io.github.tenkai2018/ai-business-system-advisor-mcp

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Méthode : MCP Hub analyse la description de chaque outil (couche 1) et, pour le verdict fort, exécute le serveur dans une micro-VM isolée avec leurres et réseau bloqué (couche 2). On publie des noms et des compteurs, jamais le contenu brut renvoyé par un outil.

Les 9 outils

• analyze_business_context≈ 911 tokens

  Summarizes the supplied business context, including customer, offer, workflow, goals, constraints, readiness signals, missing information, and confidence.

  Paramètres, retour & exemple (13)

  Paramètres

  • notes · string · optionnel
    Any additional context the user wants considered in the review.
  • offer · string · optionnel
    Core product, service, package, or outcome the business sells.
  • aiIdea · string · optionnel
    AI or automation idea the user is considering.
  • teamSize · string · optionnel
    Approximate team size and key roles involved in the workflow.
  • goal90Days · string · optionnel
    Desired business or workflow outcome over the next 90 days.
  • constraints · array · optionnel
    Known constraints such as budget, team capacity, tools, timeline, compliance needs, or data access.
  • currentGoal · string · optionnel
    Current business goal the user wants the review to support.
  • businessType · string · optionnel
    Type of business, such as ecommerce, SaaS, consulting, agency, local service, or solo business.
  • revenueModel · string · optionnel
    How the business earns revenue, such as projects, retainers, subscriptions, services, or products.
  • riskConcerns · string · optionnel
    Concerns related to customer trust, brand reputation, legal exposure, sensitive data, or quality control.
  • currentProblem · string · optionnel
    Main business or workflow problem the user wants to solve.
  • targetCustomer · string · optionnel
    Primary customer segment or buyer the business serves.
  • currentWorkflow · string · optionnel
    How the relevant workflow currently works, including manual steps, tools, handoffs, and review points.

  Exemple d'appel

  {"name": "analyze_business_context", "arguments": {"notes": "texte", "offer": "texte", "aiIdea": "texte", "teamSize": "texte", "goal90Days": "texte", "constraints": []}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"confidence": "low", "businessSnapshot": "texte", "readinessSignals": [], "missingInformation": [], "likelyBusinessModel": "texte", "targetCustomerSummary": "texte", "valuePromiseHypothesis": "texte", "primaryConstraintHypothesis": "texte"}}

• assess_trust_control_risks≈ 977 tokens

  Reviews a proposed AI workflow for human review needs, data boundaries, quality controls, escalation triggers, unsafe automation risks, and confidence.

  Paramètres, retour & exemple (13)

  Paramètres

  • aiIdea · string · optionnel
    Specific AI or automation idea the user is considering.
  • businessType · string · optionnel
    Type of business being reviewed.
  • riskConcerns · string · optionnel
    Known concerns about customer trust, brand risk, compliance, money, privacy, or quality control.
  • workflowIdea · string · optionnel
    AI workflow or agent idea to assess for trust and control risk.
  • canAffectMoney · boolean · optionnel
    Whether the workflow can influence pricing, refunds, payments, scope, or financial decisions.
  • currentProblem · string · optionnel
    Main business or workflow problem the user wants to solve.
  • customerFacing · boolean · optionnel
    Whether the workflow directly affects customers or customer-facing messages.
  • currentControls · string · optionnel
    Existing review, approval, QA, escalation, or monitoring controls.
  • currentWorkflow · string · optionnel
    Current workflow before AI or automation.
  • proposedWorkflow · string · optionnel
    Proposed workflow design, including what AI would do and what humans would review.
  • usesSensitiveData · boolean · optionnel
    Whether the workflow may use private, regulated, or sensitive business/customer data.
  • canAffectBrandTrust · boolean · optionnel
    Whether the workflow can affect brand reputation, customer expectations, or public trust.
  • requiresExpertJudgment · boolean · optionnel
    Whether the workflow needs professional, strategic, legal, financial, HR, or domain judgment.

