← The evidence ledger
Evidence row 292160
Observed , by probe.mcp/1.
- Kind
- mcp.tools
- About
- endpoint 83682ceb-f381-4a43-a1ff-43a45d4e17dc
- Recorded
- Previous row
- None: the first of its kind about this subject
- Body SHA-256
- 7f705cf88ab4ab9212acb426989e861cd2758e8f26012809e52f8bfc3996a37a
- Leaf
- 0xeaf9d26283c780938a80f82893515da9005e4a095d165e690edcfdc25d2fec0e
What was observed
{
"count": 9,
"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"
},
{
"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"
},
{
"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"
},
{
"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"
},
{
"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"
},
{
"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"
},
{
"description": "Maps customer-facing workflow stages, trust-sensitive moments, automation-safe areas, human-critical areas, missing information, and confidence.",
"inputSchema": {
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"aiIdea": {
"description": "AI or automation idea that may affect customer touchpoints.",
"type": "string"
},
"businessType": {
"description": "Type of business being reviewed.",
"type": "string"
},
"currentProblem": {
"description": "Main customer journey or workflow problem the user wants to solve.",
"type": "string"
},
"currentWorkflow": {
"description": "Current workflow steps, tools, owners, and handoffs.",
"type": "string"
},
"customerJourney": {
"description": "Known customer journey stages from first contact through retention.",
"items": {
"type": "string"
},
"type": "array"
},
"deliveryProcess": {
"description": "How the business delivers the offer or service after onboarding.",
"type": "string"
},
"onboardingProcess": {
"description": "How new customers are welcomed, scoped, educated, or set up.",
"type": "string"
},
"recoveryProcess": {
"description": "How complaints, refunds, exceptions, or service recovery are handled.",
"type": "string"
},
"retentionProcess": {
"description": "How renewals, repeat purchases, referrals, or ongoing customer value are managed.",
"type": "string"
},
"riskConcerns": {
"description": "Concerns about trust, customer experience, brand reputation, privacy, or quality control.",
"type": "string"
},
"salesProcess": {
"description": "How leads are qualified, sold, and converted before delivery begins.",
"type": "string"
},
"supportProcess": {
"description": "How customer questions, issues, tickets, or requests are handled.",
"type": "string"
},
"touchpoints": {
"description": "Specific customer-facing moments, handoffs, or interactions to review.",
"items": {
"type": "string"
},
"type": "array"
}
},
"type": "object"
},
"name": "map_customer_touchpoints"
},
{
"description": "Recommends the safest narrow AI-human workflow to implement first, including roles, review rules, escalation rules, success metrics, and missing information.",
"inputSchema": {
"$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"
},
{
"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"
}
]
}What the leaf hashes
{"body":"7f705cf88ab4ab9212acb426989e861cd2758e8f26012809e52f8bfc3996a37a","id":292160,"kind":"mcp.tools","method":"probe.mcp/1","observed_us":1793048580761389,"prev":null,"subject":"83682ceb-f381-4a43-a1ff-43a45d4e17dc","subject_kind":"endpoint"}Proof
Fold these into the leaf in order, hashing each sorted pair with keccak256, to reach the root of (296695 rows).
- 0xeafa00469115bac8a5a1ad30a910b4178ee69cc98a003e174f2361cf6144941e
- 0xd4e72879c2767a86bc7034698dbefc1feb49c779eedea23bf643c1fc52f5dd66
- 0xdbcb5cad93a3c2448cfaf86c4685c401b508aee4bc3462f1a452052218df4f9d
- 0xf77d373d2be49edbf21f8b524941ab177b097b4f05a4cc1d4c20fea3c62ff2b1
- 0x378049bd758b7834d9cf5a59651feaa9faf7c5bcfa49c12fc48e12fac87361ea
- 0x0da847687aca7f952349ec5cccd56611ef883e3d7d5f31ef22f692ad9919073a
- 0xacfc754c2ef61e76014adf8961d426ca11cab453bd31657dd81aa1b20ec7b672
- 0xd71160081ef43e52f0a5a998a8bb3d016d7a5f7f0462f124da25c78d9509b774
- 0xe8eed1478bc355ee6eb18a1d03dafe59d1db882d2582d7cc6108eb1ab35d4a26
- 0xff16d371a8eaadc371c58dcf9b184d5ab1247c8848ee5dc228c393f057e7e29d
- 0xdcbb0cc500d2b659c111afe9a926b2aafdcc6f6d034768498b0b7295973f9245
- 0x22a204f0cf299dd3152f1542ba9998ff7665390da1ede6e58d06b8a7b2a107ee
- 0xec98ca25cb12ffed7c3e1373971719ce414ee6deecd1e7724b2979e2c356d99f
- 0x614d844c9e0509d9f9e63697aa2935555bce5f13695a8dc0047aa9e9898d70b3
- 0x95657a7d540ed6cac0bde9995782333b2562a9a6641853269ac95148827410f0
- 0x5fb5dda563336cd1bc1b9f44c52b76237ae72ed2145cb9290f39f304ca7dd678
- 0x74a0a08e4e7ab9aa5bfbead33dec7e1c7e8e364cff69a63720d764bbe987aadc
- Day root
- 0xf43e8dcc3d451a4788b26be904c55e8c4c0fa75c9666796c51db38d37e2c0df8
- Chained
- 0x702d5ac508f08b0d1accf36af25822d8e5660367494edd17a642fb61e158a57a
- Published
- On Arc Testnet, block 69251483: 0x495162f8936e19f0039918feebe6c307f327cd6bf8c37219620b1970041fa9ae