AI Business System Advisor
Measured conclusion: Deep-tested. L2 outcome: tools_ok.
Find the safest first AI workflow before investing in AI agents or automation.
| Author | io.github.tenkai2018 |
|---|---|
| Access | mixed |
| Publisher key required | No |
| Measured state | Deep-tested |
| L1 liveness | alive |
| L1 latency | 408 ms |
| Last measured | 2026-10-26 |
Add to your agent
Copy this into your MCP client config:
{
"mcpServers": {
"AI Business System Advisor": {
"url": "https://mcp.prodxsolution.com/ai-business-system-advisor/mcp",
"transport": "streamable-http"
}
}
}
Measured tools (9)
analyze_business_contextread-onlySummarizes the supplied business context, including customer, offer, workflow, goals, constraints, readiness signals, missing information, and confidence.
Parameters:
notes— string — Any additional context the user wants considered in the review.offer— string — Core product, service, package, or outcome the business sells.aiIdea— string — AI or automation idea the user is considering.teamSize— string — Approximate team size and key roles involved in the workflow.goal90Days— string — Desired business or workflow outcome over the next 90 days.constraints— array — Known constraints such as budget, team capacity, tools, timeline, compliance needs, or data access.currentGoal— string — Current business goal the user wants the review to support.businessType— string — Type of business, such as ecommerce, SaaS, consulting, agency, local service, or solo business.revenueModel— string — How the business earns revenue, such as projects, retainers, subscriptions, services, or products.riskConcerns— string — Concerns related to customer trust, brand reputation, legal exposure, sensitive data, or quality control.currentProblem— string — Main business or workflow problem the user wants to solve.targetCustomer— string — Primary customer segment or buyer the business serves.currentWorkflow— string — How the relevant workflow currently works, including manual steps, tools, handoffs, and review points.
Hints: read-only yes · destructive no · idempotent yes · open-world no
map_customer_touchpointsread-onlyMaps customer-facing workflow stages, trust-sensitive moments, automation-safe areas, human-critical areas, missing information, and confidence.
Parameters:
aiIdea— string — AI or automation idea that may affect customer touchpoints.touchpoints— array — Specific customer-facing moments, handoffs, or interactions to review.businessType— string — Type of business being reviewed.riskConcerns— string — Concerns about trust, customer experience, brand reputation, privacy, or quality control.salesProcess— string — How leads are qualified, sold, and converted before delivery begins.currentProblem— string — Main customer journey or workflow problem the user wants to solve.supportProcess— string — How customer questions, issues, tickets, or requests are handled.currentWorkflow— string — Current workflow steps, tools, owners, and handoffs.customerJourney— array — Known customer journey stages from first contact through retention.deliveryProcess— string — How the business delivers the offer or service after onboarding.recoveryProcess— string — How complaints, refunds, exceptions, or service recovery are handled.retentionProcess— string — How renewals, repeat purchases, referrals, or ongoing customer value are managed.onboardingProcess— string — How new customers are welcomed, scoped, educated, or set up.
Hints: read-only yes · destructive no · idempotent yes · open-world no
identify_bottlenecksread-onlyIdentifies likely revenue, operations, customer experience, and trust/control bottlenecks from the supplied business context and returns a public-safe summary.
Parameters:
aiIdea— string — Optional AI or automation idea the user is considering.metrics— string — Known metrics such as response time, conversion, close rate, cycle time, churn, cost, or error rate.businessType— string — Type of business being reviewed.riskConcerns— string — Concerns about customer trust, brand risk, money, privacy, compliance, or quality control.currentProblem— string — Main problem or bottleneck the user suspects.teamPainPoints— string — Internal pain points such as repetitive work, slow handoffs, rework, or unclear ownership.businessContext— string — Short description of the business model, customers, offer, team, and operating context.currentWorkflow— string — Current workflow steps, handoffs, tools, and review points.customerComplaints— string — Known customer complaints, friction points, refunds, or support issues.
Hints: read-only yes · destructive no · idempotent yes · open-world no
evaluate_ai_opportunitiesread-onlyEvaluates candidate AI workflow ideas for business value, implementation readiness, repeatability, trust/control risk, warnings, and missing information.