  Exemple d'appel

  {"name": "assess_trust_control_risks", "arguments": {"aiIdea": "texte", "businessType": "texte", "riskConcerns": "texte", "workflowIdea": "texte", "canAffectMoney": true, "currentProblem": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"riskLevel": "low", "confidence": "low", "riskSummary": "texte", "humanReviewRules": [], "requiredControls": [], "escalationTriggers": [], "missingInformation": [], "dataBoundaryWarnings": [], "notRecommendedActions": []}}

• evaluate_ai_opportunities≈ 1122 tokens

  Evaluates candidate AI workflow ideas for business value, implementation readiness, repeatability, trust/control risk, warnings, and missing information.

  Paramètres, retour & exemple (7)

  Paramètres

  • aiIdea · string · optionnel
    Specific AI or automation idea the user wants evaluated.
  • businessType · string · optionnel
    Type of business being reviewed.
  • riskConcerns · string · optionnel
    Concerns about customer trust, brand risk, money, privacy, compliance, or quality control.
  • currentProblem · string · optionnel
    Main problem the AI opportunities should help solve.
  • businessContext · string · optionnel
    Short description of the business, customers, offer, and current operating context.
  • currentWorkflow · string · optionnel
    Current workflow before AI or automation.
  • candidateUseCases · array · optionnel
    Candidate AI workflow ideas to evaluate.

  Exemple d'appel

  {"name": "evaluate_ai_opportunities", "arguments": {"aiIdea": "texte", "businessType": "texte", "riskConcerns": "texte", "currentProblem": "texte", "businessContext": "texte", "currentWorkflow": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"warnings": [], "confidence": "low", "opportunities": [], "missingInformation": [], "recommendedFirstOpportunity": "texte"}}

• export_intake_packet≈ 1183 tokens

  Creates a structured public-safe markdown and JSON intake packet with business context, findings, risks, recommended workflow, missing information, and confidence.

  Paramètres, retour & exemple (22)

  Paramètres

  • notes · string · optionnel
    Any additional context the user wants considered in the review.
  • offer · string · optionnel
    Core product, service, package, or outcome the business sells.
  • aiIdea · string · optionnel
    AI or automation idea the user is considering.
  • teamSize · string · optionnel
    Approximate team size and key roles involved in the workflow.
  • userNotes · string · optionnel
    Additional notes the user wants included in the intake packet.
  • goal90Days · string · optionnel
    Desired business or workflow outcome over the next 90 days.
  • constraints · array · optionnel
    Known constraints such as budget, team capacity, tools, timeline, compliance needs, or data access.
  • currentGoal · string · optionnel
    Current business goal the user wants the review to support.
  • riskSummary · object · optionnel
    Structured trust and control risk findings from a prior tool result.
  • businessType · string · optionnel
    Type of business, such as ecommerce, SaaS, consulting, agency, local service, or solo business.
  • revenueModel · string · optionnel
    How the business earns revenue, such as projects, retainers, subscriptions, services, or products.
  • riskConcerns · string · optionnel
    Concerns related to customer trust, brand reputation, legal exposure, sensitive data, or quality control.
  • touchpointMap · object · optionnel
    Structured customer touchpoint map from a prior tool result.
  • currentProblem · string · optionnel
    Main business or workflow problem the user wants to solve.
  • targetCustomer · string · optionnel
    Primary customer segment or buyer the business serves.
  • businessContext · object · optionnel
    Structured business context from a prior tool result or user notes.
  • currentWorkflow · string · optionnel
    How the relevant workflow currently works, including manual steps, tools, handoffs, and review points.
  • bottleneckSummary · object · optionnel
    Structured bottleneck findings from a prior tool result.
  • preferredNextStep · string · optionnel
    Preferred next-step category or support style to include in the packet.
  • opportunitySummary · object · optionnel
    Structured AI opportunity findings from a prior tool result.
  • recommendedNextStep · object · optionnel
    Structured next-step recommendation from a prior tool result.
  • recommendedWorkflow · object · optionnel
    Structured first workflow recommendation from a prior tool result.

