{"domain":"techfabric.com","name":"TechFabric","url":"https://inite.ai/en/atlas/techfabric.com","site":"https://techfabric.com","summary":"Consultancy that designs, builds and runs Databricks data pipelines, migrations and governed AI workloads for client engineering teams.","forWhom":"Data teams on Databricks that need stalled migrations, reliable pipelines, or AI pilots made production-ready.","useCases":["migrate legacy warehouse jobs to Databricks in reversible waves","define shared metrics in governed tables so dashboards agree","move AI agents into production with permissions and monitoring"],"categories":["data"],"pricing":null,"priceMoves":[],"interfaces":{"readOn":"2026-10-20","apiDocs":null,"openapi":null,"mcp":[{"name":"com.techfabric.databricks/field-guide","tie":"namespace","remotes":["https://databricks.techfabric.com/mcp"],"packages":[],"probe":{"state":"open","checkedOn":"2026-10-20","toolCount":5,"tools":["search_guide","get_chapter","get_code_examples","whats_new","list_chapters"],"serverName":"databricks-field-guide"}},{"name":"com.techfabric/techfabric","tie":"namespace","remotes":["https://www.techfabric.com/mcp"],"packages":[],"probe":{"state":"open","checkedOn":"2026-10-20","toolCount":8,"tools":["search","get_page","list_posts","get_services","check_draft","submit_draft","update_draft","get_status"],"serverName":"techfabric-blog"}}],"mcpServerCard":null,"status":null},"mcpMeasured":{"server":"https://databricks.techfabric.com/mcp","checkedSince":"2026-10-20","dailyChecks":6,"uptimePercent":null,"medianMs":773,"signIn":"none","tools":15,"contextTokens":5528,"definitionsGrade":"A","definitionsScore":99,"typedResults":15,"failingChecks":{"params_described":1},"warnings":{},"coverage":{"share":0,"cases":[{"useCase":"migrate legacy warehouse jobs to Databricks in reversible waves","verdict":"not_covered","firstTool":null,"checks":["The warehouse jobs chosen for migration now run on Databricks.","Each migrated job returns the same output as its legacy version.","A completed wave can be reversed to the previous state."]},{"useCase":"define shared metrics in governed tables so dashboards agree","verdict":"not_covered","firstTool":null,"checks":["The agreed metric definitions exist in the governed tables.","Dashboards drawing on those tables show matching values for the same metric.","Each shared metric resolves to a single enforced definition."]},{"useCase":"move AI agents into production with permissions and monitoring","verdict":"not_covered","firstTool":null,"checks":["The AI agents run in the production environment.","Each agent's access is limited by the permissions that were set.","Agent activity in production is recorded for monitoring."]}]},"adoption":{"npmWeekly":null,"pypiWeekly":null,"githubStars":null},"score":null,"advice":{"verdict":"skip","why":["its tools do none of the product's use cases checked: \"migrate legacy warehouse jobs to Databricks in reversible waves\", \"define shared metrics in governed tables so dashboards agree\", \"move AI agents into production with permissions and monitoring\"","checked on 6 of the 7 days it takes to judge reliability"],"how":[]},"method":"https://inite.ai/en/atlas/mcp/report"},"connect":{"order":["mcp","llmsTxt"],"mcp":[{"name":"com.techfabric.databricks/field-guide","url":"https://databricks.techfabric.com/mcp","answers":"open","checkedOn":"2026-10-20","weakTie":false,"registry":"https://registry.modelcontextprotocol.io/v0/servers?search=com.techfabric.databricks%2Ffield-guide","config":{"mcpServers":{"techfabric":{"url":"https://databricks.techfabric.com/mcp"}}},"install":{"transport":"http","claudeCode":"claude mcp add --transport http techfabric https://databricks.techfabric.com/mcp","cursor":"cursor://anysphere.cursor-deeplink/mcp/install?name=techfabric&config=eyJ1cmwiOiJodHRwczovL2RhdGFicmlja3MudGVjaGZhYnJpYy5jb20vbWNwIn0%3D","vscode":"vscode:mcp/install?%7B%22name%22%3A%22techfabric%22%2C%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fdatabricks.techfabric.com%2Fmcp%22%7D","connector":{"url":"https://databricks.techfabric.com/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."}}},{"name":"com.techfabric/techfabric","url":"https://www.techfabric.com/mcp","answers":"open","checkedOn":"2026-10-20","weakTie":false,"registry":"https://registry.modelcontextprotocol.io/v0/servers?search=com.techfabric%2Ftechfabric","config":{"mcpServers":{"techfabric":{"url":"https://www.techfabric.com/mcp"}}},"install":{"transport":"http","claudeCode":"claude mcp add --transport http techfabric https://www.techfabric.com/mcp","cursor":"cursor://anysphere.cursor-deeplink/mcp/install?name=techfabric&config=eyJ1cmwiOiJodHRwczovL3d3dy50ZWNoZmFicmljLmNvbS9tY3AifQ%3D%3D","vscode":"vscode:mcp/install?%7B%22name%22%3A%22techfabric%22%2C%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fwww.techfabric.com%2Fmcp%22%7D","connector":{"url":"https://www.techfabric.com/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://techfabric.com/llms.txt","status":null,"readOn":"2026-10-20"},"trust":{"readOn":"2026-10-20","certifications":["gdpr"],"training":null},"used":null,"alive":92,"traits":{"buyer":"enterprise","deployment":null,"developerFocus":null,"readAt":"2026-10-20"},"verifiedPlans":null,"fromVendor":null}