{"domain":"vibe-manufacturing.com","name":"Vibe Manufacturing","url":"https://inite.ai/en/atlas/vibe-manufacturing.com","site":"https://vibe-manufacturing.com","summary":"Packages a part file or description into a manufacturing request, sends it to matching factories and relays their quotes.","forWhom":"designers and makers who need a custom part quoted and made by factories","useCases":["upload a STEP or STL file for factory quotes","compare manufacturer quotes for a custom part","have an AI assistant prepare a manufacturing request"],"categories":[],"pricing":{"model":null,"freeTier":false,"startsAt":null,"page":"https://vibe-manufacturing.com/playbook/do-the-math","readOn":"2026-10-25"},"priceMoves":[],"interfaces":{"readOn":"2026-10-25","apiDocs":null,"openapi":{"url":"https://vibe-manufacturing.com/openapi.json","paths":16,"title":"Vibe Manufacturing API"},"mcp":[{"name":"com.vibe-manufacturing/manufacturer-finder","tie":"namespace","registered":true,"remotes":["https://vibe-manufacturing.com/api/mcp"],"packages":[],"probe":{"state":"open","checkedOn":"2026-10-25","toolCount":24,"tools":["search","fetch","search_site","get_playbook_step","list_manufacturing_tools","estimate_product_cost","find_suppliers","match_manufacturers","get_design_rules","check_design","find_registered_businesses","submit_quote_request","create_rfq","get_rfq","get_rfq_requirements","upload_rfq_file","send_rfq_message","get_rfq_thread","submit_quote","list_my_requests","get_request","send_message","get_my_profile","update_my_profile"],"serverName":"vibe-manufacturing"}}],"mcpServerCard":null,"status":null},"mcpMeasured":{"server":"https://vibe-manufacturing.com/api/mcp","checkedSince":"2026-10-25","dailyChecks":11,"uptimePercent":100,"medianMs":506,"signIn":"none","clientRegistration":null,"tools":27,"contextTokens":5169,"definitionsGrade":"B","definitionsScore":88,"typedResults":0,"failingChecks":{"params_described":20},"warnings":{"open_writes":["create_project","create_rfq","upload_rfq_file","send_rfq_message","send_message"]},"coverage":{"share":1,"cases":[{"useCase":"upload a STEP or STL file for factory quotes","verdict":"covered","firstTool":null,"checks":null},{"useCase":"compare manufacturer quotes for a custom part","verdict":"covered","firstTool":"get_rfq","checks":null},{"useCase":"have an AI assistant prepare a manufacturing request","verdict":"covered","firstTool":null,"checks":null}]},"adoption":{"npmWeekly":null,"pypiWeekly":null,"githubStars":null},"score":{"value":77,"parts":{"reliability":100,"coverage":100,"definitions":88,"context":85,"connect":100},"penalties":["open_writes"]},"advice":{"verdict":"with_care","why":["its tools do every use case checked: \"upload a STEP or STL file for factory quotes\", \"compare manufacturer quotes for a custom part\", \"have an AI assistant prepare a manufacturing request\""],"how":["for \"compare manufacturer quotes for a custom part\", the likely first call is get_rfq","create_project, create_rfq, upload_rfq_file, send_rfq_message, send_message change data without a sign-in: anyone with the URL can call them","parameters are untyped or undescribed in 20 of 27 tools: check arguments before calling"]},"method":"https://inite.ai/en/atlas/mcp/report"},"connect":{"order":["mcp","openapi","llmsTxt"],"mcp":[{"name":"com.vibe-manufacturing/manufacturer-finder","url":"https://vibe-manufacturing.com/api/mcp","answers":"open","checkedOn":"2026-10-25","weakTie":false,"registry":"https://registry.modelcontextprotocol.io/v0/servers?search=com.vibe-manufacturing%2Fmanufacturer-finder","config":{"mcpServers":{"vibe-manufacturing":{"url":"https://vibe-manufacturing.com/api/mcp"}}},"install":{"transport":"http","claudeCode":"claude mcp add --transport http vibe-manufacturing https://vibe-manufacturing.com/api/mcp","cursor":"cursor://anysphere.cursor-deeplink/mcp/install?name=vibe-manufacturing&config=eyJ1cmwiOiJodHRwczovL3ZpYmUtbWFudWZhY3R1cmluZy5jb20vYXBpL21jcCJ9","vscode":"vscode:mcp/install?%7B%22name%22%3A%22vibe-manufacturing%22%2C%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fvibe-manufacturing.com%2Fapi%2Fmcp%22%7D","connector":{"url":"https://vibe-manufacturing.com/api/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":{"url":"https://vibe-manufacturing.com/openapi.json","paths":16},"apiDocs":null,"llmsTxt":"https://vibe-manufacturing.com/llms.txt","status":null,"readOn":"2026-10-25"},"trust":{"readOn":"2026-10-25","certifications":[],"training":null},"used":0,"alive":100,"traits":{"buyer":null,"deployment":"saas-only","developerFocus":null,"readAt":"2026-10-26"},"verifiedPlans":null,"fromVendor":null}