# RootCause.ai Docs

## docs.rootcause.ai

- [Quick Start Tutorial](https://docs.rootcause.ai/start-here/readme.md): Your First Analysis
- [Overview](https://docs.rootcause.ai/start-here/readme-1.md)
- [Setup Org and Workspace](https://docs.rootcause.ai/start-here/navigation.md)
- [Seven-Step Workflow](https://docs.rootcause.ai/start-here/workflow.md)
- [Connect Data](https://docs.rootcause.ai/user-guide/connecting-data.md): How to plug in or upload data sources.
- [Build Ontology](https://docs.rootcause.ai/user-guide/ontology-concepts.md)
- [Build 360 Table](https://docs.rootcause.ai/user-guide/data-views.md)
- [Build Causal Graph](https://docs.rootcause.ai/user-guide/causal-graph.md)
- [Build Digital Twin](https://docs.rootcause.ai/user-guide/creating-digital-twin.md)
- [Run Simulations](https://docs.rootcause.ai/user-guide/simulations.md)
- [Produce Reports](https://docs.rootcause.ai/user-guide/reports.md)
- [Data Management](https://docs.rootcause.ai/more-details/data-management.md)
- [Digital Twin Build Reference](https://docs.rootcause.ai/more-details/build-digital-twin.md)
- [Selecting your Dataset](https://docs.rootcause.ai/more-details/build-digital-twin/selecting-data-view.md)
- [Types of Digital Twins](https://docs.rootcause.ai/more-details/build-digital-twin/twin-types.md)
- [Configuration to Build Digital Twin](https://docs.rootcause.ai/more-details/build-digital-twin/build-configuration.md)
- [Tuning for Fit](https://docs.rootcause.ai/more-details/build-digital-twin/tuning-for-fit.md)
- [Digital Twin](https://docs.rootcause.ai/more-details/digital-twin.md)
- [Model Comparison](https://docs.rootcause.ai/more-details/digital-twin/model-comparison.md)
- [Exploring the Causal Model](https://docs.rootcause.ai/more-details/digital-twin/exploring-causal-model.md)
- [Reviewing Model Quality](https://docs.rootcause.ai/more-details/digital-twin/model-quality.md)
- [Inspecting Causal Relationships](https://docs.rootcause.ai/more-details/digital-twin/causal-relationships.md)
- [Configuration for Existing Twin](https://docs.rootcause.ai/more-details/digital-twin/configuration.md)
- [Version History](https://docs.rootcause.ai/more-details/digital-twin/version-history.md)
- [Simulation Types](https://docs.rootcause.ai/more-details/digital-twin/simulation-types.md)
- [Prediction](https://docs.rootcause.ai/more-details/digital-twin/simulation-types/prediction.md)
- [Intervention](https://docs.rootcause.ai/more-details/digital-twin/simulation-types/intervention.md)
- [Optimization](https://docs.rootcause.ai/more-details/digital-twin/simulation-types/optimization.md)
- [Best Action](https://docs.rootcause.ai/more-details/digital-twin/simulation-types/best-action.md)
- [Explanation](https://docs.rootcause.ai/more-details/digital-twin/simulation-types/explanation.md)
- [Root Cause Analysis](https://docs.rootcause.ai/more-details/digital-twin/simulation-types/root-cause-analysis.md)
- [Anomaly Scan & Diagnosis](https://docs.rootcause.ai/more-details/digital-twin/simulation-types/anomaly-scan.md)
- [Temporal Simulations](https://docs.rootcause.ai/more-details/digital-twin/temporal-simulations.md)
- [Forecast](https://docs.rootcause.ai/more-details/digital-twin/temporal-simulations/forecast.md)
- [RootCause Assistant (BETA)](https://docs.rootcause.ai/more-details/rootcause-assistant.md)
- [Applications](https://docs.rootcause.ai/more-details/applications.md)
- [Module Reference](https://docs.rootcause.ai/more-details/applications/application-modules.md)
- [Dataset Source](https://docs.rootcause.ai/more-details/applications/application-modules/datasetsource.md)
- [Dataset Output](https://docs.rootcause.ai/more-details/applications/application-modules/datasetoutput.md)
- [Connector Import](https://docs.rootcause.ai/more-details/applications/application-modules/connectorimport.md)
