Sophon Consulting
Read-only, deterministic AI triage and readiness tools implementing Sophon's published rubrics.
Should I use this
Quality & Safety
A
Based on automated analysis of tool definitions and protocol compliance.
Context Cost
~2,531Tokens (tool definitions)
~15.2 KBTypical response size
Moderate attention impact (1.98% 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": {
"sophon-consulting": {
"url": "https://www.sophon.consulting/api/mcp"
}
}
}Remote endpoints
https://www.sophon.consulting/api/mcpstreamable-httpWhat it can do
Tool inventory
Tools (2)
🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
🟢triage_ai_opportunity(workflowName, decisionContext, requestedBy, lenses, confidence, ...)
Score one proposed AI workflow across bottleneck severity, value capture, integration readiness, and risk posture. Returns a deterministic go-deeper or hold recommendation and a handoff-ready Markdown artifact. Read-only; not for organization-wide readiness reviews or production rollout planning.
Input Schema
{
"type": "object",
"properties": {
"workflowName": {
"type": "string",
"minLength": 1,
"maxLength": 160,
"description": "The specific workflow being evaluated."
},
"decisionContext": {
"type": "string",
"minLength": 1,
"maxLength": 1000,
"description": "The concrete decision this triage will inform."
},
"requestedBy": {
"type": "string",
"maxLength": 160,
"description": "Optional person or team requesting the triage."
},
"lenses": {
"type": "object",
"additionalProperties": false,
"properties": {
"bottleneckSeverity": {
"type": "object",
"additionalProperties": false,
"properties": {
"score": {
"type": "integer",
"minimum": 1,
"maximum": 5,
"description": "Score from 1 (weak) to 5 (strong), grounded in the supplied evidence."
},
"evidence": {
"type": "string",
"minLength": 1,
"maxLength": 2000,
"description": "One or two concise sentences supporting this score."
},
"evidenceLabel": {
"type": "string",
"enum": [
"fact",
"assumption",
"estimate"
],
"description": "Optional classification of the supplied evidence."
}
},
"required": [
"score",
"evidence"
]
},
"valueCapture": {
"type": "object",
"additionalProperties": false,
"properties": {
"score": {
"type": "integer",
"minimum": 1,
"maximum": 5,
"description": "Score from 1 (weak) to 5 (strong), grounded in the supplied evidence."
},
"evidence": {
"type": "string",
"minLength": 1,
"maxLength": 2000,
"description": "One or two concise sentences supporting this score."
},
"evidenceLabel": {
"type": "string",
"enum": [
"fact",
"assumption",
"estimate"
],
"description": "Optional classification of the supplied evidence."
}
},
"required": [
"score",
"evidence"
]
},
"integrationReadiness": {
"type": "object",
"additionalProperties": false,
"properties": {
"score": {
"type": "integer",
"minimum": 1,
"maximum": 5,
"description": "Score from 1 (weak) to 5 (strong), grounded in the supplied evidence."
},
"evidence": {
"type": "string",
"minLength": 1,
"maxLength": 2000,
"description": "One or two concise sentences supporting this score."
},
"evidenceLabel": {
"type": "string",
"enum": [
"fact",
"assumption",
"estimate"
],
"description": "Optional classification of the supplied evidence."
}
},
"required": [
"score",
"evidence"
]
},
"riskPosture": {
"type": "object",
"additionalProperties": false,
"properties": {
"score": {
"type": "integer",
"minimum": 1,
"maximum": 5,
"description": "Score from 1 (weak) to 5 (strong), grounded in the supplied evidence."
},
"evidence": {
"type": "string",
"minLength": 1,
"maxLength": 2000,
"description": "One or two concise sentences supporting this score."
},
"evidenceLabel": {
"type": "string",
"enum": [
"fact",
"assumption",
"estimate"
],
"description": "Optional classification of the supplied evidence."
}
},
"required": [
"score",
"evidence"
]
}
},
"required": [
"bottleneckSeverity",
"valueCapture",
"integrationReadiness",
"riskPosture"
]
},
"confidence": {
"type": "string",
"enum": [
"High",
"Medium",
"Low"
],
"description": "Optional confidence override. The rubric supplies a conservative default."