  Exemple d'appel

  {"name": "export_intake_packet", "arguments": {"notes": "texte", "offer": "texte", "aiIdea": "texte", "teamSize": "texte", "userNotes": "texte", "goal90Days": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"confidence": "low", "packetJson": {}, "packetMarkdown": "texte", "missingInformation": [], "recommendedPrivateReview": "texte"}}

• generate_mini_report≈ 1059 tokens

  Generates a public-safe mini business system review with snapshot, bottlenecks, opportunities, risks, first workflow, next step, missing information, and confidence.

  Paramètres, retour & exemple (21)

  Paramètres

  • notes · string · optionnel
    Any additional context the user wants considered in the review.
  • offer · string · optionnel
    Core product, service, package, or outcome the business sells.
  • risks · array · optionnel
    Known trust, control, customer, or implementation risks to include.
  • aiIdea · string · optionnel
    AI or automation idea the user is considering.
  • nextStep · string · optionnel
    Existing next-step recommendation to include or refine.
  • teamSize · string · optionnel
    Approximate team size and key roles involved in the workflow.
  • confidence · string · optionnel · low | medium | high
    Optional confidence level to carry into the report.
  • goal90Days · string · optionnel
    Desired business or workflow outcome over the next 90 days.
  • bottlenecks · array · optionnel
    Known bottlenecks to include in the mini review.
  • constraints · array · optionnel
    Known constraints such as budget, team capacity, tools, timeline, compliance needs, or data access.
  • currentGoal · string · optionnel
    Current business goal the user wants the review to support.
  • businessType · string · optionnel
    Type of business, such as ecommerce, SaaS, consulting, agency, local service, or solo business.
  • revenueModel · string · optionnel
    How the business earns revenue, such as projects, retainers, subscriptions, services, or products.
  • riskConcerns · string · optionnel
    Concerns related to customer trust, brand reputation, legal exposure, sensitive data, or quality control.
  • opportunities · array · optionnel
    Known AI opportunities to include in the mini review.
  • currentProblem · string · optionnel
    Main business or workflow problem the user wants to solve.
  • targetCustomer · string · optionnel
    Primary customer segment or buyer the business serves.
  • currentWorkflow · string · optionnel
    How the relevant workflow currently works, including manual steps, tools, handoffs, and review points.
  • businessSnapshot · string · optionnel
    Existing business snapshot to include or refine in the mini review.
  • preferredNextStep · string · optionnel
    User preference for self-guided, diagnostic, documentation, build, or review support.
  • recommendedWorkflow · string · optionnel
    Existing first workflow recommendation to include or refine.

  Exemple d'appel

  {"name": "generate_mini_report", "arguments": {"notes": "texte", "offer": "texte", "risks": [], "aiIdea": "texte", "nextStep": "texte", "teamSize": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"confidence": "low", "disclaimer": "texte", "shortSummary": "texte", "reportMarkdown": "texte", "recommendedAction": "texte", "missingInformation": []}}

• identify_bottlenecks≈ 827 tokens

  Identifies likely revenue, operations, customer experience, and trust/control bottlenecks from the supplied business context and returns a public-safe summary.

  Paramètres, retour & exemple (9)

  Paramètres

  • aiIdea · string · optionnel
    Optional AI or automation idea the user is considering.
  • metrics · string · optionnel
    Known metrics such as response time, conversion, close rate, cycle time, churn, cost, or error rate.
  • businessType · string · optionnel
    Type of business being reviewed.
  • riskConcerns · string · optionnel
    Concerns about customer trust, brand risk, money, privacy, compliance, or quality control.
  • currentProblem · string · optionnel
    Main problem or bottleneck the user suspects.
  • teamPainPoints · string · optionnel
    Internal pain points such as repetitive work, slow handoffs, rework, or unclear ownership.
  • businessContext · string · optionnel
    Short description of the business model, customers, offer, team, and operating context.
  • currentWorkflow · string · optionnel
    Current workflow steps, handoffs, tools, and review points.
  • customerComplaints · string · optionnel
    Known customer complaints, friction points, refunds, or support issues.

