diff --git a/.changelog/11270.txt b/.changelog/11270.txt
new file mode 100644
index 00000000000..964ac391b16
--- /dev/null
+++ b/.changelog/11270.txt
@@ -0,0 +1,3 @@
+```release-note:improvement
+cli: Improved autocomplete support for job dispatch and operator debug
+```
diff --git a/command/job_dispatch.go b/command/job_dispatch.go
index 022c24a5165..68e9863ab38 100644
--- a/command/job_dispatch.go
+++ b/command/job_dispatch.go
@@ -6,7 +6,6 @@ import (
 	"os"
 	"strings"
 
-	"github.com/hashicorp/nomad/api/contexts"
 	flaghelper "github.com/hashicorp/nomad/helper/flags"
 	"github.com/posener/complete"
 )
@@ -75,11 +74,20 @@ func (c *JobDispatchCommand) AutocompleteArgs() complete.Predictor {
 			return nil
 		}
 
-		resp, _, err := client.Search().PrefixSearch(a.Last, contexts.Jobs, nil)
+		resp, _, err := client.Jobs().PrefixList(a.Last)
 		if err != nil {
 			return []string{}
 		}
-		return resp.Matches[contexts.Jobs]
+
+		// filter by parameterized jobs
+		matches := make([]string, 0, len(resp))
+		for _, job := range resp {
+			if job.ParameterizedJob {
+				matches = append(matches, job.ID)
+			}
+		}
+		return matches
+
 	})
 }
 
diff --git a/command/job_dispatch_test.go b/command/job_dispatch_test.go
index c1a4e406031..37e4a39264b 100644
--- a/command/job_dispatch_test.go
+++ b/command/job_dispatch_test.go
@@ -9,7 +9,7 @@ import (
 	"github.com/hashicorp/nomad/nomad/mock"
 	"github.com/mitchellh/cli"
 	"github.com/posener/complete"
-	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
 )
 
 func TestJobDispatchCommand_Implements(t *testing.T) {
@@ -50,7 +50,6 @@ func TestJobDispatchCommand_Fails(t *testing.T) {
 }
 
 func TestJobDispatchCommand_AutocompleteArgs(t *testing.T) {
-	assert := assert.New(t)
 	t.Parallel()
 
 	srv, _, url := testServer(t, true, nil)
@@ -62,13 +61,27 @@ func TestJobDispatchCommand_AutocompleteArgs(t *testing.T) {
 	// Create a fake job
 	state := srv.Agent.Server().State()
 	j := mock.Job()
-	assert.Nil(state.UpsertJob(structs.MsgTypeTestSetup, 1000, j))
+	require.Nil(t, state.UpsertJob(structs.MsgTypeTestSetup, 1000, j))
 
 	prefix := j.ID[:len(j.ID)-5]
 	args := complete.Args{Last: prefix}
 	predictor := cmd.AutocompleteArgs()
 
+	// No parameterized jobs, should be 0 results
 	res := predictor.Predict(args)
-	assert.Equal(1, len(res))
-	assert.Equal(j.ID, res[0])
+	require.Equal(t, 0, len(res))
+
+	// Create a fake parameterized job
+	j1 := mock.Job()
+	j1.ParameterizedJob = &structs.ParameterizedJobConfig{}
+	require.Nil(t, state.UpsertJob(structs.MsgTypeTestSetup, 2000, j1))
+
+	prefix = j1.ID[:len(j1.ID)-5]
+	args = complete.Args{Last: prefix}
+	predictor = cmd.AutocompleteArgs()
+
+	// Should return 1 parameterized job
+	res = predictor.Predict(args)
+	require.Equal(t, 1, len(res))
+	require.Equal(t, j1.ID, res[0])
 }
diff --git a/command/operator_debug.go b/command/operator_debug.go
index 97385bf3ad0..1646f062d8f 100644
--- a/command/operator_debug.go
+++ b/command/operator_debug.go
@@ -21,6 +21,7 @@ import (
 
 	"github.com/hashicorp/go-cleanhttp"
 	"github.com/hashicorp/nomad/api"
+	"github.com/hashicorp/nomad/api/contexts"
 	"github.com/hashicorp/nomad/helper"
 	"github.com/hashicorp/nomad/nomad/structs"
 	"github.com/posener/complete"
@@ -179,12 +180,12 @@ func (c *OperatorDebugCommand) AutocompleteFlags() complete.Flags {
 		complete.Flags{
 			"-duration":       complete.PredictAnything,
 			"-interval":       complete.PredictAnything,
-			"-log-level":      complete.PredictAnything,
+			"-log-level":      complete.PredictSet("TRACE", "DEBUG", "INFO", "WARN", "ERROR"),
 			"-max-nodes":      complete.PredictAnything,
-			"-node-class":     complete.PredictAnything,
-			"-node-id":        complete.PredictAnything,
-			"-server-id":      complete.PredictAnything,
-			"-output":         complete.PredictAnything,
+			"-node-class":     NodeClassPredictor(c.Client),
+			"-node-id":        NodePredictor(c.Client),
+			"-server-id":      ServerPredictor(c.Client),
+			"-output":         complete.PredictDirs("*"),
 			"-pprof-duration": complete.PredictAnything,
 			"-consul-token":   complete.PredictAnything,
 			"-vault-token":    complete.PredictAnything,
@@ -195,6 +196,79 @@ func (c *OperatorDebugCommand) AutocompleteArgs() complete.Predictor {
 	return complete.PredictNothing
 }
 
+// NodePredictor returns a client node predictor
+func NodePredictor(factory ApiClientFactory) complete.Predictor {
+	return complete.PredictFunc(func(a complete.Args) []string {
+		client, err := factory()
+		if err != nil {
+			return nil
+		}
+
+		resp, _, err := client.Search().PrefixSearch(a.Last, contexts.Nodes, nil)
+		if err != nil {
+			return []string{}
+		}
+		return resp.Matches[contexts.Nodes]
+	})
+}
+
+// NodeClassPredictor returns a client node class predictor
+// TODO: Consider API options for node class filtering
+func NodeClassPredictor(factory ApiClientFactory) complete.Predictor {
+	return complete.PredictFunc(func(a complete.Args) []string {
+		client, err := factory()
+		if err != nil {
+			return nil
+		}
+
+		nodes, _, err := client.Nodes().List(nil) // TODO: should be *api.QueryOptions that matches region
+		if err != nil {
+			return []string{}
+		}
+
+		// Build map of unique node classes across all nodes
+		classes := make(map[string]bool)
+		for _, node := range nodes {
+			classes[node.NodeClass] = true
+		}
+
+		// Iterate over node classes looking for match
+		filtered := []string{}
+		for class := range classes {
+			if strings.HasPrefix(class, a.Last) {
+				filtered = append(filtered, class)
+			}
+		}
+
+		return filtered
+	})
+}
+
+// ServerPredictor returns a server member predictor
+// TODO: Consider API options for server member filtering
+func ServerPredictor(factory ApiClientFactory) complete.Predictor {
+	return complete.PredictFunc(func(a complete.Args) []string {
+		client, err := factory()
+		if err != nil {
+			return nil
+		}
+		members, err := client.Agent().Members()
+		if err != nil {
+			return []string{}
+		}
+
+		// Iterate over server members looking for match
+		filtered := []string{}
+		for _, member := range members.Members {
+			if strings.HasPrefix(member.Name, a.Last) {
+				filtered = append(filtered, member.Name)
+			}
+		}
+
+		return filtered
+	})
+}
+
 func (c *OperatorDebugCommand) Name() string { return "debug" }
 
 func (c *OperatorDebugCommand) Run(args []string) int {