{"domain":"flyvolo.ai","name":"VOLO","url":"https://inite.ai/en/atlas/flyvolo.ai","site":"https://flyvolo.ai","summary":"Scores each occupation's tasks for automation, showing whether machines take them over or people do them faster with tools.","forWhom":"people choosing a degree or job who are worried about how AI and automation will change their work","useCases":["check how automation is changing tasks within a specific occupation","weigh whether finishing a degree still makes sense","compare automation risk across many occupations on one map"],"categories":["automation"],"pricing":null,"priceMoves":[],"interfaces":{"readOn":"2026-10-17","apiDocs":null,"openapi":null,"mcp":[{"name":"ai.flyvolo/knowledge","tie":"namespace","remotes":["https://mcp.flyvolo.ai/mcp"],"packages":[],"probe":{"state":"open","checkedOn":"2026-10-17","toolCount":19,"tools":["resolve_occupation_or_major","search","get_occupation","get_ontology","query_ontology","get_role_tasks","find_evidence","get_change","find_affected","get_change_history","find_transition_paths","get_action_brief","list_business_functions","get_major","find_majors_for_occupation","find_notes","get_note","find_notes_for_occupation","describe_coverage"],"serverName":"volo-knowledge"}}],"mcpServerCard":null,"status":null},"mcpMeasured":{"server":"https://mcp.flyvolo.ai/mcp","checkedSince":"2026-10-19","dailyChecks":3,"uptimePercent":null,"medianMs":2153,"signIn":"none","tools":19,"contextTokens":2231,"definitionsGrade":"C","definitionsScore":67,"typedResults":0,"failingChecks":{"params_described":19,"annotations":19},"warnings":{},"coverage":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 3 of the 7 days it takes to judge reliability"],"how":["parameters are untyped or undescribed in 19 of 19 tools: check arguments before calling"]},"method":"https://inite.ai/en/atlas/mcp/report"},"connect":{"order":["mcp","llmsTxt"],"mcp":[{"name":"ai.flyvolo/knowledge","url":"https://mcp.flyvolo.ai/mcp","answers":"open","checkedOn":"2026-10-17","weakTie":false,"registry":"https://registry.modelcontextprotocol.io/v0/servers?search=ai.flyvolo%2Fknowledge","config":{"mcpServers":{"flyvolo":{"url":"https://mcp.flyvolo.ai/mcp"}}},"install":{"transport":"http","claudeCode":"claude mcp add --transport http flyvolo https://mcp.flyvolo.ai/mcp","cursor":"cursor://anysphere.cursor-deeplink/mcp/install?name=flyvolo&config=eyJ1cmwiOiJodHRwczovL21jcC5mbHl2b2xvLmFpL21jcCJ9","vscode":"vscode:mcp/install?%7B%22name%22%3A%22flyvolo%22%2C%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fmcp.flyvolo.ai%2Fmcp%22%7D","connector":{"url":"https://mcp.flyvolo.ai/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":null,"llmsTxt":"https://flyvolo.ai/llms.txt","status":null,"readOn":"2026-10-17"},"trust":{"readOn":"2026-10-17","certifications":["gdpr"],"training":null},"used":0,"alive":100,"traits":{"buyer":null,"deployment":"saas-only","developerFocus":false,"readAt":"2026-10-17"},"verifiedPlans":null}