  Exemple d'appel

  {"name": "identify_bottlenecks", "arguments": {"aiIdea": "texte", "metrics": "texte", "businessType": "texte", "riskConcerns": "texte", "currentProblem": "texte", "teamPainPoints": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"confidence": "low", "bottleneckSummary": "texte", "missingInformation": [], "revenueBottlenecks": [], "mostLikelyRootCause": "texte", "operationalBottlenecks": [], "trustControlBottlenecks": [], "customerExperienceBottlenecks": []}}

• map_customer_touchpoints≈ 1041 tokens

  Maps customer-facing workflow stages, trust-sensitive moments, automation-safe areas, human-critical areas, missing information, and confidence.

  Paramètres, retour & exemple (13)

  Paramètres

  • aiIdea · string · optionnel
    AI or automation idea that may affect customer touchpoints.
  • touchpoints · array · optionnel
    Specific customer-facing moments, handoffs, or interactions to review.
  • businessType · string · optionnel
    Type of business being reviewed.
  • riskConcerns · string · optionnel
    Concerns about trust, customer experience, brand reputation, privacy, or quality control.
  • salesProcess · string · optionnel
    How leads are qualified, sold, and converted before delivery begins.
  • currentProblem · string · optionnel
    Main customer journey or workflow problem the user wants to solve.
  • supportProcess · string · optionnel
    How customer questions, issues, tickets, or requests are handled.
  • currentWorkflow · string · optionnel
    Current workflow steps, tools, owners, and handoffs.
  • customerJourney · array · optionnel
    Known customer journey stages from first contact through retention.
  • deliveryProcess · string · optionnel
    How the business delivers the offer or service after onboarding.
  • recoveryProcess · string · optionnel
    How complaints, refunds, exceptions, or service recovery are handled.
  • retentionProcess · string · optionnel
    How renewals, repeat purchases, referrals, or ongoing customer value are managed.
  • onboardingProcess · string · optionnel
    How new customers are welcomed, scoped, educated, or set up.

  Exemple d'appel

  {"name": "map_customer_touchpoints", "arguments": {"aiIdea": "texte", "touchpoints": [], "businessType": "texte", "riskConcerns": "texte", "salesProcess": "texte", "currentProblem": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"confidence": "low", "touchpoints": [], "humanCriticalAreas": [], "missingInformation": [], "automationSafeAreas": [], "trustSensitiveMoments": []}}

• recommend_first_workflow≈ 1151 tokens

  Recommends the safest narrow AI-human workflow to implement first, including roles, review rules, escalation rules, success metrics, and missing information.

  Paramètres, retour & exemple (16)

  Paramètres

  • notes · string · optionnel
    Any additional context the user wants considered in the review.
  • offer · string · optionnel
    Core product, service, package, or outcome the business sells.
  • risks · array · optionnel
    Known risks or control concerns that should shape the workflow design.
  • aiIdea · string · optionnel
    AI or automation idea the user is considering.
  • teamSize · string · optionnel
    Approximate team size and key roles involved in the workflow.
  • goal90Days · string · optionnel
    Desired business or workflow outcome over the next 90 days.
  • bottlenecks · array · optionnel
    Known or suspected bottlenecks the first workflow should address.
  • constraints · array · optionnel
    Known constraints such as budget, team capacity, tools, timeline, compliance needs, or data access.
  • currentGoal · string · optionnel
    Current business goal the user wants the review to support.
  • businessType · string · optionnel
    Type of business, such as ecommerce, SaaS, consulting, agency, local service, or solo business.
  • revenueModel · string · optionnel
    How the business earns revenue, such as projects, retainers, subscriptions, services, or products.
  • riskConcerns · string · optionnel
    Concerns related to customer trust, brand reputation, legal exposure, sensitive data, or quality control.
  • opportunities · array · optionnel
    AI opportunities already identified or under consideration.
  • currentProblem · string · optionnel
    Main business or workflow problem the user wants to solve.
  • targetCustomer · string · optionnel
    Primary customer segment or buyer the business serves.
  • currentWorkflow · string · optionnel
    How the relevant workflow currently works, including manual steps, tools, handoffs, and review points.

