MotherDuck's 247-line llms.txt shows what thorough AI preparation looks like

# MotherDuck Docs

## Docs

- [Billing](https://motherduck.com/docs/about-motherduck/billing)
- [Instances](https://motherduck.com/docs/about-motherduck/billing/instances)
- [Managing Billing](https://motherduck.com/docs/about-motherduck/billing/managing-billing)
- [Pricing](https://motherduck.com/docs/about-motherduck/billing/pricing)
- [About Motherduck](https://motherduck.com/docs/about-motherduck)
- [Legal](https://motherduck.com/docs/about-motherduck/legal)
- [Release Notes](https://motherduck.com/docs/about-motherduck/release-notes)
- [Callback](https://motherduck.com/docs/auth/callback)
- [Silent](https://motherduck.com/docs/auth/silent)
- [Ai](https://motherduck.com/docs/category/ai)
- [Client Apis](https://motherduck.com/docs/category/client-apis)
- [Python](https://motherduck.com/docs/category/python)
- [Server Connection Management](https://motherduck.com/docs/category/server-connection-management)
- [Sql Assistant](https://motherduck.com/docs/category/sql-assistant)
- [Storage Lifecycle](https://motherduck.com/docs/concepts/Storage-lifecycle)
- [Architecture And Capabilities](https://motherduck.com/docs/concepts/architecture-and-capabilities)
- [Database Concepts](https://motherduck.com/docs/concepts/database-concepts)
- [Duckdb Extensions](https://motherduck.com/docs/concepts/duckdb-extensions)
- [Ducklake](https://motherduck.com/docs/concepts/ducklake)
- [Concepts](https://motherduck.com/docs/concepts)
- [Object Name Resolution](https://motherduck.com/docs/concepts/object-name-resolution)
- [Pgduckdb](https://motherduck.com/docs/concepts/pgduckdb)
- [Results](https://motherduck.com/docs/concepts/results)
- [Customer Facing Analytics](https://motherduck.com/docs/getting-started/customer-facing-analytics)
- [Data Warehouse](https://motherduck.com/docs/getting-started/data-warehouse)
- [E2e Tutorial](https://motherduck.com/docs/getting-started/e2e-tutorial)
- [Part 1](https://motherduck.com/docs/getting-started/e2e-tutorial/part-1)
- [Part 2](https://motherduck.com/docs/getting-started/e2e-tutorial/part-2)
- [Part 3](https://motherduck.com/docs/getting-started/e2e-tutorial/part-3)
- [Getting Started](https://motherduck.com/docs/getting-started)
- [C](https://motherduck.com/docs/getting-started/interfaces/client-apis/c)
- [Choose Database](https://motherduck.com/docs/getting-started/interfaces/client-apis/connect-query-from-python/choose-database)
- [Installation Authentication](https://motherduck.com/docs/getting-started/interfaces/client-apis/connect-query-from-python/installation-authentication)
- [Loading Data Into Md](https://motherduck.com/docs/getting-started/interfaces/client-apis/connect-query-from-python/loading-data-into-md)
- [Query Data](https://motherduck.com/docs/getting-started/interfaces/client-apis/connect-query-from-python/query-data)
- [Go](https://motherduck.com/docs/getting-started/interfaces/client-apis/go)
- [Java](https://motherduck.com/docs/getting-started/interfaces/client-apis/java)
- [Nodejs](https://motherduck.com/docs/getting-started/interfaces/client-apis/nodejs)
- [Odbc](https://motherduck.com/docs/getting-started/interfaces/client-apis/odbc)
- [Other](https://motherduck.com/docs/getting-started/interfaces/client-apis/other)
- [R](https://motherduck.com/docs/getting-started/interfaces/client-apis/r)
- [Rust](https://motherduck.com/docs/getting-started/interfaces/client-apis/rust)
- [Wasm](https://motherduck.com/docs/getting-started/interfaces/client-apis/wasm)
- [Connect Query From Duckdb Cli](https://motherduck.com/docs/getting-started/interfaces/connect-query-from-duckdb-cli)
- [Interfaces](https://motherduck.com/docs/getting-started/interfaces)
- [Motherduck Quick Tour](https://motherduck.com/docs/getting-started/interfaces/motherduck-quick-tour)
- [Air Quality](https://motherduck.com/docs/getting-started/sample-data-queries/air-quality)
