MentionedOn Discovery Evidence Tools
Assess AI-discovery readiness, plan visibility fixes, and summarize scan evidence. Read-only.
One-Click Install
Add this to your `claude_desktop_config.json` file:
{
"mcpServers": {
"ai-discovery-readiness": {
"url": "https://mentioned-on.com/mcp"
}
}
}Remote endpoints
https://mentioned-on.com/mcpstreamable-httpTool inventory
Tools (3)
🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
🟢analyze_discovery_readiness(businessName, websiteUrl, signals)
Score caller-supplied website and business discovery signals. This tool does not fetch the website, run an AI scan, persist data, or verify inclusion in any AI product.
Input Schema
{
"type": "object",
"properties": {
"businessName": {
"type": "string",
"minLength": 2,
"maxLength": 120,
"description": "The business name used only to label this assessment."
},
"websiteUrl": {
"description": "Optional page URL used only as a label. The tool will not fetch this URL.",
"type": "string",
"maxLength": 2048,
"format": "uri"
},
"signals": {
"minItems": 1,
"maxItems": 10,
"type": "array",
"items": {
"type": "object",
"properties": {
"signal": {
"type": "string",
"enum": [
"business_identity",
"service_location",
"page_description",
"contact_details",
"structured_data",
"corroborating_profiles",
"crawlability",
"buyer_faq",
"first_party_evidence",
"machine_summary"
],
"description": "The discovery-readiness signal being assessed."
},
"status": {
"type": "string",
"enum": [
"present",
"partial",
"missing",
"unknown"
],
"description": "Observed status. Use unknown when the caller has no evidence."
},
"evidence": {
"type": "string",
"minLength": 3,
"maxLength": 500,
"description": "Concise caller-supplied evidence supporting the stated status."
}
},
"required": [
"signal",
"status"
],
"additionalProperties": false
},
"description": "Caller-supplied signal observations. Omitted signals are treated as unknown."
}
},
"required": [
"businessName",
"signals"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}Output Schema
{
"type": "object",
"properties": {
"scope": {
"type": "string",
"const": "caller_supplied_signals_only"
},
"businessName": {
"type": "string"
},
"websiteUrl": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"readinessScore": {
"anyOf": [
{
"type": "number",
"minimum": 0,
"maximum": 100
},
{
"type": "null"
}
]
},
"assessment": {
"type": "string",
"enum": [
"strong_observed",
"developing_observed",
"limited_observed",
"weak_observed",
"insufficient_evidence"
]
},
"evidenceCoveragePercent": {
"type": "number",
"minimum": 0,
"maximum": 100
},
"evaluatedSignals": {
"minItems": 10,
"maxItems": 10,
"type": "array",
"items": {
"type": "object",
"properties": {
"signal": {
"type": "string",
"enum": [
"business_identity",
"service_location",
"page_description",
"contact_details",
"structured_data",
"corroborating_profiles",
"crawlability",
"buyer_faq",
"first_party_evidence",
"machine_summary"
]
},
"title": {
"type": "string"
},
"status": {
"type": "string",
"enum": [
"present",
"partial",
"missing",
"unknown"
]
},
"weight": {
"type": "integer",
"minimum": 0,
"maximum": 100
},
"evidence": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
}
},
"required": [
"signal",
"title",
"status",
"weight",
"evidence"
],
"additionalProperties": false
}
},
"priorities": {
"maxItems": 5,
"type": "array",
"items": {
"type": "object",
"properties": {
"signal": {
"type": "string",
"enum": [
"business_identity",
"service_location",
"page_description",
"contact_details",
"structured_data",
"corroborating_profiles",
"crawlability",
"buyer_faq",
"first_party_evidence",
"machine_summary"
]
},
"title": {
"type": "string"
},
"status": {
"type": "string",
"enum": [
"partial",
"missing"
]
},
"impactWeight": {
"type": "integer",
"minimum": 0,
"maximum": 100
},
"action": {
"type": "string"
},
"verification": {
"type": "string"
}
},
"required": [
"signal",
"title",
"status",
"impactWeight",
"action",
"verification"
],
"additionalProperties": false
}
},
"verificationNeeded": {
"maxItems": 10,
"type": "array",
"items": {
"type": "object",
"properties": {
"signal": {
"type": "string",
"enum": [
"business_identity",
"service_location",
"page_description",
"contact_details",
"structured_data",
"corroborating_profiles",
"crawlability",
"buyer_faq",
"first_party_evidence",
"machine_summary"
]
},
"title": {
"type": "string"
},
"verification": {
"type": "string"
}
},
"required": [
"signal",
"title",
"verification"
],
"additionalProperties": false
}
},
"limitations": {
"minItems": 1,
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"scope",
"businessName",
"websiteUrl",
"readinessScore",
"assessment",
"evidenceCoveragePercent",
"evaluatedSignals",
"priorities",
"verificationNeeded",
"limitations"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}🟢build_visibility_action_plan(businessName, goal, effortBudget, findings)
Prioritize fixes from caller-supplied findings using a deterministic rubric. This tool does not edit a website, contact third parties, persist data, or promise rankings or mentions.