},
"followUps": {
"type": "array",
"maxItems": 5,
"description": "Up to five questions ranked by how much their answers could change the decision.",
"items": {
"type": "object",
"additionalProperties": false,
"properties": {
"question": {
"type": "string",
"minLength": 1,
"maxLength": 500
},
"whyItMatters": {
"type": "string",
"maxLength": 500
},
"owner": {
"type": "string",
"maxLength": 160
}
},
"required": [
"question"
]
}
},
"canAnswerTopFollowUpInOneBusinessDay": {
"type": "boolean",
"description": "Needed only when the total is 10-13: whether the highest-impact follow-up can plausibly be answered within one business day."
}
},
"required": [
"workflowName",
"decisionContext",
"lenses"
],
"additionalProperties": false
}🟢assess_ai_readiness(organizationName, preparedFor, dimensions, useCases, risks, ...)
Assess an organization's readiness to run AI in production across five dimensions (data readiness, workflow ownership, governance and controls, delivery capacity, executive sponsorship), each scored 1-5 with evidence or marked unknown, plus classified candidate use cases. Returns a deterministic verdict — Ready, Ready with conditions, Not yet ready, or Insufficient evidence (thresholds: ready needs no dimension below 3; 2+ dimensions at 2 or below is not yet ready) — with a handoff-ready Markdown assessment. Read-only; not for triaging a single AI idea (use triage_ai_opportunity).
Input Schema
{
"type": "object",
"properties": {
"organizationName": {
"type": "string",
"minLength": 1,
"maxLength": 160,
"description": "The organization or team being assessed."
},
"preparedFor": {
"type": "string",
"maxLength": 160,
"description": "Optional sponsor or requester the assessment is prepared for."
},
"dimensions": {
"type": "object",
"additionalProperties": false,
"properties": {
"dataReadiness": {
"type": "object",
"additionalProperties": false,
"properties": {
"score": {
"oneOf": [
{
"type": "integer",
"minimum": 1,
"maximum": 5
},
{
"type": "string",
"enum": [
"unknown"
]
}
],
"description": "Score from 1 (absent) to 5 (strong), or 'unknown' when the evidence to score this dimension is missing. Unknown is never treated as a low score."
},
"evidence": {
"type": "string",
"minLength": 1,
"maxLength": 2000,
"description": "One or two sentences supporting the score — or, for unknown, what evidence is missing."
},
"evidenceLabel": {
"type": "string",
"enum": [
"fact",
"assumption",
"estimate"
],
"description": "Optional classification of the supplied evidence."
},
"gap": {
"type": "string",
"maxLength": 500,
"description": "Optional named gap for this dimension, used in the risk register and conditions."
}
},
"required": [
"score",
"evidence"
],
"description": "Data readiness: the data the workflows need exists, is accessible, and its quality problems are known and bounded."
},
"workflowOwnership": {
"type": "object",
"additionalProperties": false,
"properties": {
"score": {
"oneOf": [
{
"type": "integer",
"minimum": 1,
"maximum": 5
},
{
"type": "string",
"enum": [
"unknown"
]
}
],
"description": "Score from 1 (absent) to 5 (strong), or 'unknown' when the evidence to score this dimension is missing. Unknown is never treated as a low score."
},
"evidence": {
"type": "string",
"minLength": 1,
"maxLength": 2000,
"description": "One or two sentences supporting the score — or, for unknown, what evidence is missing."
},
"evidenceLabel": {
"type": "string",
"enum": [
"fact",
"assumption",
"estimate"
],
"description": "Optional classification of the supplied evidence."
},
"gap": {
"type": "string",
"maxLength": 500,
"description": "Optional named gap for this dimension, used in the risk register and conditions."
}
},
"required": [
"score",
"evidence"
],
"description": "Workflow ownership: each candidate workflow has a named owner with authority to change how the work is done."
},
"governanceControls": {
"type": "object",
"additionalProperties": false,
"properties": {
"score": {
"oneOf": [
{
"type": "integer",
"minimum": 1,
"maximum": 5
},
{
"type": "string",
"enum": [
"unknown"
]
}
],
"description": "Score from 1 (absent) to 5 (strong), or 'unknown' when the evidence to score this dimension is missing. Unknown is never treated as a low score."
},
"evidence": {
"type": "string",
"minLength": 1,
"maxLength": 2000,
"description": "One or two sentences supporting the score — or, for unknown, what evidence is missing."
},
"evidenceLabel": {
"type": "string",
"enum": [
"fact",
"assumption",
"estimate"
],
"description": "Optional classification of the supplied evidence."
},
"gap": {
"type": "string",
"maxLength": 500,
"description": "Optional named gap for this dimension, used in the risk register and conditions."
}
},
"required": [
"score",
"evidence"
],
"description": "Governance and controls: security, compliance, and audit constraints are documented and have owners, so phase-one design can build them in rather than bolt them on."
