Server definition
- Hash
- sha256:e31e072b1b50d03aeb555584760b97533baa472facc12dcfcaee08398f9a4a7e
- What it is
- What a remote MCP server returned when asked what it offers: 9 tools
The blob, as servednamed by its sha256
{
"instructions": "Provide first-pass, public-safe business system reviews. Focus on business context, customer journey, bottlenecks, AI opportunities, trust/control risks, human review, escalation, and practical next steps.",
"tools": [
{
"description": "Summarizes the supplied business context, including customer, offer, workflow, goals, constraints, readiness signals, missing information, and confidence.",
"inputSchema": {
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"aiIdea": {
"description": "AI or automation idea the user is considering.",
"type": "string"
},
"businessType": {
"description": "Type of business, such as ecommerce, SaaS, consulting, agency, local service, or solo business.",
"type": "string"
},
"constraints": {
"description": "Known constraints such as budget, team capacity, tools, timeline, compliance needs, or data access.",
"items": {
"type": "string"
},
"type": "array"
},
"currentGoal": {
"description": "Current business goal the user wants the review to support.",
"type": "string"
},
"currentProblem": {
"description": "Main business or workflow problem the user wants to solve.",
"type": "string"
},
"currentWorkflow": {
"description": "How the relevant workflow currently works, including manual steps, tools, handoffs, and review points.",
"type": "string"
},
"goal90Days": {
"description": "Desired business or workflow outcome over the next 90 days.",
"type": "string"
},
"notes": {
"description": "Any additional context the user wants considered in the review.",
"type": "string"
},
"offer": {
"description": "Core product, service, package, or outcome the business sells.",
"type": "string"
},
"revenueModel": {
"description": "How the business earns revenue, such as projects, retainers, subscriptions, services, or products.",
"type": "string"
},
"riskConcerns": {
"description": "Concerns related to customer trust, brand reputation, legal exposure, sensitive data, or quality control.",
"type": "string"
},
"targetCustomer": {
"description": "Primary customer segment or buyer the business serves.",
"type": "string"
},
"teamSize": {
"description": "Approximate team size and key roles involved in the workflow.",
"type": "string"
}
},
"type": "object"
},
"name": "analyze_business_context",
"outputSchema": {
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false,
"properties": {
"businessSnapshot": {
"description": "Concise public-safe summary of the business and operating context.",
"type": "string"
},
"confidence": {
"description": "Confidence level based on the clarity and completeness of the provided business context.",
"enum": [
"low",
"medium",
"high"
],
"type": "string"
},
"likelyBusinessModel": {
"description": "Likely business model inferred from the supplied context.",
"type": "string"
},
"missingInformation": {
"description": "Information the user should provide to improve diagnostic confidence.",
"items": {
"type": "string"
},
"type": "array"
},
"primaryConstraintHypothesis": {
"description": "Likely main constraint limiting progress or readiness.",
"type": "string"
},
"readinessSignals": {
"description": "Signals that indicate whether the business is ready for AI-assisted workflow design.",
"items": {
"type": "string"
},
"type": "array"
},
"targetCustomerSummary": {
"description": "Short summary of the customer segment or buyer context.",
"type": "string"
},
"valuePromiseHypothesis": {
"description": "Hypothesis about the core value promise or outcome the business sells.",
"type": "string"
}
},
"required": [
"businessSnapshot",
"likelyBusinessModel",
"targetCustomerSummary",
"valuePromiseHypothesis",
"primaryConstraintHypothesis",
"readinessSignals",
"missingInformation",
"confidence"
],
"type": "object"
}
},
{
"description": "Reviews a proposed AI workflow for human review needs, data boundaries, quality controls, escalation triggers, unsafe automation risks, and confidence.",
"inputSchema": {
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"aiIdea": {
"description": "Specific AI or automation idea the user is considering.",
"type": "string"
},
"businessType": {
"description": "Type of business being reviewed.",
"type": "string"
},
"canAffectBrandTrust": {
"description": "Whether the workflow can affect brand reputation, customer expectations, or public trust.",
"type": "boolean"
},
"canAffectMoney": {
"description": "Whether the workflow can influence pricing, refunds, payments, scope, or financial decisions.",