- [Connector Write](https://docs.rootcause.ai/more-details/applications/application-modules/connectorwrite.md)
- [Data Operations](https://docs.rootcause.ai/more-details/applications/application-modules/dataoperations.md)
- [Conditional](https://docs.rootcause.ai/more-details/applications/application-modules/conditional.md)
- [Call LLM](https://docs.rootcause.ai/more-details/applications/application-modules/callllm.md)
- [API Call](https://docs.rootcause.ai/more-details/applications/application-modules/apicall.md)
- [Send Notification](https://docs.rootcause.ai/more-details/applications/application-modules/sendnotification.md)
- [Intervention](https://docs.rootcause.ai/more-details/applications/application-modules/interventionsim.md)
- [Counterfactual](https://docs.rootcause.ai/more-details/applications/application-modules/counterfactualsim.md)
- [Forecast](https://docs.rootcause.ai/more-details/applications/application-modules/forecastsim.md)
- [Forecast Backtest](https://docs.rootcause.ai/more-details/applications/application-modules/forecastbacktest.md)
- [Score Forecast](https://docs.rootcause.ai/more-details/applications/application-modules/scoreforecast.md)
- [Backtest Scores](https://docs.rootcause.ai/more-details/applications/application-modules/backtestscores.md)
- [Forecast Groups](https://docs.rootcause.ai/more-details/applications/application-modules/aggregateforecast.md)
- [Static Accuracy](https://docs.rootcause.ai/more-details/applications/application-modules/staticaccuracy.md)
- [Optimisation](https://docs.rootcause.ai/more-details/applications/application-modules/optimisationsim.md)
- [Root Cause Analysis](https://docs.rootcause.ai/more-details/applications/application-modules/rcasim.md)
- [Anomaly Detection](https://docs.rootcause.ai/more-details/applications/application-modules/anomalysim.md)
- [Train Model](https://docs.rootcause.ai/more-details/applications/application-modules/trainmodel.md)
- [Update Model](https://docs.rootcause.ai/more-details/applications/application-modules/updatemodel.md)
- [For Each](https://docs.rootcause.ai/more-details/applications/application-modules/foreach.md)
- [While](https://docs.rootcause.ai/more-details/applications/application-modules/while.md)
- [Sub-app](https://docs.rootcause.ai/more-details/applications/application-modules/subapp.md)
- [Box](https://docs.rootcause.ai/more-details/applications/application-modules/box.md)
- [Code](https://docs.rootcause.ai/more-details/applications/application-modules/code.md)
- [Origin Grid](https://docs.rootcause.ai/more-details/applications/application-modules/origingrid.md)
- [Pre-score](https://docs.rootcause.ai/more-details/applications/application-modules/prescore.md)
- [Config Input](https://docs.rootcause.ai/more-details/applications/application-modules/configinput.md)
- [API Request](https://docs.rootcause.ai/more-details/applications/application-modules/apirequestin.md)
- [API Response](https://docs.rootcause.ai/more-details/applications/application-modules/apiresponseout.md)
- [Scenario Input](https://docs.rootcause.ai/more-details/applications/application-modules/scenarioinput.md)
- [Table Input](https://docs.rootcause.ai/more-details/applications/application-modules/tableinput.md)
- [Gate](https://docs.rootcause.ai/more-details/applications/application-modules/gate.md)
- [On schedule](https://docs.rootcause.ai/more-details/applications/application-modules/onschedule.md)
- [On data arrival](https://docs.rootcause.ai/more-details/applications/application-modules/ondataarrival.md)
- [On twin change](https://docs.rootcause.ai/more-details/applications/application-modules/ontwinchange.md)
- [On interval](https://docs.rootcause.ai/more-details/applications/application-modules/oninterval.md)
- [On webhook](https://docs.rootcause.ai/more-details/applications/application-modules/onwebhook.md)
- [On panel event](https://docs.rootcause.ai/more-details/applications/application-modules/onpanelevent.md)