Input Schema
{
"type": "object",
"properties": {
"businessName": {
"type": "string",
"minLength": 2,
"maxLength": 120
},
"goal": {
"type": "string",
"enum": [
"improve_discovery_clarity",
"strengthen_citation_evidence",
"prepare_for_monitoring"
],
"description": "The outcome used to break ties in the deterministic priority rubric."
},
"effortBudget": {
"type": "string",
"enum": [
"lean",
"balanced",
"comprehensive"
],
"description": "Controls how many actions are returned and how they are phased."
},
"findings": {
"minItems": 1,
"maxItems": 10,
"type": "array",
"items": {
"type": "object",
"properties": {
"signal": {
"type": "string",
"enum": [
"business_identity",
"service_location",
"page_description",
"contact_details",
"structured_data",
"corroborating_profiles",
"crawlability",
"buyer_faq",
"first_party_evidence",
"machine_summary"
],
"description": "The discovery-readiness signal being assessed."
},
"status": {
"type": "string",
"enum": [
"present",
"partial",
"missing",
"unknown"
],
"description": "Observed status. Use unknown when the caller has no evidence."
},
"evidence": {
"type": "string",
"minLength": 3,
"maxLength": 500,
"description": "Concise caller-supplied evidence supporting the stated status."
}
},
"required": [
"signal",
"status"
],
"additionalProperties": false
},
"description": "Caller-supplied findings. Present findings are acknowledged but do not create actions."
}
},
"required": [
"businessName",
"goal",
"effortBudget",
"findings"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}Output Schema
{
"type": "object",
"properties": {
"scope": {
"type": "string",
"const": "caller_supplied_findings_only"
},
"businessName": {
"type": "string"
},
"goal": {
"type": "string",
"enum": [
"improve_discovery_clarity",
"strengthen_citation_evidence",
"prepare_for_monitoring"
]
},
"goalLabel": {
"type": "string"
},
"effortBudget": {
"type": "string",
"enum": [
"lean",
"balanced",
"comprehensive"
]
},
"actions": {
"maxItems": 10,
"type": "array",
"items": {
"type": "object",
"properties": {
"rank": {
"type": "integer",
"exclusiveMinimum": 0,
"maximum": 9007199254740991
},
"phase": {
"type": "string",
"enum": [
"now",
"next",
"later"
]
},
"signal": {
"type": "string",
"enum": [
"business_identity",
"service_location",
"page_description",
"contact_details",
"structured_data",
"corroborating_profiles",
"crawlability",
"buyer_faq",
"first_party_evidence",
"machine_summary"
]
},
"title": {
"type": "string"
},
"status": {
"type": "string",
"enum": [
"partial",
"missing",
"unknown"
]
},
"effort": {
"type": "string",
"enum": [
"low",
"medium",
"high"
]
},
"priorityScore": {
"type": "number",
"minimum": 0
},
"suppliedEvidence": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"action": {
"type": "string"
},
"verification": {
"type": "string"
}
},
"required": [
"rank",
"phase",
"signal",
"title",
"status",
"effort",
"priorityScore",
"suppliedEvidence",
"action",
"verification"
],
"additionalProperties": false
}
},
"omittedActionCount": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
},
"excludedPresentSignals": {
"type": "array",
"items": {
"type": "string",
"enum": [
"business_identity",
"service_location",
"page_description",
"contact_details",
"structured_data",
"corroborating_profiles",
"crawlability",
"buyer_faq",
"first_party_evidence",
"machine_summary"
]
}
},
"limitations": {
"minItems": 1,
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"scope",
"businessName",
"goal",
"goalLabel",
"effortBudget",
"actions",
"omittedActionCount",
"excludedPresentSignals",
"limitations"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}🟢summarize_scan_evidence(businessName, observations)
Calculate mention and business-citation rates from caller-supplied captures. This tool does not call AI providers, fetch URLs, persist data, or establish current inclusion beyond the supplied observations.
Input Schema
{
"type": "object",
"properties": {
"businessName": {
"type": "string",
"minLength": 2,
"maxLength": 120
},
"observations": {
"minItems": 1,
"maxItems": 50,
"type": "array",
"items": {
"anyOf": [
{
"type": "object",
"properties": {
"sourceLabel": {
"type": "string",
"minLength": 1,
"maxLength": 80,
"description": "Caller-supplied label for the model, product, or source."
},
"surfaceType": {
"type": "string",
"enum": [
"model_api_capture",
"consumer_app_capture",
"search_ai_capture",
"other"
],
"description": "How the caller obtained this capture."
},
"prompt": {
"type": "string",
"minLength": 3,
"maxLength": 1000
},
"observedAt": {
"type": "string",
"format": "date-time",
"pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$",
"description": "ISO 8601 timestamp for the supplied capture."