"type": "boolean"
},
"currentControls": {
"description": "Existing review, approval, QA, escalation, or monitoring controls.",
"type": "string"
},
"currentProblem": {
"description": "Main business or workflow problem the user wants to solve.",
"type": "string"
},
"currentWorkflow": {
"description": "Current workflow before AI or automation.",
"type": "string"
},
"customerFacing": {
"description": "Whether the workflow directly affects customers or customer-facing messages.",
"type": "boolean"
},
"proposedWorkflow": {
"description": "Proposed workflow design, including what AI would do and what humans would review.",
"type": "string"
},
"requiresExpertJudgment": {
"description": "Whether the workflow needs professional, strategic, legal, financial, HR, or domain judgment.",
"type": "boolean"
},
"riskConcerns": {
"description": "Known concerns about customer trust, brand risk, compliance, money, privacy, or quality control.",
"type": "string"
},
"usesSensitiveData": {
"description": "Whether the workflow may use private, regulated, or sensitive business/customer data.",
"type": "boolean"
},
"workflowIdea": {
"description": "AI workflow or agent idea to assess for trust and control risk.",
"type": "string"
}
},
"type": "object"
},
"name": "assess_trust_control_risks",
"outputSchema": {
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false,
"properties": {
"confidence": {
"description": "Confidence level based on the clarity and completeness of the provided business context.",
"enum": [
"low",
"medium",
"high"
],
"type": "string"
},
"dataBoundaryWarnings": {
"description": "Warnings about sensitive data, privacy, access boundaries, or inappropriate inputs.",
"items": {
"type": "string"
},
"type": "array"
},
"escalationTriggers": {
"description": "Conditions that should escalate to a human owner or expert reviewer.",
"items": {
"type": "string"
},
"type": "array"
},
"humanReviewRules": {
"description": "Rules for when a human must review, approve, or override AI output.",
"items": {
"type": "string"
},
"type": "array"
},
"missingInformation": {
"description": "Information the user should provide to improve risk assessment confidence.",
"items": {
"type": "string"
},
"type": "array"
},
"notRecommendedActions": {
"description": "Actions that should not be automated in the current version.",
"items": {
"type": "string"
},
"type": "array"
},
"requiredControls": {
"description": "Controls needed before the workflow should be piloted or expanded.",
"items": {
"type": "string"
},
"type": "array"
},
"riskLevel": {
"description": "Estimated risk level for the workflow or recommendation.",
"enum": [
"low",
"medium",
"high"
],
"type": "string"
},
"riskSummary": {
"description": "Concise public-safe summary of the main trust and control risks.",
"type": "string"
}
},
"required": [
"riskLevel",
"riskSummary",
"requiredControls",
"humanReviewRules",
"dataBoundaryWarnings",
"escalationTriggers",
"notRecommendedActions",
"missingInformation",
"confidence"
],
"type": "object"
}
},
{
"description": "Evaluates candidate AI workflow ideas for business value, implementation readiness, repeatability, trust/control risk, warnings, and missing information.",
"inputSchema": {
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"aiIdea": {
"description": "Specific AI or automation idea the user wants evaluated.",
"type": "string"
},
"businessContext": {
"description": "Short description of the business, customers, offer, and current operating context.",
"type": "string"
},
"businessType": {
"description": "Type of business being reviewed.",
"type": "string"
},
"candidateUseCases": {
"description": "Candidate AI workflow ideas to evaluate.",
"items": {
"anyOf": [
{
"description": "Short free-text description of an AI use case the user is considering.",
"type": "string"
},
{
"properties": {
"availableData": {
"description": "Data, examples, documents, or systems available to support the use case.",
"type": "string"
},
"currentControls": {
"description": "Existing human review, approval, QA, or escalation controls.",
"type": "string"
},
"customerFacing": {
"description": "Whether the use case affects customers directly.",
"type": "boolean"
},
"description": {
"description": "What the candidate use case would do.",
"type": "string"
},
"expectedImpact": {
"description": "Expected business impact if the use case works well.",
"type": "string"
},
"name": {
"description": "Short name of the candidate AI use case.",
"type": "string"
},
"riskIfWrong": {
"description": "What could go wrong if the AI output or action is incorrect.",
"type": "string"
}
},
"required": [
"name",
"description"
],
