{"domain":"guestgraph.io","name":"GuestGraph","url":"https://inite.ai/en/atlas/guestgraph.io","site":"https://guestgraph.io","summary":"Resolves a hotel's scattered guest records into one explainable profile per person, with merges that can be audited and reversed.","forWhom":"Hotels whose guest data is scattered across property management, booking, point-of-sale, wifi and review systems.","useCases":["resolve one guest's records from several hotel systems into one profile","explain why a guest profile holds what it holds","undo a guest merge that was wrongly made"],"categories":["commerce"],"pricing":null,"priceMoves":[],"interfaces":{"readOn":"2026-10-24","apiDocs":"https://guestgraph.io/api","openapi":null,"mcp":[{"name":"io.guestgraph/mental-model","tie":"namespace","registered":true,"remotes":["https://mcp.guestgraph.io/mcp"],"packages":[],"probe":{"state":"open","checkedOn":"2026-10-24","toolCount":14,"tools":["list_types","describe_schema","describe_relations","list_rules","describe_rule","list_checks","describe_errors","list_entities","get_entity","list_references","find_evidence","search","fetch","diagram"],"serverName":"companygraph-mcp-server"}}],"mcpServerCard":null,"status":null},"mcpMeasured":{"server":"https://mcp.guestgraph.io/mcp","checkedSince":"2026-10-24","dailyChecks":5,"uptimePercent":null,"medianMs":516,"signIn":"none","clientRegistration":null,"tools":14,"contextTokens":2894,"definitionsGrade":"A","definitionsScore":93,"typedResults":14,"failingChecks":{"params_described":6},"warnings":{},"coverage":{"share":null,"cases":[{"useCase":"resolve one guest's records from several hotel systems into one profile","verdict":"unsure","firstTool":null,"checks":null},{"useCase":"explain why a guest profile holds what it holds","verdict":"unsure","firstTool":null,"checks":null},{"useCase":"undo a guest merge that was wrongly made","verdict":"unsure","firstTool":null,"checks":null}]},"adoption":{"npmWeekly":null,"pypiWeekly":null,"githubStars":null},"score":null,"advice":{"verdict":"unproven","why":["whether its tools do the product's job has not been judged yet","checked on 5 of the 7 days it takes to judge reliability"],"how":["parameters are untyped or undescribed in 6 of 14 tools: check arguments before calling"]},"method":"https://inite.ai/en/atlas/mcp/report"},"connect":{"order":["mcp","apiDocs"],"mcp":[{"name":"io.guestgraph/mental-model","url":"https://mcp.guestgraph.io/mcp","answers":"open","checkedOn":"2026-10-24","weakTie":false,"registry":"https://registry.modelcontextprotocol.io/v0/servers?search=io.guestgraph%2Fmental-model","config":{"mcpServers":{"guestgraph":{"url":"https://mcp.guestgraph.io/mcp"}}},"install":{"transport":"http","claudeCode":"claude mcp add --transport http guestgraph https://mcp.guestgraph.io/mcp","cursor":"cursor://anysphere.cursor-deeplink/mcp/install?name=guestgraph&config=eyJ1cmwiOiJodHRwczovL21jcC5ndWVzdGdyYXBoLmlvL21jcCJ9","vscode":"vscode:mcp/install?%7B%22name%22%3A%22guestgraph%22%2C%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fmcp.guestgraph.io%2Fmcp%22%7D","connector":{"url":"https://mcp.guestgraph.io/mcp","note":"Add it as a custom connector in the client’s settings; the client opens the sign-in itself when the server asks for one."}}}],"openapi":null,"apiDocs":"https://guestgraph.io/api","llmsTxt":null,"status":null,"readOn":"2026-10-24"},"trust":{"readOn":"2026-10-24","certifications":[],"training":null},"used":0,"alive":100,"traits":null,"verifiedPlans":null,"fromVendor":null}