{"domain":"brainiall.com","name":"Brainiall","url":"https://inite.ai/en/atlas/brainiall.com","site":"https://brainiall.com","summary":"Industrial autopilot that reads plant sensors and control systems, then applies best operating settings within safe limits.","forWhom":"Industrial plant operators in energy, process industries, manufacturing and mining who want to optimise equipment.","useCases":["predict mill wear and quality drift before stoppages","test new settings on a digital twin before changing the plant","compare what-if scenarios against safe operating limits"],"categories":["dev"],"pricing":{"model":"freemium","freeTier":true,"startsAt":{"amount":29,"currency":"USD","per":"month"},"page":"https://brainiall.com/en/pricing","readOn":"2026-10-20"},"priceMoves":[],"interfaces":{"readOn":"2026-10-20","apiDocs":"https://brainiall.com/en/apis","openapi":null,"mcp":[{"name":"com.brainiall/documents","tie":"namespace","remotes":["https://api.brainiall.com/mcp/documents/mcp"],"packages":[],"probe":{"state":"auth","checkedOn":"2026-10-20","toolCount":null,"tools":[],"serverName":null}},{"name":"com.brainiall/image","tie":"namespace","remotes":["https://api.brainiall.com/mcp/image/mcp"],"packages":[],"probe":{"state":"open","checkedOn":"2026-10-20","toolCount":10,"tools":["remove_background","upscale_image","restore_face","check_image_service","document_extract","document_query","document_tables","document_to_markdown","run_skillsets","understand_content"],"serverName":"brainiall-image"}},{"name":"com.brainiall/memory","tie":"namespace","remotes":["https://api.brainiall.com/mcp/memory/mcp"],"packages":[],"probe":{"state":"auth","checkedOn":"2026-10-20","toolCount":null,"tools":[],"serverName":null}},{"name":"com.brainiall/nlp","tie":"namespace","remotes":["https://api.brainiall.com/mcp/nlp/mcp"],"packages":[],"probe":null},{"name":"com.brainiall/pronunciation","tie":"namespace","remotes":["https://api.brainiall.com/mcp/pronunciation/mcp"],"packages":[],"probe":null},{"name":"com.brainiall/tts","tie":"namespace","remotes":["https://api.brainiall.com/mcp/tts/mcp"],"packages":[],"probe":null},{"name":"com.brainiall/web","tie":"namespace","remotes":["https://api.brainiall.com/mcp/web/mcp"],"packages":[],"probe":null}],"mcpServerCard":null,"status":null},"mcpMeasured":{"server":"https://api.brainiall.com/mcp/image/mcp","checkedSince":"2026-10-20","dailyChecks":2,"uptimePercent":null,"medianMs":606,"signIn":"none","tools":10,"contextTokens":1888,"definitionsGrade":"A","definitionsScore":100,"typedResults":0,"failingChecks":{},"warnings":{"read_only_contradiction":["remove_background"]},"coverage":{"share":0,"cases":[{"useCase":"predict mill wear and quality drift before stoppages","verdict":"not_covered"},{"useCase":"test new settings on a digital twin before changing the plant","verdict":"not_covered"},{"useCase":"compare what-if scenarios against safe operating limits","verdict":"not_covered"}]},"adoption":{"npmWeekly":null,"pypiWeekly":null,"githubStars":0},"score":null,"advice":{"verdict":"skip","why":["its tools do none of the product's use cases checked: \"predict mill wear and quality drift before stoppages\", \"test new settings on a digital twin before changing the plant\", \"compare what-if scenarios against safe operating limits\"","checked on 2 of the 7 days it takes to judge reliability"],"how":["keep approval on for remove_background: they delete, send or pay without saying so"]},"method":"https://inite.ai/en/atlas/mcp/report"},"connect":{"order":["mcp","apiDocs","llmsTxt"],"mcp":[{"name":"com.brainiall/image","url":"https://api.brainiall.com/mcp/image/mcp","answers":"open","checkedOn":"2026-10-20","weakTie":false,"registry":"https://registry.modelcontextprotocol.io/v0/servers?search=com.brainiall%2Fimage","config":{"mcpServers":{"brainiall":{"url":"https://api.brainiall.com/mcp/image/mcp"}}},"install":{"transport":"http","claudeCode":"claude mcp add --transport http brainiall https://api.brainiall.com/mcp/image/mcp","cursor":"cursor://anysphere.cursor-deeplink/mcp/install?name=brainiall&config=eyJ1cmwiOiJodHRwczovL2FwaS5icmFpbmlhbGwuY29tL21jcC9pbWFnZS9tY3AifQ%3D%3D","vscode":"vscode:mcp/install?%7B%22name%22%3A%22brainiall%22%2C%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fapi.brainiall.com%2Fmcp%2Fimage%2Fmcp%22%7D","connector":{"url":"https://api.brainiall.com/mcp/image/mcp","note":"Add it as a custom connector in the client’s settings; 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