diff --git a/mediapipe/framework/tool/switch/BUILD b/mediapipe/framework/tool/switch/BUILD
index 62f9095ef..e7a3ba741 100644
--- a/mediapipe/framework/tool/switch/BUILD
+++ b/mediapipe/framework/tool/switch/BUILD
@@ -32,3 +32,29 @@ cc_library(
         "//mediapipe/framework/port:status",
     ],
 )
+
+cc_library(
+    name = "graph_processor",
+    srcs = ["graph_processor.cc"],
+    hdrs = ["graph_processor.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":packet_processor",
+        "//mediapipe/framework:calculator_framework",
+        "//mediapipe/framework:collection_item_id",
+        "//mediapipe/framework:input_stream_shard",
+        "//mediapipe/framework:output_stream_shard",
+        "//mediapipe/framework:validated_graph_config",
+        "//mediapipe/framework/api2:node",
+        "//mediapipe/framework/api2:packet",
+        "//mediapipe/framework/port:integral_types",
+        "//mediapipe/framework/port:logging",
+        "//mediapipe/framework/port:ret_check",
+        "//mediapipe/framework/port:status",
+        "//mediapipe/framework/stream_handler:immediate_input_stream_handler",
+        "@com_google_absl//absl/synchronization",
+    ],
+    alwayslink = 1,
+)
diff --git a/mediapipe/framework/tool/switch/graph_processor.cc b/mediapipe/framework/tool/switch/graph_processor.cc
new file mode 100644
index 000000000..f35730761
--- /dev/null
+++ b/mediapipe/framework/tool/switch/graph_processor.cc
@@ -0,0 +1,110 @@
+#include "mediapipe/framework/tool/switch/graph_processor.h"
+
+#include "absl/synchronization/mutex.h"
+
+namespace mediapipe {
+
+// TODO: add support for input and output side packets.
+absl::Status GraphProcessor::Initialize(CalculatorGraphConfig graph_config) {
+  graph_config_ = graph_config;
+
+  ASSIGN_OR_RETURN(graph_input_map_,
+                   tool::TagMap::Create(graph_config_.input_stream()));
+  ASSIGN_OR_RETURN(graph_output_map_,
+                   tool::TagMap::Create(graph_config_.output_stream()));
+  return absl::OkStatus();
+}
+
+absl::Status GraphProcessor::AddPacket(CollectionItemId id, Packet packet) {
+  absl::MutexLock lock(&graph_mutex_);
+  const std::string& stream_name = graph_input_map_->Names().at(id.value());
+  return graph_->AddPacketToInputStream(stream_name, packet);
+}
+
+std::shared_ptr<tool::TagMap> GraphProcessor::InputTags() {
+  return graph_input_map_;
+}
+
+absl::Status GraphProcessor::SendPacket(CollectionItemId id, Packet packet) {
+  MP_RETURN_IF_ERROR(WaitUntilInitialized());
+  auto it = consumer_ids_.find(id);
+  if (it == consumer_ids_.end()) {
+    return absl::NotFoundError(
+        absl::StrCat("Consumer stream not found: ", id.value()));
+  }
+  return consumer_->AddPacket(it->second, packet);
+}
+
+void GraphProcessor::SetConsumer(PacketConsumer* consumer) {
+  absl::MutexLock lock(&graph_mutex_);
+  consumer_ = consumer;
+  auto input_map = consumer_->InputTags();
+  for (auto id = input_map->BeginId(); id != input_map->EndId(); ++id) {
+    auto tag_index = input_map->TagAndIndexFromId(id);
+    auto stream_id = graph_input_map_->GetId(tag_index.first, tag_index.second);
+    consumer_ids_[stream_id] = id;
+  }
+}
+
+absl::Status GraphProcessor::ObserveGraph() {
+  for (auto id = graph_output_map_->BeginId(); id != graph_output_map_->EndId();
+       ++id) {
+    std::string stream_name = graph_output_map_->Names().at(id.value());
+    MP_RETURN_IF_ERROR(graph_->ObserveOutputStream(
+        stream_name,
+        [this, id](const Packet& packet) { return SendPacket(id, packet); },
+        true));
+  }
+  return absl::OkStatus();
+}
+
+absl::Status GraphProcessor::WaitUntilInitialized() {
+  absl::MutexLock lock(&graph_mutex_);
+  auto is_initialized = [this]() ABSL_SHARED_LOCKS_REQUIRED(graph_mutex_) {
+    return graph_ != nullptr && consumer_ != nullptr;
+  };
+  graph_mutex_.AwaitWithTimeout(absl::Condition(&is_initialized),
+                                absl::Seconds(4));
+  RET_CHECK(is_initialized()) << "GraphProcessor initialization timed out.";
+  return absl::OkStatus();
+}
+
+absl::Status GraphProcessor::Start() {
+  absl::MutexLock lock(&graph_mutex_);
+  graph_ = std::make_unique<CalculatorGraph>();
+
+  // The graph is validated here with its specified inputs and output.