},
"status": {
"type": "string",
"const": "completed"
},
"businessMentioned": {
"type": "boolean"
},
"businessCitationUrls": {
"default": [],
"description": "URLs that the caller identified as citations specifically for the named business.",
"maxItems": 10,
"type": "array",
"items": {
"type": "string",
"maxLength": 2048,
"format": "uri"
}
},
"position": {
"type": "integer",
"minimum": 1,
"maximum": 100
},
"sentiment": {
"type": "string",
"enum": [
"positive",
"neutral",
"negative",
"mixed",
"not_scored"
]
}
},
"required": [
"sourceLabel",
"surfaceType",
"prompt",
"observedAt",
"status",
"businessMentioned"
],
"additionalProperties": false
},
{
"type": "object",
"properties": {
"sourceLabel": {
"type": "string",
"minLength": 1,
"maxLength": 80,
"description": "Caller-supplied label for the model, product, or source."
},
"surfaceType": {
"type": "string",
"enum": [
"model_api_capture",
"consumer_app_capture",
"search_ai_capture",
"other"
],
"description": "How the caller obtained this capture."
},
"prompt": {
"type": "string",
"minLength": 3,
"maxLength": 1000
},
"observedAt": {
"type": "string",
"format": "date-time",
"pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$",
"description": "ISO 8601 timestamp for the supplied capture."
},
"status": {
"type": "string",
"enum": [
"error",
"skipped"
]
},
"reason": {
"type": "string",
"minLength": 3,
"maxLength": 500
}
},
"required": [
"sourceLabel",
"surfaceType",
"prompt",
"observedAt",
"status",
"reason"
],
"additionalProperties": false
}
]
},
"description": "Point-in-time captures supplied by the caller. The tool will not obtain new captures."
}
},
"required": [
"businessName",
"observations"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}Output Schema
{
"type": "object",
"properties": {
"scope": {
"type": "string",
"const": "caller_supplied_captures_only"
},
"businessName": {
"type": "string"
},
"establishesLiveInclusion": {
"type": "boolean",
"const": false
},
"observationCount": {
"type": "integer",
"exclusiveMinimum": 0,
"maximum": 9007199254740991
},
"completedCount": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
},
"unavailableCount": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
},
"mentionCount": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
},
"businessCitationCount": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
},
"mentionRatePercent": {
"anyOf": [
{
"type": "number",
"minimum": 0,
"maximum": 100
},
{
"type": "null"
}
]
},
"businessCitationRatePercent": {
"anyOf": [
{
"type": "number",
"minimum": 0,
"maximum": 100
},
{
"type": "null"
}
]
},
"observedAtRange": {
"anyOf": [
{
"type": "object",
"properties": {
"earliest": {
"type": "string"
},
"latest": {
"type": "string"
}
},
"required": [
"earliest",
"latest"
],
"additionalProperties": false
},
{
"type": "null"
}
]
},
"uniqueBusinessCitationHosts": {
"type": "array",
"items": {
"type": "string"
}
},
"sentimentBreakdown": {
"type": "object",
"properties": {
"positive": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
},
"neutral": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
},
"negative": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
},
"mixed": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
},
"notScored": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
}
},
"required": [
"positive",
"neutral",
"negative",
"mixed",
"notScored"
],
"additionalProperties": false
},
"bySource": {
"type": "array",
"items": {
"type": "object",
"properties": {
"sourceLabel": {
"type": "string"
},
"completedCount": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
},
"unavailableCount": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
},
"mentionCount": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
},
"businessCitationCount": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
},
"mentionRatePercent": {
"anyOf": [
{
"type": "number",
"minimum": 0,
"maximum": 100
},
{
"type": "null"
}
]
},
"businessCitationRatePercent": {
"anyOf": [
{
"type": "number",
"minimum": 0,
"maximum": 100
},
{
"type": "null"
}
]
}
},
"required": [
"sourceLabel",
"completedCount",
"unavailableCount",
"mentionCount",
"businessCitationCount",
"mentionRatePercent",
"businessCitationRatePercent"
],
"additionalProperties": false
}
},
"unavailable": {
"type": "array",
"items": {
"type": "object",
"properties": {
"sourceLabel": {
"type": "string"
},
"surfaceType": {
"type": "string",
"enum": [
"model_api_capture",
"consumer_app_capture",
"search_ai_capture",
"other"
]
},
"prompt": {
"type": "string"
},
"observedAt": {
"type": "string"
},
"status": {
"type": "string",
"enum": [
"error",
"skipped"
]
},
"reason": {
"type": "string"
}
},
"required": [
"sourceLabel",
"surfaceType",
"prompt",
"observedAt",
"status",
"reason"
],
"additionalProperties": false
}
},
"evidenceStatements": {
"minItems": 1,
"type": "array",
"items": {
"type": "string"
}
},
"limitations": {
"minItems": 1,
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"scope",
"businessName",
"establishesLiveInclusion",
"observationCount",
"completedCount",
"unavailableCount",
"mentionCount",
"businessCitationCount",
"mentionRatePercent",
"businessCitationRatePercent",
"observedAtRange",
"uniqueBusinessCitationHosts",
"sentimentBreakdown",
"bySource",
"unavailable",
"evidenceStatements",
"limitations"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}Recent observations
verifiedversion not recorded3 tools