Parameters:
aiIdea— string — Specific AI or automation idea the user wants evaluated.businessType— string — Type of business being reviewed.riskConcerns— string — Concerns about customer trust, brand risk, money, privacy, compliance, or quality control.currentProblem— string — Main problem the AI opportunities should help solve.businessContext— string — Short description of the business, customers, offer, and current operating context.currentWorkflow— string — Current workflow before AI or automation.candidateUseCases— array — Candidate AI workflow ideas to evaluate.
Hints: read-only yes · destructive no · idempotent yes · open-world no
assess_trust_control_risksread-onlyReviews a proposed AI workflow for human review needs, data boundaries, quality controls, escalation triggers, unsafe automation risks, and confidence.
Parameters:
aiIdea— string — Specific AI or automation idea the user is considering.businessType— string — Type of business being reviewed.riskConcerns— string — Known concerns about customer trust, brand risk, compliance, money, privacy, or quality control.workflowIdea— string — AI workflow or agent idea to assess for trust and control risk.canAffectMoney— boolean — Whether the workflow can influence pricing, refunds, payments, scope, or financial decisions.currentProblem— string — Main business or workflow problem the user wants to solve.customerFacing— boolean — Whether the workflow directly affects customers or customer-facing messages.currentControls— string — Existing review, approval, QA, escalation, or monitoring controls.currentWorkflow— string — Current workflow before AI or automation.proposedWorkflow— string — Proposed workflow design, including what AI would do and what humans would review.usesSensitiveData— boolean — Whether the workflow may use private, regulated, or sensitive business/customer data.canAffectBrandTrust— boolean — Whether the workflow can affect brand reputation, customer expectations, or public trust.requiresExpertJudgment— boolean — Whether the workflow needs professional, strategic, legal, financial, HR, or domain judgment.
Hints: read-only yes · destructive no · idempotent yes · open-world no
recommend_first_workflowread-onlyRecommends the safest narrow AI-human workflow to implement first, including roles, review rules, escalation rules, success metrics, and missing information.
Parameters:
notes— string — Any additional context the user wants considered in the review.offer— string — Core product, service, package, or outcome the business sells.risks— array — Known risks or control concerns that should shape the workflow design.aiIdea— string — AI or automation idea the user is considering.teamSize— string — Approximate team size and key roles involved in the workflow.goal90Days— string — Desired business or workflow outcome over the next 90 days.bottlenecks— array — Known or suspected bottlenecks the first workflow should address.constraints— array — Known constraints such as budget, team capacity, tools, timeline, compliance needs, or data access.currentGoal— string — Current business goal the user wants the review to support.businessType— string — Type of business, such as ecommerce, SaaS, consulting, agency, local service, or solo business.revenueModel— string — How the business earns revenue, such as projects, retainers, subscriptions, services, or products.riskConcerns— string — Concerns related to customer trust, brand reputation, legal exposure, sensitive data, or quality control.opportunities— array — AI opportunities already identified or under consideration.currentProblem— string — Main business or workflow problem the user wants to solve.targetCustomer— string — Primary customer segment or buyer the business serves.currentWorkflow— string — How the relevant workflow currently works, including manual steps, tools, handoffs, and review points.
Hints: read-only yes · destructive no · idempotent yes · open-world no
generate_mini_reportread-onlyGenerates a public-safe mini business system review with snapshot, bottlenecks, opportunities, risks, first workflow, next step, missing information, and confidence.
Parameters:
notes— string — Any additional context the user wants considered in the review.offer— string — Core product, service, package, or outcome the business sells.risks— array — Known trust, control, customer, or implementation risks to include.aiIdea— string — AI or automation idea the user is considering.nextStep— string — Existing next-step recommendation to include or refine.teamSize— string — Approximate team size and key roles involved in the workflow.confidence— string — Optional confidence level to carry into the report.goal90Days— string — Desired business or workflow outcome over the next 90 days.bottlenecks— array — Known bottlenecks to include in the mini review.constraints— array — Known constraints such as budget, team capacity, tools, timeline, compliance needs, or data access.currentGoal— string — Current business goal the user wants the review to support.businessType— string — Type of business, such as ecommerce, SaaS, consulting, agency, local service, or solo business.revenueModel— string — How the business earns revenue, such as projects, retainers, subscriptions, services, or products.riskConcerns— string — Concerns related to customer trust, brand reputation, legal exposure, sensitive data, or quality control.opportunities— array — Known AI opportunities to include in the mini review.currentProblem— string — Main business or workflow problem the user wants to solve.targetCustomer— string — Primary customer segment or buyer the business serves.currentWorkflow— string — How the relevant workflow currently works, including manual steps, tools, handoffs, and review points.businessSnapshot— string — Existing business snapshot to include or refine in the mini review.preferredNextStep— string — User preference for self-guided, diagnostic, documentation, build, or review support.recommendedWorkflow— string — Existing first workflow recommendation to include or refine.
