diff --git a/dev/release/rat_exclude_files.txt b/dev/release/rat_exclude_files.txt
index 7953a5b4e2913..f5ce368df724e 100644
--- a/dev/release/rat_exclude_files.txt
+++ b/dev/release/rat_exclude_files.txt
@@ -60,6 +60,7 @@ datafusion/proto-common/src/generated/prost.rs
 .github/ISSUE_TEMPLATE/bug_report.yml
 .github/ISSUE_TEMPLATE/feature_request.yml
 .github/workflows/docs.yaml
+docs/source/llms.txt
 **/node_modules/*
 datafusion/wasmtest/pkg/*
 clippy.toml
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 03dcfb5bfa61b..c8027fc71bd54 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -109,6 +109,10 @@
 # so a file named "default.css" will overwrite the builtin "default.css".
 html_static_path = ["_static"]
 
+# Copy agent-facing files (llms.txt) verbatim to the site root so they
+# resolve at the conventional URL `https://datafusion.apache.org/llms.txt`.
+html_extra_path = ["llms.txt"]
+
 html_logo = "_static/images/2x_bgwhite_original.png"
 
 html_css_files = ["theme_overrides.css"]
diff --git a/docs/source/llms.txt b/docs/source/llms.txt
new file mode 100644
index 0000000000000..5d738107c8d33
--- /dev/null
+++ b/docs/source/llms.txt
@@ -0,0 +1,26 @@
+# Apache DataFusion
+
+> Apache DataFusion is an extensible query engine written in Rust that uses Apache Arrow as its in-memory format. This file is a directory of agent-facing entry points for the DataFusion ecosystem — the Rust core query engine and its subprojects. Subproject `llms.txt` files contain the project-specific guidance for writing code against each one.
+
+## Core DataFusion (Rust)
+
+- [User guide](https://datafusion.apache.org/user-guide/introduction.html): install, example usage, SQL, DataFrame, expressions, configuration, explain plans.
+- [Library user guide](https://datafusion.apache.org/library-user-guide/index.html): embedding DataFusion, extending SQL, custom table providers, building logical plans, the query optimizer.
+- [Contributor guide](https://datafusion.apache.org/contributor-guide/index.html): development environment, architecture, testing, release management, governance.
+- [Rust API docs (`docs.rs`)](https://docs.rs/datafusion/latest/datafusion/): generated reference for the `datafusion` crate.
+- [GitHub repository](https://github.com/apache/datafusion): source, issues, pull requests.
+
+## Subprojects
+
+Each subproject may expose its own `llms.txt` at `<docs root>/llms.txt` — agents following the [llmstxt.org](https://llmstxt.org) convention can probe these paths for project-specific guidance.
+
+- [DataFusion Python](https://datafusion.apache.org/python/): Python bindings — SQL and lazy DataFrame API over Apache Arrow.
+- [DataFusion Ballista](https://datafusion.apache.org/ballista/): distributed execution extension for DataFusion.
+- [DataFusion Comet](https://datafusion.apache.org/comet/): Apache Spark accelerator built on DataFusion.
+
+## Optional
+
+- [Blog](https://datafusion.apache.org/blog/): release notes and ecosystem updates.
+- [crates.io `datafusion`](https://crates.io/crates/datafusion): published crate.
+- [Code of conduct](https://github.com/apache/datafusion/blob/main/CODE_OF_CONDUCT.md)
+- [Apache Software Foundation](https://apache.org)