diff --git a/kit/feature/doc.go b/kit/feature/doc.go
new file mode 100644
index 00000000000..42ae73f62bf
--- /dev/null
+++ b/kit/feature/doc.go
@@ -0,0 +1,74 @@
+// Package feature provides feature flagging capabilities for InfluxDB servers.
+// This document describes this package and how it is used to control
+// experimental features in `influxd`.
+//
+// Flags are configured in `flags.yml` at the top of this repository.
+// Running `make flags` generates Go code based on this configuration
+// to programmatically test flag values in a given request context.
+// Boolean flags are the most common case, but integers, floats and
+// strings are supported for more complicated experiments.
+//
+// The `Flagger` interface is the crux of this package.
+// It computes a map of feature flag values for a given request context.
+// The default implementation always returns the flag default configured
+// in `flags.yml`. The override implementation allows an operator to
+// override feature flag defaults at startup. Changing these overrides
+// requires a restart.
+//
+// In `influxd`, a `Flagger` instance is provided to a `Handler` middleware
+// configured to intercept all API requests and annotate their request context
+// with a map of feature flags.
+//
+// A flag can opt in to be exposed externally in `flags.yml`. If exposed,
+// this flag will be included in the response from the `/api/v2/flags`
+// endpoint. This allows the UI and other API clients to control their
+// behavior according to the flag in addition to the server itself.
+//
+// A concrete example to illustrate the above:
+//
+// I have a feature called "My Feature" that will involve turning on new code
+//// in both the UI and the server.
+//
+// First, I add an entry to `flags.yml`.
+//
+// ```yaml
+// - name: My Feature
+//   description: My feature is awesome
+//   key: myFeature
+//   default: false
+//   expose: true
+//   contact: My Name
+// ```
+//
+// My flag type is inferred to be boolean by my defaulf of `false` when I run
+// `make flags` and the `feature` package now includes `func MyFeature() BoolFlag`.
+//
+// I use this to control my backend code with
+//
+// ```go
+// if feature.MyFeature.Enabled(ctx) {
+//   // new code...
+// } else {
+//   // new code...
+// }
+//
+// and the `/api/v2/flags` response provides the same information to the frontend.
+//
+// ```json
+// {
+//   "myFeature": false
+// }
+// ```
+//
+// While `false` by default, I can turn on my experimental feature by starting
+// my server with a flag override.
+//
+// ```
+// env INFLUXD_FEATURE_FLAGS="{\"flag1\":\value1\",\"key2\":\"value2\"}" influxd
+// ```
+//
+// ```
+// influxd --feature-flags flag1:value1,flag2:value2
+// ```
+//
+package feature
diff --git a/kit/feature/feature.go b/kit/feature/feature.go
index 53cf54a1211..4ba1f10d62f 100644
--- a/kit/feature/feature.go
+++ b/kit/feature/feature.go
@@ -1,4 +1,3 @@
-// Package feature defines interaction with the feature flagging system.
 package feature
 
 import (