"type": "object"
}
]
},
"type": "array"
},
"currentProblem": {
"description": "Main problem the AI opportunities should help solve.",
"type": "string"
},
"currentWorkflow": {
"description": "Current workflow before AI or automation.",
"type": "string"
},
"riskConcerns": {
"description": "Concerns about customer trust, brand risk, money, privacy, compliance, or quality control.",
"type": "string"
}
},
"type": "object"
},
"name": "evaluate_ai_opportunities",
"outputSchema": {
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false,
"properties": {
"confidence": {
"description": "Confidence level based on the clarity and completeness of the provided business context.",
"enum": [
"low",
"medium",
"high"
],
"type": "string"
},
"missingInformation": {
"description": "Information the user should provide to improve diagnostic confidence.",
"items": {
"type": "string"
},
"type": "array"
},
"opportunities": {
"description": "Evaluated AI opportunities with value, readiness, risk, and control guidance.",
"items": {
"additionalProperties": false,
"properties": {
"businessValueScore": {
"description": "Relative business value score from 1 to 5.",
"maximum": 5,
"minimum": 1,
"type": "number"
},
"implementationReadinessScore": {
"description": "Relative implementation readiness score from 1 to 5.",
"maximum": 5,
"minimum": 1,
"type": "number"
},
"name": {
"description": "Short name of the AI opportunity.",
"type": "string"
},
"priority": {
"description": "Recommended priority for this opportunity.",
"enum": [
"high",
"medium",
"low",
"not_recommended_yet"
],
"type": "string"
},
"recommendedFirstVersion": {
"description": "Safest narrow first version of the opportunity to pilot.",
"type": "string"
},
"requiredHumanControl": {
"description": "Human review, approval, or escalation rule required for this opportunity.",
"type": "string"
},
"summary": {
"description": "Public-safe explanation of the opportunity and why it matters.",
"type": "string"
},
"trustRiskLevel": {
"description": "Estimated risk level for the workflow or recommendation.",
"enum": [
"low",
"medium",
"high"
],
"type": "string"
}
},
"required": [
"name",
"summary",
"priority",
"businessValueScore",
"implementationReadinessScore",
"trustRiskLevel",
"recommendedFirstVersion",
"requiredHumanControl"
],
"type": "object"
},
"type": "array"
},
"recommendedFirstOpportunity": {
"description": "Best first opportunity to consider based on value, readiness, and risk.",
"type": "string"
},
"warnings": {
"description": "Warnings about high-risk, premature, or unsafe automation patterns.",
"items": {
"type": "string"
},
"type": "array"
}
},
"required": [
"opportunities",
"warnings",
"missingInformation",
"confidence"
],
"type": "object"
}
},
{
"description": "Creates a structured public-safe markdown and JSON intake packet with business context, findings, risks, recommended workflow, missing information, and confidence.",
"inputSchema": {
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"aiIdea": {
"description": "AI or automation idea the user is considering.",
"type": "string"
},
"bottleneckSummary": {
"additionalProperties": {},
"description": "Structured bottleneck findings from a prior tool result.",
"propertyNames": {
"type": "string"
},
"type": "object"
},
"businessContext": {
"additionalProperties": {},
"description": "Structured business context from a prior tool result or user notes.",
"propertyNames": {
"type": "string"
},
"type": "object"
},
"businessType": {
"description": "Type of business, such as ecommerce, SaaS, consulting, agency, local service, or solo business.",
"type": "string"
},
"constraints": {
"description": "Known constraints such as budget, team capacity, tools, timeline, compliance needs, or data access.",
"items": {
"type": "string"
},
"type": "array"
},
"currentGoal": {
"description": "Current business goal the user wants the review to support.",
"type": "string"
},
"currentProblem": {
"description": "Main business or workflow problem the user wants to solve.",
"type": "string"
},
"currentWorkflow": {
"description": "How the relevant workflow currently works, including manual steps, tools, handoffs, and review points.",
"type": "string"
},
"goal90Days": {
"description": "Desired business or workflow outcome over the next 90 days.",
"type": "string"
},
"notes": {
"description": "Any additional context the user wants considered in the review.",
"type": "string"
},
"offer": {
"description": "Core product, service, package, or outcome the business sells.",
"type": "string"
},
"opportunitySummary": {
"additionalProperties": {},
"description": "Structured AI opportunity findings from a prior tool result.",
