diff --git a/AGENTS.md b/AGENTS.md
index 91ac0a9..197c41f 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -2,7 +2,7 @@
 
 This file is for coding assistants such as Codex, Claude Code, Cursor, GitHub Copilot, Gemini CLI, OpenCode, and similar tools. It gives agents a short, public-safe map of the Quantiles repository and the rules for making focused, reviewable changes.
 
-Use the [`SKILL.md` file](https://github.com/quantiles-evals/skill/blob/main/SKILL.md) at [github.com/quantiles-evals/skill](https://github.com/quantiles-evals/skill) for guidance and details on common Quantiles workflows, including running evaluations, inspecting sample-level results, comparing runs, and interpreting outputs.
+Use the [`SKILL.md` file](https://github.com/quantiles-evals/skill/blob/main/SKILL.md) at [github.com/quantiles-evals/skill](https://github.com/quantiles-evals/skill) for guidance and details on common Quantiles workflows, including running evaluations, inspecting sample-level results, comparing runs, and interpreting outputs. For a concise, public, LLM-readable overview of Quantiles with links to agent guides and related documentation, see [quantiles.io/llms.txt](https://quantiles.io/llms.txt).
 
 To become familiar with this repository, and before attempting to complete tasks, read these files:
 
diff --git a/README.md b/README.md
index 0ae8886..de27d70 100644
--- a/README.md
+++ b/README.md
@@ -155,7 +155,7 @@ The code for the Python SDK is located in this repository at [`./python/`](./pyt
 
 ## Coding Agents
 
-Quantiles is designed to work well with coding agents such as Codex, Claude Code, Cursor, GitHub Copilot, Gemini CLI, OpenCode, and other agentic development tools.
+Quantiles is designed to work well with coding agents such as Codex, Claude Code, Cursor, GitHub Copilot, Gemini CLI, OpenCode, and other agentic development tools. For a concise, public, LLM-readable overview of Quantiles with links to agent guides and related documentation, see [quantiles.io/llms.txt](https://quantiles.io/llms.txt).
 
 ### `SKILL.md`