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

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This implementation provides comprehensive documentation covering essential topics such as billing management, client APIs, and AI integration. Readers can gain insights into efficient practices for managing analytics and leveraging advanced technologies in their operations.

247
Lines
-76% vs avg
1
Sections
-94% vs avg
1000+
Companies
using llms.txt
2
Files
llms.txt + full

Key Insights

Focused approach

A streamlined 1-section structure keeps things simple and scannable.

Comprehensive detail

247 lines of thorough documentation for AI systems.

Two-file approach

Uses both llms.txt and llms-full.txt for different AI use cases.

llms.txt Preview

First 100 lines of 247 total

# 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)

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