"propertyNames": {
"type": "string"
},
"type": "object"
},
"preferredNextStep": {
"description": "Preferred next-step category or support style to include in the packet.",
"type": "string"
},
"recommendedNextStep": {
"additionalProperties": {},
"description": "Structured next-step recommendation from a prior tool result.",
"propertyNames": {
"type": "string"
},
"type": "object"
},
"recommendedWorkflow": {
"additionalProperties": {},
"description": "Structured first workflow recommendation from a prior tool result.",
"propertyNames": {
"type": "string"
},
"type": "object"
},
"revenueModel": {
"description": "How the business earns revenue, such as projects, retainers, subscriptions, services, or products.",
"type": "string"
},
"riskConcerns": {
"description": "Concerns related to customer trust, brand reputation, legal exposure, sensitive data, or quality control.",
"type": "string"
},
"riskSummary": {
"additionalProperties": {},
"description": "Structured trust and control risk findings from a prior tool result.",
"propertyNames": {
"type": "string"
},
"type": "object"
},
"targetCustomer": {
"description": "Primary customer segment or buyer the business serves.",
"type": "string"
},
"teamSize": {
"description": "Approximate team size and key roles involved in the workflow.",
"type": "string"
},
"touchpointMap": {
"additionalProperties": {},
"description": "Structured customer touchpoint map from a prior tool result.",
"propertyNames": {
"type": "string"
},
"type": "object"
},
"userNotes": {
"description": "Additional notes the user wants included in the intake packet.",
"type": "string"
}
},
"type": "object"
},
"name": "export_intake_packet",
"outputSchema": {
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false,
"properties": {
"confidence": {
"description": "Confidence level based on the clarity and completeness of the provided business context.",
"enum": [
"low",
"medium",
"high"
],
"type": "string"
},
"missingInformation": {
"description": "Information the user should provide before deeper review or implementation.",
"items": {
"type": "string"
},
"type": "array"
},
"packetJson": {
"additionalProperties": {},
"description": "Structured intake packet data for handoff or deeper review.",
"propertyNames": {
"type": "string"
},
"type": "object"
},
"packetMarkdown": {
"description": "Public-safe intake packet formatted as markdown.",
"type": "string"
},
"recommendedPrivateReview": {
"description": "Public-safe recommendation for the next deeper review category.",
"type": "string"
}
},
"required": [
"packetMarkdown",
"packetJson",
"missingInformation",
"recommendedPrivateReview",
"confidence"
],
"type": "object"
}
},
{
"description": "Generates a public-safe mini business system review with snapshot, bottlenecks, opportunities, risks, first workflow, next step, missing information, and confidence.",
"inputSchema": {
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"aiIdea": {
"description": "AI or automation idea the user is considering.",
"type": "string"
},
"bottlenecks": {
"description": "Known bottlenecks to include in the mini review.",
"items": {
"type": "string"
},
"type": "array"
},
"businessSnapshot": {
"description": "Existing business snapshot to include or refine in the mini review.",
"type": "string"
},
"businessType": {
"description": "Type of business, such as ecommerce, SaaS, consulting, agency, local service, or solo business.",
"type": "string"
},
"confidence": {
"description": "Optional confidence level to carry into the report.",
"enum": [
"low",
"medium",
"high"
],
"type": "string"
},
"constraints": {
"description": "Known constraints such as budget, team capacity, tools, timeline, compliance needs, or data access.",
"items": {
"type": "string"
},
"type": "array"
},
"currentGoal": {
"description": "Current business goal the user wants the review to support.",
"type": "string"
},
"currentProblem": {
"description": "Main business or workflow problem the user wants to solve.",
"type": "string"
},
"currentWorkflow": {
"description": "How the relevant workflow currently works, including manual steps, tools, handoffs, and review points.",
"type": "string"
},
"goal90Days": {
"description": "Desired business or workflow outcome over the next 90 days.",
"type": "string"
},
"nextStep": {
"description": "Existing next-step recommendation to include or refine.",
"type": "string"
},
"notes": {
"description": "Any additional context the user wants considered in the review.",
"type": "string"
},
"offer": {
"description": "Core product, service, package, or outcome the business sells.",
"type": "string"
},
"opportunities": {