- [Datasets](https://motherduck.com/docs/getting-started/sample-data-queries/datasets)
- [Foursquare](https://motherduck.com/docs/getting-started/sample-data-queries/foursquare)
- [Hacker News](https://motherduck.com/docs/getting-started/sample-data-queries/hacker-news)
- [Nyc 311 Data](https://motherduck.com/docs/getting-started/sample-data-queries/nyc-311-data)
- [Pypi](https://motherduck.com/docs/getting-started/sample-data-queries/pypi)
- [Stackoverflow](https://motherduck.com/docs/getting-started/sample-data-queries/stackoverflow)
- [Stackoverflow Survey](https://motherduck.com/docs/getting-started/sample-data-queries/stackoverflow-survey)
- [Home](https://motherduck.com/docs)
- [Evidence](https://motherduck.com/docs/integrations/bi-tools/evidence)
- [Hex](https://motherduck.com/docs/integrations/bi-tools/hex)
- [Bi Tools](https://motherduck.com/docs/integrations/bi-tools)
- [Metabase](https://motherduck.com/docs/integrations/bi-tools/metabase)
- [Powerbi](https://motherduck.com/docs/integrations/bi-tools/powerbi)
- [Superset Preset](https://motherduck.com/docs/integrations/bi-tools/superset-preset)
- [Tableau](https://motherduck.com/docs/integrations/bi-tools/tableau)
- [Amazon S3](https://motherduck.com/docs/integrations/cloud-storage/amazon-s3)
- [Azure Blob Storage](https://motherduck.com/docs/integrations/cloud-storage/azure-blob-storage)
- [Cloudflare R2](https://motherduck.com/docs/integrations/cloud-storage/cloudflare-r2)
- [Google Cloud Storage](https://motherduck.com/docs/integrations/cloud-storage/google-cloud-storage)
- [Hetzner Object Storage](https://motherduck.com/docs/integrations/cloud-storage/hetzner-object-storage)
- [Cloud Storage](https://motherduck.com/docs/integrations/cloud-storage)
- [Tigris](https://motherduck.com/docs/integrations/cloud-storage/tigris)
- [Data Quality](https://motherduck.com/docs/integrations/data-quality)
- [Data Science Ai](https://motherduck.com/docs/integrations/data-science-ai)
- [Marimo](https://motherduck.com/docs/integrations/data-science-ai/marimo)
- [Bigquery](https://motherduck.com/docs/integrations/databases/bigquery)
- [Databases](https://motherduck.com/docs/integrations/databases)
- [Postgres](https://motherduck.com/docs/integrations/databases/postgres)
- [Dev Tools](https://motherduck.com/docs/integrations/dev-tools)
- [Apache Iceberg](https://motherduck.com/docs/integrations/file-formats/apache-iceberg)
- [Delta Lake](https://motherduck.com/docs/integrations/file-formats/delta-lake)
- [Ducklake](https://motherduck.com/docs/integrations/file-formats/ducklake)
- [File Formats](https://motherduck.com/docs/integrations/file-formats)
- [How To Integrate](https://motherduck.com/docs/integrations/how-to-integrate)
- [Integrations](https://motherduck.com/docs/integrations)
- [Dlt](https://motherduck.com/docs/integrations/ingestion/dlt)
- [Ingestion](https://motherduck.com/docs/integrations/ingestion)
- [Streamkap](https://motherduck.com/docs/integrations/ingestion/streamkap)
- [Go Driver](https://motherduck.com/docs/integrations/language-apis-and-drivers/go-driver)
- [Language Apis And Drivers](https://motherduck.com/docs/integrations/language-apis-and-drivers)
- [Jdbc Driver](https://motherduck.com/docs/integrations/language-apis-and-drivers/jdbc-driver)
- [Python Overview](https://motherduck.com/docs/integrations/language-apis-and-drivers/python/python-overview)
- [Sqlalchemy](https://motherduck.com/docs/integrations/language-apis-and-drivers/python/sqlalchemy)
- [R](https://motherduck.com/docs/integrations/language-apis-and-drivers/r)
- [Orchestration](https://motherduck.com/docs/integrations/orchestration)
- [Reverse Etl](https://motherduck.com/docs/integrations/reverse-etl)
- [Datagrip](https://motherduck.com/docs/integrations/sql-ides/datagrip)
- [Dbeaver](https://motherduck.com/docs/integrations/sql-ides/dbeaver)
- [Sql Ides](https://motherduck.com/docs/integrations/sql-ides)