- [On application event](https://docs.rootcause.ai/more-details/applications/application-modules/onappevent.md)
- [Emit event](https://docs.rootcause.ai/more-details/applications/application-modules/emitevent.md)
- [Buffer](https://docs.rootcause.ai/more-details/applications/application-modules/buffer.md)
- [Select](https://docs.rootcause.ai/more-details/applications/application-modules/select.md)
- [Filter](https://docs.rootcause.ai/more-details/applications/application-modules/filter.md)
- [Join](https://docs.rootcause.ai/more-details/applications/application-modules/join.md)
- [Union](https://docs.rootcause.ai/more-details/applications/application-modules/union.md)
- [Aggregate](https://docs.rootcause.ai/more-details/applications/application-modules/aggregate.md)
- [Compute](https://docs.rootcause.ai/more-details/applications/application-modules/compute.md)
- [Window](https://docs.rootcause.ai/more-details/applications/application-modules/window.md)
- [Resample](https://docs.rootcause.ai/more-details/applications/application-modules/resample.md)
- [Pivot](https://docs.rootcause.ai/more-details/applications/application-modules/pivot.md)
- [Unpivot](https://docs.rootcause.ai/more-details/applications/application-modules/unpivot.md)
- [Sort](https://docs.rootcause.ai/more-details/applications/application-modules/sort.md)
- [Limit](https://docs.rootcause.ai/more-details/applications/application-modules/limit.md)
- [Distinct](https://docs.rootcause.ai/more-details/applications/application-modules/distinct.md)
- [Rename](https://docs.rootcause.ai/more-details/applications/application-modules/rename.md)
- [Cast](https://docs.rootcause.ai/more-details/applications/application-modules/cast.md)
- [Fill](https://docs.rootcause.ai/more-details/applications/application-modules/fill.md)
- [Sample](https://docs.rootcause.ai/more-details/applications/application-modules/sample.md)
- [Constant](https://docs.rootcause.ai/more-details/applications/application-modules/constant.md)
- [Expression](https://docs.rootcause.ai/more-details/applications/application-modules/expression.md)
- [Compare](https://docs.rootcause.ai/more-details/applications/application-modules/compare.md)
- [Pick](https://docs.rootcause.ai/more-details/applications/application-modules/pick.md)
- [Merge](https://docs.rootcause.ai/more-details/applications/application-modules/merge.md)
- [To table](https://docs.rootcause.ai/more-details/applications/application-modules/totable.md)
- [From table](https://docs.rootcause.ai/more-details/applications/application-modules/fromtable.md)
- [Switch](https://docs.rootcause.ai/more-details/applications/application-modules/switch.md)
- [Await](https://docs.rootcause.ai/more-details/applications/application-modules/await.md)
- [Delay](https://docs.rootcause.ai/more-details/applications/application-modules/delay.md)
- [Poll](https://docs.rootcause.ai/more-details/applications/application-modules/poll.md)
- [Resolve twin](https://docs.rootcause.ai/more-details/applications/application-modules/resolvetwin.md)
- [Connector read](https://docs.rootcause.ai/more-details/applications/application-modules/connectorread.md)
- [Series view](https://docs.rootcause.ai/more-details/applications/application-modules/seriesview.md)
- [Organisation Administration](https://docs.rootcause.ai/more-details/organisation-administration.md)
- [Python SDK](https://docs.rootcause.ai/api-and-integrations/sdk-getting-started.md)
- [Working with Digital Twins](https://docs.rootcause.ai/api-and-integrations/sdk-getting-started/sdk-working-with-twins.md)
- [Temporal and Panel Twins](https://docs.rootcause.ai/api-and-integrations/sdk-getting-started/sdk-temporal-and-panel-twins.md)
- [Sources from Connectors](https://docs.rootcause.ai/api-and-integrations/sdk-getting-started/sdk-sources-from-connectors.md)