"description": "Known AI opportunities to include in the mini review.",
"items": {
"type": "string"
},
"type": "array"
},
"preferredNextStep": {
"description": "User preference for self-guided, diagnostic, documentation, build, or review support.",
"type": "string"
},
"recommendedWorkflow": {
"description": "Existing first workflow recommendation to include or refine.",
"type": "string"
},
"revenueModel": {
"description": "How the business earns revenue, such as projects, retainers, subscriptions, services, or products.",
"type": "string"
},
"riskConcerns": {
"description": "Concerns related to customer trust, brand reputation, legal exposure, sensitive data, or quality control.",
"type": "string"
},
"risks": {
"description": "Known trust, control, customer, or implementation risks to include.",
"items": {
"type": "string"
},
"type": "array"
},
"targetCustomer": {
"description": "Primary customer segment or buyer the business serves.",
"type": "string"
},
"teamSize": {
"description": "Approximate team size and key roles involved in the workflow.",
"type": "string"
}
},
"type": "object"
},
"name": "generate_mini_report",
"outputSchema": {
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false,
"properties": {
"confidence": {
"description": "Confidence level based on the clarity and completeness of the provided business context.",
"enum": [
"low",
"medium",
"high"
],
"type": "string"
},
"disclaimer": {
"description": "Public safety note explaining the limits of the review.",
"type": "string"
},
"missingInformation": {
"description": "Information the user should provide to improve report confidence.",
"items": {
"type": "string"
},
"type": "array"
},
"recommendedAction": {
"description": "Most practical next action based on the supplied context.",
"type": "string"
},
"reportMarkdown": {
"description": "Public-safe mini review formatted as markdown.",
"type": "string"
},
"shortSummary": {
"description": "Brief summary of the review result.",
"type": "string"
}
},
"required": [
"reportMarkdown",
"shortSummary",
"recommendedAction",
"disclaimer",
"missingInformation",
"confidence"
],
"type": "object"
}
},
{
"description": "Identifies likely revenue, operations, customer experience, and trust/control bottlenecks from the supplied business context and returns a public-safe summary.",
"inputSchema": {
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"aiIdea": {
"description": "Optional AI or automation idea the user is considering.",
"type": "string"
},
"businessContext": {
"description": "Short description of the business model, customers, offer, team, and operating context.",
"type": "string"
},
"businessType": {
"description": "Type of business being reviewed.",
"type": "string"
},
"currentProblem": {
"description": "Main problem or bottleneck the user suspects.",
"type": "string"
},
"currentWorkflow": {
"description": "Current workflow steps, handoffs, tools, and review points.",
"type": "string"
},
"customerComplaints": {
"description": "Known customer complaints, friction points, refunds, or support issues.",
"type": "string"
},
"metrics": {
"description": "Known metrics such as response time, conversion, close rate, cycle time, churn, cost, or error rate.",
"type": "string"
},
"riskConcerns": {
"description": "Concerns about customer trust, brand risk, money, privacy, compliance, or quality control.",
"type": "string"
},
"teamPainPoints": {
"description": "Internal pain points such as repetitive work, slow handoffs, rework, or unclear ownership.",
"type": "string"
}
},
"type": "object"
},
"name": "identify_bottlenecks",
"outputSchema": {
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false,
"properties": {
"bottleneckSummary": {
"description": "Concise public-safe summary of the most important bottlenecks.",
"type": "string"
},
"confidence": {
"description": "Confidence level based on the clarity and completeness of the provided business context.",
"enum": [
"low",
"medium",
"high"
],
"type": "string"
},
"customerExperienceBottlenecks": {
"description": "Likely issues that create customer friction, unclear expectations, slow responses, or inconsistent service.",
"items": {
"type": "string"
},
"type": "array"
},
"missingInformation": {
"description": "Information the user should provide to improve diagnostic confidence.",
"items": {
"type": "string"
},
"type": "array"
},
"mostLikelyRootCause": {
"description": "Most likely underlying cause connecting the visible bottlenecks.",
"type": "string"
},
"operationalBottlenecks": {
"description": "Likely issues that slow delivery, increase manual work, create rework, or reduce efficiency.",
"items": {
"type": "string"
},
"type": "array"