  Exemple d'appel

  {"name": "recommend_first_workflow", "arguments": {"notes": "texte", "offer": "texte", "risks": [], "aiIdea": "texte", "teamSize": "texte", "goal90Days": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"aiRole": "texte", "humanRole": "texte", "confidence": "low", "reviewRule": "texte", "escalationRule": "texte", "successMetrics": [], "expectedOutcome": "texte", "whyThisWorkflow": "texte", "workflowCategory": "texte", "missingInformation": [], "recommendedWorkflow": "texte", "firstImplementationScope": "texte"}}

• recommend_next_step≈ 1210 tokens

  Recommends a practical next-step category based on business goal, workflow complexity, implementation readiness, risk level, preferences, and missing information.

  Paramètres, retour & exemple (23)

  Paramètres

  • notes · string · optionnel
    Any additional context the user wants considered in the review.
  • offer · string · optionnel
    Core product, service, package, or outcome the business sells.
  • aiIdea · string · optionnel
    AI or automation idea the user is considering.
  • teamSize · string · optionnel
    Approximate team size and key roles involved in the workflow.
  • timeline · string · optionnel
    Desired timeline for review, documentation, pilot, or implementation.
  • userGoal · string · optionnel
    Goal the user wants the next step to support.
  • readiness · string · optionnel · low | medium | high
    Simplified readiness level if already known.
  • riskLevel · string · optionnel · low | medium | high | unknown
    Estimated risk level or uncertainty for the workflow.
  • goal90Days · string · optionnel
    Desired business or workflow outcome over the next 90 days.
  • preference · string · optionnel · self_guided | done_for_you | unsure
    User's preferred support style.
  • constraints · array · optionnel
    Known constraints such as budget, team capacity, tools, timeline, compliance needs, or data access.
  • currentGoal · string · optionnel
    Current business goal the user wants the review to support.
  • businessType · string · optionnel
    Type of business, such as ecommerce, SaaS, consulting, agency, local service, or solo business.
  • revenueModel · string · optionnel
    How the business earns revenue, such as projects, retainers, subscriptions, services, or products.
  • riskConcerns · string · optionnel
    Concerns related to customer trust, brand reputation, legal exposure, sensitive data, or quality control.
  • currentProblem · string · optionnel
    Main business or workflow problem the user wants to solve.
  • targetCustomer · string · optionnel
    Primary customer segment or buyer the business serves.
  • currentWorkflow · string · optionnel
    How the relevant workflow currently works, including manual steps, tools, handoffs, and review points.
  • wantsDoneForYou · boolean · optionnel
    Whether the user prefers implementation support rather than self-guided work.
  • wantsSelfGuided · boolean · optionnel
    Whether the user prefers self-guided resources or templates.
  • problemComplexity · string · optionnel · low | medium | high | unknown
    Estimated complexity of the business or workflow problem.
  • hasExistingAutomation · boolean · optionnel
    Whether the business already has automation or AI workflows in place.
  • implementationReadiness · string · optionnel · low | medium | high | unknown
    How ready the business appears for implementation.

  Exemple d'appel

  {"name": "recommend_next_step", "arguments": {"notes": "texte", "offer": "texte", "aiIdea": "texte", "teamSize": "texte", "timeline": "texte", "userGoal": "texte"}}

  Exemple de retour

  {"content": [{"type": "text", "text": "…"}], "structuredContent": {"reason": "texte", "confidence": "low", "readinessLevel": "low", "recommendedPath": "self_guided_resource", "suggestedAction": "texte", "alternativePaths": [], "missingInformation": []}}

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Source

https://mcp.prodxsolution.com/ai-business-system-advisor/mcp