diff --git a/tof-voters/README.md b/tof-voters/README.md
new file mode 100644
index 0000000..10cd873
--- /dev/null
+++ b/tof-voters/README.md
@@ -0,0 +1,26 @@
+This tool is used for determining who is qualified for voting in a TOF election,
+based on the [requirements](https://github.com/openbmc/docs/blob/master/tof/membership-and-voting.md#metrics)
+set out by the TOF.
+
+The tool will query Gerrit for commits and reviews, process them, and generate a
+report of qualified individuals.
+
+The typical use of the tool is something like this:
+```sh
+./voters dump-gerrit --after=2021-06-30
+./voters analyze-commits --before "2022-01-01" --after "2021-06-30"
+./voters analyze-reviews --before "2022-01-01" --after "2021-06-30"
+./voters report
+cat data/report.json | \
+    jq "with_entries(select(.value.qualified) | .value = .value.points)"
+```
+
+The above will yield a JSON dictionary of "users:points" where 'qualified' is
+set in the users' dictionary from `report.json` like:
+```json
+{
+    "user1": 16,
+    "user2": 19,
+    ...
+}
+```