},
"revenueBottlenecks": {
"description": "Likely issues that reduce sales, conversion, qualified calls, deal speed, or revenue growth.",
"items": {
"type": "string"
},
"type": "array"
},
"trustControlBottlenecks": {
"description": "Likely gaps in review rules, approvals, escalation triggers, data boundaries, or quality control.",
"items": {
"type": "string"
},
"type": "array"
}
},
"required": [
"revenueBottlenecks",
"operationalBottlenecks",
"customerExperienceBottlenecks",
"trustControlBottlenecks",
"mostLikelyRootCause",
"bottleneckSummary",
"missingInformation",
"confidence"
],
"type": "object"
}
},
{
"description": "Maps customer-facing workflow stages, trust-sensitive moments, automation-safe areas, human-critical areas, missing information, and confidence.",
"inputSchema": {
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"aiIdea": {
"description": "AI or automation idea that may affect customer touchpoints.",
"type": "string"
},
"businessType": {
"description": "Type of business being reviewed.",
"type": "string"
},
"currentProblem": {
"description": "Main customer journey or workflow problem the user wants to solve.",
"type": "string"
},
"currentWorkflow": {
"description": "Current workflow steps, tools, owners, and handoffs.",
"type": "string"
},
"customerJourney": {
"description": "Known customer journey stages from first contact through retention.",
"items": {
"type": "string"
},
"type": "array"
},
"deliveryProcess": {
"description": "How the business delivers the offer or service after onboarding.",
"type": "string"
},
"onboardingProcess": {
"description": "How new customers are welcomed, scoped, educated, or set up.",
"type": "string"
},
"recoveryProcess": {
"description": "How complaints, refunds, exceptions, or service recovery are handled.",
"type": "string"
},
"retentionProcess": {
"description": "How renewals, repeat purchases, referrals, or ongoing customer value are managed.",
"type": "string"
},
"riskConcerns": {
"description": "Concerns about trust, customer experience, brand reputation, privacy, or quality control.",
"type": "string"
},
"salesProcess": {
"description": "How leads are qualified, sold, and converted before delivery begins.",
"type": "string"
},
"supportProcess": {
"description": "How customer questions, issues, tickets, or requests are handled.",
"type": "string"
},
"touchpoints": {
"description": "Specific customer-facing moments, handoffs, or interactions to review.",
"items": {
"type": "string"
},
"type": "array"
}
},
"type": "object"
},
"name": "map_customer_touchpoints",
"outputSchema": {
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false,
"properties": {
"automationSafeAreas": {
"description": "Areas that appear suitable for AI assistance or automation with low risk.",
"items": {
"type": "string"
},
"type": "array"
},
"confidence": {
"description": "Confidence level based on the clarity and completeness of the provided business context.",
"enum": [
"low",
"medium",
"high"
],
"type": "string"
},
"humanCriticalAreas": {
"description": "Areas where human review or ownership should remain explicit.",
"items": {
"type": "string"
},
"type": "array"
},
"missingInformation": {
"description": "Information the user should provide to improve diagnostic confidence.",
"items": {
"type": "string"
},
"type": "array"
},
"touchpoints": {
"description": "Reviewed customer touchpoints with classification, reason, and suggested control.",
"items": {
"additionalProperties": false,
"properties": {
"classification": {
"description": "Whether this touchpoint appears safe for automation, needs hybrid review, or should remain human-critical.",
"enum": [
"automation_safe",
"hybrid",
"human_critical",
"unknown"
],
"type": "string"
},
"description": {
"description": "Short explanation of what happens at this touchpoint.",
"type": "string"
},
"reason": {
"description": "Reason for the touchpoint classification.",
"type": "string"
},
"stage": {
"description": "Customer journey stage or workflow touchpoint.",
"type": "string"
},
"suggestedControl": {
"description": "Suggested review, escalation, or quality-control rule for this touchpoint.",
"type": "string"
}
},
"required": [
"stage",
"description",
"classification",
"reason",
"suggestedControl"
],
"type": "object"
},
"type": "array"
},
"trustSensitiveMoments": {
"description": "Moments where customer trust, expectations, or brand perception may be at risk.",
"items": {
"type": "string"
},
"type": "array"
}
},
"required": [
"touchpoints",
"trustSensitiveMoments",
"automationSafeAreas",
"humanCriticalAreas",
"missingInformation",
"confidence"
],
"type": "object"
}
},
{