- [Ontology Queries](https://docs.rootcause.ai/api-and-integrations/sdk-getting-started/sdk-ontology-queries.md)
- [Interactive Apps in Notebooks](https://docs.rootcause.ai/api-and-integrations/sdk-getting-started/sdk-notebook-apps.md)
- [Python API Reference](https://docs.rootcause.ai/api-and-integrations/sdk-getting-started/sdk-api-reference.md)
- [Module functions](https://docs.rootcause.ai/api-and-integrations/sdk-getting-started/sdk-api-reference/module-functions.md)
- [Workspaces and data](https://docs.rootcause.ai/api-and-integrations/sdk-getting-started/sdk-api-reference/workspaces.md)
- [Twin](https://docs.rootcause.ai/api-and-integrations/sdk-getting-started/sdk-api-reference/twin.md)
- [Graph](https://docs.rootcause.ai/api-and-integrations/sdk-getting-started/sdk-api-reference/graph.md)
- [Results](https://docs.rootcause.ai/api-and-integrations/sdk-getting-started/sdk-api-reference/results.md)
- [Ontology](https://docs.rootcause.ai/api-and-integrations/sdk-getting-started/sdk-api-reference/ontology.md)
- [Interventions](https://docs.rootcause.ai/api-and-integrations/sdk-getting-started/sdk-api-reference/interventions.md)
- [Notebook apps](https://docs.rootcause.ai/api-and-integrations/sdk-getting-started/sdk-api-reference/notebook-apps.md)
- [Exceptions](https://docs.rootcause.ai/api-and-integrations/sdk-getting-started/sdk-api-reference/exceptions.md)
- [Anchor SQL Reference](https://docs.rootcause.ai/api-and-integrations/anchor-sql.md)
- [REST API Reference](https://docs.rootcause.ai/api-and-integrations/rest-api-reference.md)
- [Applications](https://docs.rootcause.ai/api-and-integrations/rest-api-reference/applications.md)
- [Catalog](https://docs.rootcause.ai/api-and-integrations/rest-api-reference/catalog.md)
- [Connectors](https://docs.rootcause.ai/api-and-integrations/rest-api-reference/connectors.md)
- [Datasets](https://docs.rootcause.ai/api-and-integrations/rest-api-reference/datasets.md)
- [Digital Twins](https://docs.rootcause.ai/api-and-integrations/rest-api-reference/digital-twins.md)
- [Jobs](https://docs.rootcause.ai/api-and-integrations/rest-api-reference/jobs.md)
- [MCP](https://docs.rootcause.ai/api-and-integrations/rest-api-reference/mcp.md)
- [Ontology](https://docs.rootcause.ai/api-and-integrations/rest-api-reference/ontology.md)
- [Rendering](https://docs.rootcause.ai/api-and-integrations/rest-api-reference/rendering.md)
- [Simulations](https://docs.rootcause.ai/api-and-integrations/rest-api-reference/simulations.md)
- [Sources](https://docs.rootcause.ai/api-and-integrations/rest-api-reference/sources.md)
- [Workspaces](https://docs.rootcause.ai/api-and-integrations/rest-api-reference/workspaces.md)
- [Models](https://docs.rootcause.ai/api-and-integrations/rest-api-reference/models.md)
- [Running Simulations over REST](https://docs.rootcause.ai/api-and-integrations/rest-running-simulations.md)
- [API Access](https://docs.rootcause.ai/api-and-integrations/api-access.md)
- [MCP Integration](https://docs.rootcause.ai/api-and-integrations/api-access/mcp-integration.md)
- [Connecting AI Clients](https://docs.rootcause.ai/api-and-integrations/api-access/mcp-integration/mcp-connecting-clients.md)
- [What You Can Do](https://docs.rootcause.ai/api-and-integrations/api-access/mcp-integration/mcp-capabilities.md)
- [Guided Skills](https://docs.rootcause.ai/api-and-integrations/api-access/mcp-integration/mcp-skills.md)
- [Permissions and Safety](https://docs.rootcause.ai/api-and-integrations/api-access/mcp-integration/mcp-permissions-and-safety.md)
- [Interactive Results](https://docs.rootcause.ai/api-and-integrations/api-access/mcp-integration/mcp-interactive-results.md)
- [OAuth Apps](https://docs.rootcause.ai/api-and-integrations/api-access/oauth-apps.md)
- [Sources Overview](https://docs.rootcause.ai/data-sources-and-connectors/sources-overview.md): What sources are, where they live, and every way data gets into RootCause.