},
"deliveryCapacity": {
"type": "object",
"additionalProperties": false,
"properties": {
"score": {
"oneOf": [
{
"type": "integer",
"minimum": 1,
"maximum": 5
},
{
"type": "string",
"enum": [
"unknown"
]
}
],
"description": "Score from 1 (absent) to 5 (strong), or 'unknown' when the evidence to score this dimension is missing. Unknown is never treated as a low score."
},
"evidence": {
"type": "string",
"minLength": 1,
"maxLength": 2000,
"description": "One or two sentences supporting the score — or, for unknown, what evidence is missing."
},
"evidenceLabel": {
"type": "string",
"enum": [
"fact",
"assumption",
"estimate"
],
"description": "Optional classification of the supplied evidence."
},
"gap": {
"type": "string",
"maxLength": 500,
"description": "Optional named gap for this dimension, used in the risk register and conditions."
}
},
"required": [
"score",
"evidence"
],
"description": "Delivery capacity: engineering and operations can commit to iterative delivery, evaluation cycles, and post-launch operation."
},
"executiveSponsorship": {
"type": "object",
"additionalProperties": false,
"properties": {
"score": {
"oneOf": [
{
"type": "integer",
"minimum": 1,
"maximum": 5
},
{
"type": "string",
"enum": [
"unknown"
]
}
],
"description": "Score from 1 (absent) to 5 (strong), or 'unknown' when the evidence to score this dimension is missing. Unknown is never treated as a low score."
},
"evidence": {
"type": "string",
"minLength": 1,
"maxLength": 2000,
"description": "One or two sentences supporting the score — or, for unknown, what evidence is missing."
},
"evidenceLabel": {
"type": "string",
"enum": [
"fact",
"assumption",
"estimate"
],
"description": "Optional classification of the supplied evidence."
},
"gap": {
"type": "string",
"maxLength": 500,
"description": "Optional named gap for this dimension, used in the risk register and conditions."
}
},
"required": [
"score",
"evidence"
],
"description": "Executive sponsorship: an accountable sponsor exists for adoption and policy decisions."
}
},
"required": [
"dataReadiness",
"workflowOwnership",
"governanceControls",
"deliveryCapacity",
"executiveSponsorship"
],
"description": "All five readiness dimensions, each scored 1-5 with evidence, or marked unknown."
},
"useCases": {
"type": "array",
"minItems": 1,
"maxItems": 12,
"description": "Candidate AI use cases, each classified start-now, prepare-first, or defer.",
"items": {
"type": "object",
"additionalProperties": false,
"properties": {
"name": {
"type": "string",
"minLength": 1,
"maxLength": 160
},
"valueCase": {
"type": "string",
"minLength": 1,
"maxLength": 500,
"description": "The tracked operating metric this use case improves, and roughly by how much."
},
"risk": {
"type": "string",
"minLength": 1,
"maxLength": 500,
"description": "Impact and reversibility of failures."
},
"classification": {
"type": "string",
"enum": [
"start-now",
"prepare-first",
"defer"
]
},
"rationale": {
"type": "string",
"maxLength": 500
},
"blockingGap": {
"type": "string",
"maxLength": 500,
"description": "For prepare-first: the named gap that blocks starting now."
}
},
"required": [
"name",
"valueCase",
"risk",
"classification"
]
}
},
"risks": {
"type": "array",
"maxItems": 12,
"description": "Optional risk register entries; scoring gaps should each become one.",
"items": {
"type": "object",
"additionalProperties": false,
"properties": {
"risk": {
"type": "string",
"minLength": 1,
"maxLength": 500
},
"severity": {
"type": "string",
"enum": [
"low",
"medium",
"high"
]
},
"owner": {
"type": "string",
"maxLength": 160
},
"remediation": {
"type": "string",
"maxLength": 500
}
},
"required": [
"risk",
"severity"
]
}
},
"sequencing": {
"type": "object",
"additionalProperties": false,
"description": "Optional 30-60-90 day sequencing recommendation.",
"properties": {
"next30": {
"type": "string",
"maxLength": 1000
},
"next60": {
"type": "string",
"maxLength": 1000
},
"next90": {
"type": "string",
"maxLength": 1000
}
}
}
},
"required": [
"organizationName",
"dimensions",
"useCases"
],
"additionalProperties": false
}Community
Evidence
Recent observations
verifiedversion not recorded2 tools
verifiedversion not recorded2 tools