"description": "Recommends the safest narrow AI-human workflow to implement first, including roles, review rules, escalation rules, success metrics, and missing information.",
"inputSchema": {
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"aiIdea": {
"description": "AI or automation idea the user is considering.",
"type": "string"
},
"bottlenecks": {
"description": "Known or suspected bottlenecks the first workflow should address.",
"items": {
"type": "string"
},
"type": "array"
},
"businessType": {
"description": "Type of business, such as ecommerce, SaaS, consulting, agency, local service, or solo business.",
"type": "string"
},
"constraints": {
"description": "Known constraints such as budget, team capacity, tools, timeline, compliance needs, or data access.",
"items": {
"type": "string"
},
"type": "array"
},
"currentGoal": {
"description": "Current business goal the user wants the review to support.",
"type": "string"
},
"currentProblem": {
"description": "Main business or workflow problem the user wants to solve.",
"type": "string"
},
"currentWorkflow": {
"description": "How the relevant workflow currently works, including manual steps, tools, handoffs, and review points.",
"type": "string"
},
"goal90Days": {
"description": "Desired business or workflow outcome over the next 90 days.",
"type": "string"
},
"notes": {
"description": "Any additional context the user wants considered in the review.",
"type": "string"
},
"offer": {
"description": "Core product, service, package, or outcome the business sells.",
"type": "string"
},
"opportunities": {
"description": "AI opportunities already identified or under consideration.",
"items": {
"type": "string"
},
"type": "array"
},
"revenueModel": {
"description": "How the business earns revenue, such as projects, retainers, subscriptions, services, or products.",
"type": "string"
},
"riskConcerns": {
"description": "Concerns related to customer trust, brand reputation, legal exposure, sensitive data, or quality control.",
"type": "string"
},
"risks": {
"description": "Known risks or control concerns that should shape the workflow design.",
"items": {
"type": "string"
},
"type": "array"
},
"targetCustomer": {
"description": "Primary customer segment or buyer the business serves.",
"type": "string"
},
"teamSize": {
"description": "Approximate team size and key roles involved in the workflow.",
"type": "string"
}
},
"type": "object"
},
"name": "recommend_first_workflow",
"outputSchema": {
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false,
"properties": {
"aiRole": {
"description": "What AI should observe, summarize, draft, classify, or prepare.",
"type": "string"
},
"confidence": {
"description": "Confidence level based on the clarity and completeness of the provided business context.",
"enum": [
"low",
"medium",
"high"
],
"type": "string"
},
"escalationRule": {
"description": "Rule for cases that should escalate to a human owner or expert.",
"type": "string"
},
"expectedOutcome": {
"description": "Expected business outcome if the workflow is piloted successfully.",
"type": "string"
},
"firstImplementationScope": {
"description": "Smallest practical pilot scope for the first version.",
"type": "string"
},
"humanRole": {
"description": "What a human should approve, decide, handle, or monitor.",
"type": "string"
},
"missingInformation": {
"description": "Information the user should provide to improve workflow recommendation confidence.",
"items": {
"type": "string"
},
"type": "array"
},
"recommendedWorkflow": {
"description": "Narrow AI-human workflow recommended as the safest first implementation.",
"type": "string"
},
"reviewRule": {
"description": "Rule for when human review is required before output or action.",
"type": "string"
},
"successMetrics": {
"description": "Practical metrics to evaluate workflow pilot success.",
"items": {
"type": "string"
},
"type": "array"
},
"whyThisWorkflow": {
"description": "Reason this workflow is a practical first candidate based on value, readiness, and risk.",
"type": "string"
},
"workflowCategory": {
"description": "Category of workflow, such as sales prep, support triage, QA, reporting, or operations.",
"type": "string"
}
},
"required": [
"recommendedWorkflow",
"workflowCategory",
"whyThisWorkflow",
"expectedOutcome",
"aiRole",
"humanRole",
"reviewRule",
"escalationRule",
"successMetrics",
"firstImplementationScope",
"missingInformation",
"confidence"
],
"type": "object"
}
},
{
"description": "Recommends a practical next-step category based on business goal, workflow complexity, implementation readiness, risk level, preferences, and missing information.",
"inputSchema": {
