diff --git a/notebooks/index.clj b/notebooks/index.clj
index 09c2282..222b852 100644
--- a/notebooks/index.clj
+++ b/notebooks/index.clj
@@ -1,13 +1,39 @@
+
+;; Kind-pyplot is a small Clojure library for visualizing Python plots. It uses the [Kindly](https://scicloj.github.io/kindly/) convention, and will thus work in Kindly-compatible tools such as [Clay](https://scicloj.github.io/clay/).
+
+;; The implementation is inspired by the [Parens for Pyplot](https://gigasquidsoftware.com/blog/2020/01/18/parens-for-pyplot/) tutorial by Carin Meier from Jan 2020.
+
+;; ## Setup
+
 (ns index
-  (:require [libpython-clj2.require :refer [require-python]]
-            [libpython-clj2.python :refer [py. py.. py.-] :as py]
-            [scicloj.kind-pyplot.v1.api :as pyplot]))
+  (:require [scicloj.kind-pyplot.v1.api :as pyplot]))
 
-;; From the Parens for Pyplot blogpost:
 
-(require-python '[numpy :as np])
+;; ## API
+
+;; The `with-pyplot` macro takes Clojure forms that create a plot.
+;; It evaluates them, and returns a showable (SVG) plot. For example:
+
+(pyplot/with-pyplot
+  (matplotlib.pyplot/plot
+   [1 2 3 4 5 6]
+   [1 4 9 16 25 36]))
+
+;; The `pyplot` function takes a Clojure function that creates a plot.
+;; It calls the function, and returns a showable (SVG) plot. For example:
+
+(pyplot/pyplot
+ #(matplotlib.pyplot/plot
+   [1 2 3 4 5 6]
+   [1 4 9 16 25 36]))
+
+;; ## More examples
 
-(require '[clojure.math :as math])
+;; ## From the [Parens for Pyplot tutorial](https://gigasquidsoftware.com/blog/2020/01/18/parens-for-pyplot/)
+
+(require '[libpython-clj2.require :refer [require-python]]
+         '[clojure.math :as math])
+(require-python '[numpy :as np])
 
 (def sine-data
   (let [x (range 0 (* 3 np/pi) 0.1)]
@@ -24,7 +50,7 @@
    (:x sine-data)
    (:y sine-data)))
 
-;; From the [Seaborn intro](https://seaborn.pydata.org/tutorial/introduction):
+;; ## From the [Seaborn intro](https://seaborn.pydata.org/tutorial/introduction):
 
 (require-python '[seaborn :as sns])