- [Local Uploads](https://docs.rootcause.ai/data-sources-and-connectors/local-uploads.md): Upload files from your computer, and what each file kind becomes.
- [Excel & Spreadsheets](https://docs.rootcause.ai/data-sources-and-connectors/local-uploads/excel-workbooks.md): How Excel uploads become workbook sources, and how to extract tables that survive re-upload.
- [Documents](https://docs.rootcause.ai/data-sources-and-connectors/local-uploads/document-uploads.md): Document sources, and extracting structured tables from contracts and reports.
- [Foundational Ontologies](https://docs.rootcause.ai/data-sources-and-connectors/foundational-ontologies.md): Curated, versioned packages of a prebuilt ontology plus licensed data, installed in one step.
- [Connectors](https://docs.rootcause.ai/data-sources-and-connectors/connectors.md): Live links to databases, warehouses, cloud storage and APIs, and the six import modes.
- [PostgreSQL](https://docs.rootcause.ai/data-sources-and-connectors/connectors/postgresql.md)
- [MySQL](https://docs.rootcause.ai/data-sources-and-connectors/connectors/mysql.md)
- [ClickHouse](https://docs.rootcause.ai/data-sources-and-connectors/connectors/clickhouse.md)
- [MongoDB](https://docs.rootcause.ai/data-sources-and-connectors/connectors/mongodb.md)
- [Snowflake](https://docs.rootcause.ai/data-sources-and-connectors/connectors/snowflake.md)
- [BigQuery](https://docs.rootcause.ai/data-sources-and-connectors/connectors/bigquery.md)
- [Amazon S3](https://docs.rootcause.ai/data-sources-and-connectors/connectors/s3.md)
- [Azure Data Lake](https://docs.rootcause.ai/data-sources-and-connectors/connectors/azure-data-lake.md)
- [Google Cloud Storage](https://docs.rootcause.ai/data-sources-and-connectors/connectors/google-cloud-storage.md)
- [Google Drive](https://docs.rootcause.ai/data-sources-and-connectors/connectors/google-drive.md)
- [REST API](https://docs.rootcause.ai/data-sources-and-connectors/connectors/rest-api.md)
- [Ontology](https://docs.rootcause.ai/core-technologies/ontology.md)
- [Causal Discovery](https://docs.rootcause.ai/core-technologies/causal-discovery.md)
- [Digital Twin & Simulations](https://docs.rootcause.ai/core-technologies/digital-twin-and-simulations.md)
- [Handling Combinatorial Explosion](https://docs.rootcause.ai/key-innovations/handling-combinatorial-explosion.md)
- [Addressing Domain Expertise](https://docs.rootcause.ai/key-innovations/addressing-domain-expertise.md)
- [Confounder Detection and Modeling](https://docs.rootcause.ai/key-innovations/confounder-detection-and-modeling.md)
- [Time-Series Causal Modeling](https://docs.rootcause.ai/key-innovations/time-series-causal-modeling.md)
- [Architecture & Security](https://docs.rootcause.ai/installation-and-deployment/architecture.md)
- [Requirements](https://docs.rootcause.ai/installation-and-deployment/requirements.md)
- [Deployment Guide](https://docs.rootcause.ai/installation-and-deployment/deployment.md)
- [Upgrades & Operations](https://docs.rootcause.ai/installation-and-deployment/upgrades-and-operations.md)