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"aiIdea": {
"description": "AI or automation idea the user is considering.",
"type": "string"
},
"businessType": {
"description": "Type of business, such as ecommerce, SaaS, consulting, agency, local service, or solo business.",
"type": "string"
},
"constraints": {
"description": "Known constraints such as budget, team capacity, tools, timeline, compliance needs, or data access.",
"items": {
"type": "string"
},
"type": "array"
},
"currentGoal": {
"description": "Current business goal the user wants the review to support.",
"type": "string"
},
"currentProblem": {
"description": "Main business or workflow problem the user wants to solve.",
"type": "string"
},
"currentWorkflow": {
"description": "How the relevant workflow currently works, including manual steps, tools, handoffs, and review points.",
"type": "string"
},
"goal90Days": {
"description": "Desired business or workflow outcome over the next 90 days.",
"type": "string"
},
"hasExistingAutomation": {
"description": "Whether the business already has automation or AI workflows in place.",
"type": "boolean"
},
"implementationReadiness": {
"description": "How ready the business appears for implementation.",
"enum": [
"low",
"medium",
"high",
"unknown"
],
"type": "string"
},
"notes": {
"description": "Any additional context the user wants considered in the review.",
"type": "string"
},
"offer": {
"description": "Core product, service, package, or outcome the business sells.",
"type": "string"
},
"preference": {
"description": "User's preferred support style.",
"enum": [
"self_guided",
"done_for_you",
"unsure"
],
"type": "string"
},
"problemComplexity": {
"description": "Estimated complexity of the business or workflow problem.",
"enum": [
"low",
"medium",
"high",
"unknown"
],
"type": "string"
},
"readiness": {
"description": "Simplified readiness level if already known.",
"enum": [
"low",
"medium",
"high"
],
"type": "string"
},
"revenueModel": {
"description": "How the business earns revenue, such as projects, retainers, subscriptions, services, or products.",
"type": "string"
},
"riskConcerns": {
"description": "Concerns related to customer trust, brand reputation, legal exposure, sensitive data, or quality control.",
"type": "string"
},
"riskLevel": {
"description": "Estimated risk level or uncertainty for the workflow.",
"enum": [
"low",
"medium",
"high",
"unknown"
],
"type": "string"
},
"targetCustomer": {
"description": "Primary customer segment or buyer the business serves.",
"type": "string"
},
"teamSize": {
"description": "Approximate team size and key roles involved in the workflow.",
"type": "string"
},
"timeline": {
"description": "Desired timeline for review, documentation, pilot, or implementation.",
"type": "string"
},
"userGoal": {
"description": "Goal the user wants the next step to support.",
"type": "string"
},
"wantsDoneForYou": {
"description": "Whether the user prefers implementation support rather than self-guided work.",
"type": "boolean"
},
"wantsSelfGuided": {
"description": "Whether the user prefers self-guided resources or templates.",
"type": "boolean"
}
},
"type": "object"
},
"name": "recommend_next_step",
"outputSchema": {
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false,
"properties": {
"alternativePaths": {
"description": "Other reasonable next-step categories the user could consider.",
"items": {
"type": "string"
},
"type": "array"
},
"confidence": {
"description": "Confidence level based on the clarity and completeness of the provided business context.",
"enum": [
"low",
"medium",
"high"
],
"type": "string"
},
"missingInformation": {
"description": "Information the user should provide to improve routing confidence.",
"items": {
"type": "string"
},
"type": "array"
},
"readinessLevel": {
"description": "Estimated readiness level for the recommended path.",
"enum": [
"low",
"medium",
"high"
],
"type": "string"
},
"reason": {
"description": "Reason this next-step category fits the supplied context.",
"type": "string"
},
"recommendedPath": {
"description": "Recommended next-step category.",
"enum": [
"self_guided_resource",
"deeper_diagnostic",
"implementation_ready_docs",
"ai_ready_system_build",
"monthly_review"
],
"type": "string"
},
"suggestedAction": {
"description": "Practical action the user can take next.",
"type": "string"
}
},
"required": [
"recommendedPath",
"reason",
"readinessLevel",
"suggestedAction",
"alternativePaths",
"missingInformation",
"confidence"
],
"type": "object"
}
}
]
}Verify it yourself
curl -s https://api.teppi.xyz/v1/evidence/sha256:e31e072b1b50d03aeb555584760b97533baa472facc12dcfcaee08398f9a4a7e | sha256sum