "integer",
"minimum": 1,
"maximum": 20
}
},
"required": [
"name",
"weeklyHours",
"predictability",
"judgmentRequired",
"errorCost",
"dataSensitivity",
"systemsCount"
],
"additionalProperties": false
}
}
},
"required": [
"workflows"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}Output Schema
{
"type": "object",
"properties": {
"rankedWorkflows": {
"type": "array",
"items": {
"type": "object",
"properties": {
"name": {
"type": "string"
},
"score": {
"type": "number"
},
"recommendation": {
"type": "string",
"enum": [
"automate",
"assist",
"discovery"
]
},
"humanReviewRequired": {
"type": "boolean"
},
"rationale": {
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"name",
"score",
"recommendation",
"humanReviewRequired",
"rationale"
],
"additionalProperties": false
}
},
"recommendedFirstWorkflow": {
"type": "string"
},
"guardrails": {
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"rankedWorkflows",
"recommendedFirstWorkflow",
"guardrails"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}Community
Evidence
Recent observations
verifiedversion not recorded2 tools
verifiedversion not recorded2 tools