+  MP_RETURN_IF_ERROR(graph_->Initialize(graph_config_, side_packets_));
+  MP_RETURN_IF_ERROR(ObserveGraph());
+  MP_RETURN_IF_ERROR(graph_->StartRun({}));
+  return absl::OkStatus();
+}
+
+absl::Status GraphProcessor::Shutdown() {
+  absl::MutexLock lock(&graph_mutex_);
+  if (!graph_) {
+    return absl::OkStatus();
+  }
+  MP_RETURN_IF_ERROR(graph_->CloseAllPacketSources());
+  MP_RETURN_IF_ERROR(graph_->WaitUntilDone());
+  graph_ = nullptr;
+  return absl::OkStatus();
+}
+
+absl::Status GraphProcessor::WaitUntilIdle() {
+  absl::MutexLock lock(&graph_mutex_);
+  return graph_->WaitUntilIdle();
+}
+
+// TODO
+absl::Status GraphProcessor::SetSidePacket(CollectionItemId id, Packet packet) {
+  return absl::OkStatus();
+}
+// TODO
+std::shared_ptr<tool::TagMap> GraphProcessor::SideInputTags() {
+  return nullptr;
+}
+// TODO
+void GraphProcessor::SetSideConsumer(SidePacketConsumer* consumer) {}
+
+}  // namespace mediapipe
diff --git a/mediapipe/framework/tool/switch/graph_processor.h b/mediapipe/framework/tool/switch/graph_processor.h
new file mode 100644
index 000000000..e2220b5dc
--- /dev/null
+++ b/mediapipe/framework/tool/switch/graph_processor.h
@@ -0,0 +1,59 @@
+#ifndef MEDIAPIPE_FRAMEWORK_TOOL_GRAPH_PROCESSOR_H_
+#define MEDIAPIPE_FRAMEWORK_TOOL_GRAPH_PROCESSOR_H_
+
+#include <memory>
+
+#include "absl/synchronization/mutex.h"
+#include "mediapipe/framework/calculator_framework.h"
+#include "mediapipe/framework/collection_item_id.h"
+#include "mediapipe/framework/port/status.h"
+#include "mediapipe/framework/tool/switch/packet_processor.h"
+
+namespace mediapipe {
+
+// Processes MediaPipe Packets using a MediaPipe CalculatorGraph.
+class GraphProcessor : public PacketProcessor {
+ public:
+  GraphProcessor() = default;
+
+  // Configures this GraphProcessor to create a run a CalculatorGraph.
+  absl::Status Initialize(CalculatorGraphConfig graph_config);
+
+ public:
+  // The PacketProcessor interface.
+  absl::Status AddPacket(CollectionItemId id, Packet packet) override;
+  std::shared_ptr<tool::TagMap> InputTags() override;
+  absl::Status SetSidePacket(CollectionItemId id, Packet packet) override;
+  std::shared_ptr<tool::TagMap> SideInputTags() override;
+  void SetConsumer(PacketConsumer* consumer) override;
+  void SetSideConsumer(SidePacketConsumer* consumer) override;
+  absl::Status Start() override;
+  absl::Status Shutdown() override;
+  absl::Status WaitUntilIdle() override;
+
+ private:
+  // Sends a tagged output packet.
+  absl::Status SendPacket(CollectionItemId id, Packet packet);
+
+  // Observes output packets from the calculator graph.
+  absl::Status ObserveGraph() ABSL_SHARED_LOCKS_REQUIRED(graph_mutex_);
+
+  // Blocks until this GraphProcessor is initialized.
+  absl::Status WaitUntilInitialized();
+
+ private:
+  CalculatorGraphConfig graph_config_;
+  std::shared_ptr<tool::TagMap> graph_input_map_;
+  std::shared_ptr<tool::TagMap> graph_output_map_;
+  std::map<CollectionItemId, CollectionItemId> consumer_ids_;
+
+  PacketConsumer* consumer_ = nullptr;
+  std::map<std::string, Packet> side_packets_;
+  std::unique_ptr<CalculatorGraph> graph_ ABSL_GUARDED_BY(graph_mutex_) =
+      nullptr;
+  absl::Mutex graph_mutex_;
+};
+
+}  // namespace mediapipe
+
+#endif  // MEDIAPIPE_FRAMEWORK_TOOL_GRAPH_PROCESSOR_H_
diff --git a/mediapipe/framework/tool/switch/packet_processor.h b/mediapipe/framework/tool/switch/packet_processor.h
index 1789a46c5..d97883c53 100644
--- a/mediapipe/framework/tool/switch/packet_processor.h
+++ b/mediapipe/framework/tool/switch/packet_processor.h
@@ -56,7 +56,7 @@ class SidePacketConsumer {
   virtual std::shared_ptr<tool::TagMap> SideInputTags() = 0;
 };
 
-// SidePacketProducer deleivers several tagged constant packets.
+// SidePacketProducer delivers several tagged constant packets.
 class SidePacketProducer {
  public:
   virtual ~SidePacketProducer() = default;