Hints: read-only yes · destructive no · idempotent yes · open-world no
recommend_next_stepread-onlyRecommends a practical next-step category based on business goal, workflow complexity, implementation readiness, risk level, preferences, and missing information.
Parameters:
notes— string — Any additional context the user wants considered in the review.offer— string — Core product, service, package, or outcome the business sells.aiIdea— string — AI or automation idea the user is considering.teamSize— string — Approximate team size and key roles involved in the workflow.timeline— string — Desired timeline for review, documentation, pilot, or implementation.userGoal— string — Goal the user wants the next step to support.readiness— string — Simplified readiness level if already known.riskLevel— string — Estimated risk level or uncertainty for the workflow.goal90Days— string — Desired business or workflow outcome over the next 90 days.preference— string — User's preferred support style.constraints— array — Known constraints such as budget, team capacity, tools, timeline, compliance needs, or data access.currentGoal— string — Current business goal the user wants the review to support.businessType— string — Type of business, such as ecommerce, SaaS, consulting, agency, local service, or solo business.revenueModel— string — How the business earns revenue, such as projects, retainers, subscriptions, services, or products.riskConcerns— string — Concerns related to customer trust, brand reputation, legal exposure, sensitive data, or quality control.currentProblem— string — Main business or workflow problem the user wants to solve.targetCustomer— string — Primary customer segment or buyer the business serves.currentWorkflow— string — How the relevant workflow currently works, including manual steps, tools, handoffs, and review points.wantsDoneForYou— boolean — Whether the user prefers implementation support rather than self-guided work.wantsSelfGuided— boolean — Whether the user prefers self-guided resources or templates.problemComplexity— string — Estimated complexity of the business or workflow problem.hasExistingAutomation— boolean — Whether the business already has automation or AI workflows in place.implementationReadiness— string — How ready the business appears for implementation.
Hints: read-only yes · destructive no · idempotent yes · open-world no
export_intake_packetread-onlyCreates a structured public-safe markdown and JSON intake packet with business context, findings, risks, recommended workflow, missing information, and confidence.
Parameters:
notes— string — Any additional context the user wants considered in the review.offer— string — Core product, service, package, or outcome the business sells.aiIdea— string — AI or automation idea the user is considering.teamSize— string — Approximate team size and key roles involved in the workflow.userNotes— string — Additional notes the user wants included in the intake packet.goal90Days— string — Desired business or workflow outcome over the next 90 days.constraints— array — Known constraints such as budget, team capacity, tools, timeline, compliance needs, or data access.currentGoal— string — Current business goal the user wants the review to support.riskSummary— object — Structured trust and control risk findings from a prior tool result.businessType— string — Type of business, such as ecommerce, SaaS, consulting, agency, local service, or solo business.revenueModel— string — How the business earns revenue, such as projects, retainers, subscriptions, services, or products.riskConcerns— string — Concerns related to customer trust, brand reputation, legal exposure, sensitive data, or quality control.touchpointMap— object — Structured customer touchpoint map from a prior tool result.currentProblem— string — Main business or workflow problem the user wants to solve.targetCustomer— string — Primary customer segment or buyer the business serves.businessContext— object — Structured business context from a prior tool result or user notes.currentWorkflow— string — How the relevant workflow currently works, including manual steps, tools, handoffs, and review points.bottleneckSummary— object — Structured bottleneck findings from a prior tool result.preferredNextStep— string — Preferred next-step category or support style to include in the packet.opportunitySummary— object — Structured AI opportunity findings from a prior tool result.recommendedNextStep— object — Structured next-step recommendation from a prior tool result.recommendedWorkflow— object — Structured first workflow recommendation from a prior tool result.
Hints: read-only yes · destructive no · idempotent yes · open-world no
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