diff --git a/cmd/bsky-modactions/main.go b/cmd/bsky-modactions/main.go
--- a/cmd/bsky-modactions/main.go
+++ b/cmd/bsky-modactions/main.go
@@ -8,6 +8,7 @@ "log/slog"
 	"net/http"
 	"os"
 	"os/signal"
+	"time"
 
 	comatproto "github.com/bluesky-social/indigo/api/atproto"
 	"github.com/fxamacker/cbor/v2"
@@ -102,9 +103,32 @@ }
 			}
 		}()
 
+		mux := http.NewServeMux()
+		mux.HandleFunc("/config", configHandler)
+		mux.HandleFunc("/", valueHandler)
+
+		srv := &http.Server{
+			Addr:    "127.0.0.1:4456",
+			Handler: mux,
+		}
+
+		go func() {
+			if err := srv.ListenAndServe(); err != nil {
+				slog.Error("error starting HTTP server", "err", err)
+				return
+			}
+		}()
+
 		<-ctx.Done()
 		stop()
 		slog.Info("shutting down")
+
+		endctx, cancel := context.WithTimeout(context.TODO(), time.Minute)
+		defer cancel()
+
+		if err := srv.Shutdown(endctx); err != nil {
+			slog.Error("error shutting down server", "err", err)
+		}
 
 		return nil
 	}
diff --git a/cmd/bsky-modactions/munin.go b/cmd/bsky-modactions/munin.go
new file mode 100644
--- /dev/null
+++ b/cmd/bsky-modactions/munin.go
@@ -0,0 +1,55 @@
+package main
+
+import (
+	"context"
+	"fmt"
+	"net/http"
+	"regexp"
+
+	"github.com/redis/go-redis/v9"
+)
+
+// https://guide.munin-monitoring.org/en/latest/reference/plugin.html#notes-on-field-names
+var sanitize = regexp.MustCompile("[^a-zA-Z0-9_]")
+
+var rdb = redis.NewClient(&redis.Options{
+	Addr:     "localhost:6379",
+	Password: "",
+	DB:       0,
+})
+
+const AddedStop = 7
+
+func configHandler(w http.ResponseWriter, r *http.Request) {
+	labels, err := rdb.ZRevRange(context.TODO(), LabelsAdded, 0, AddedStop).Result()
+	if err != nil {
+		w.WriteHeader(http.StatusInternalServerError)
+		return
+	}
+
+	fmt.Fprint(w, "graph_title bluesky labels added\n")
+	fmt.Fprint(w, "graph_category bluesky\n")
+	fmt.Fprint(w, "graph_vlabel labels / ${graph_period}\n")
+	fmt.Fprint(w, "graph_width 600\n")
+	fmt.Fprint(w, "graph_height 300\n")
+
+	for _, label := range labels {
+		slug := sanitize.ReplaceAll([]byte(label), []byte("_"))
+		fmt.Fprintf(w, "%s.label %s\n", slug, label)
+		fmt.Fprintf(w, "%s.type DERIVE\n", slug)
+	}
+}
+
+func valueHandler(w http.ResponseWriter, r *http.Request) {
+	labels, err := rdb.ZRevRangeWithScores(context.TODO(), LabelsAdded, 0, AddedStop).Result()
+	if err != nil {
+		w.WriteHeader(http.StatusInternalServerError)
+		return
+	}
+
+	for _, label := range labels {
+		key := label.Member.(string)
+		slug := sanitize.ReplaceAll([]byte(key), []byte("_"))
+		fmt.Fprintf(w, "%s.value %0.f\n", slug, label.Score)
+	}
+}