diff --git a/dvc/command/repro.py b/dvc/command/repro.py
--- a/dvc/command/repro.py
+++ b/dvc/command/repro.py
@@ -44,6 +44,7 @@ def run(self):
                     run_all=self.args.run_all,
                     jobs=self.args.jobs,
                     params=self.args.params,
+                    pull=self.args.pull,
                 )
 
                 if len(stages) == 0:
@@ -198,4 +199,13 @@ def add_parser(subparsers, parent_parser):
     repro_parser.add_argument(
         "-j", "--jobs", type=int, help=argparse.SUPPRESS, metavar="<number>"
     )
+    repro_parser.add_argument(
+        "--pull",
+        action="store_true",
+        default=False,
+        help=(
+            "Try automatically pulling missing cache for outputs restored "
+            "from the run-cache."
+        ),
+    )
     repro_parser.set_defaults(func=CmdRepro)
diff --git a/dvc/repo/fetch.py b/dvc/repo/fetch.py
--- a/dvc/repo/fetch.py
+++ b/dvc/repo/fetch.py
@@ -36,8 +36,6 @@ def fetch(
             remote is configured
     """
 
-    used_run_cache = self.stage_cache.pull(remote) if run_cache else []
-
     if isinstance(targets, str):
         targets = [targets]
 
@@ -51,13 +49,14 @@ def fetch(
         remote=remote,
         jobs=jobs,
         recursive=recursive,
-        used_run_cache=used_run_cache,
     )
 
     downloaded = 0
     failed = 0
 
     try:
+        if run_cache:
+            self.stage_cache.pull(remote)
         downloaded += self.cloud.pull(
             used, jobs, remote=remote, show_checksums=show_checksums,
         )
@@ -75,7 +74,7 @@ def fetch(
     if failed:
         raise DownloadError(failed)
 
-    return downloaded + len(used_run_cache)
+    return downloaded
 
 
 def _fetch_external(self, repo_url, repo_rev, files, jobs):
diff --git a/dvc/stage/__init__.py b/dvc/stage/__init__.py
--- a/dvc/stage/__init__.py
+++ b/dvc/stage/__init__.py
@@ -421,14 +421,14 @@ def commit(self):
             out.commit()
 
     @rwlocked(read=["deps"], write=["outs"])
-    def run(self, dry=False, no_commit=False, force=False, run_cache=True):
+    def run(self, dry=False, no_commit=False, force=False, **kwargs):
         if (self.cmd or self.is_import) and not self.frozen and not dry:
             self.remove_outs(ignore_remove=False, force=False)
 
         if not self.frozen and self.is_import:
             sync_import(self, dry, force)
         elif not self.frozen and self.cmd:
-            run_stage(self, dry, force, run_cache)
+            run_stage(self, dry, force, **kwargs)
         else:
             args = (
                 ("outputs", "frozen ") if self.frozen else ("data sources", "")
diff --git a/dvc/stage/cache.py b/dvc/stage/cache.py
--- a/dvc/stage/cache.py
+++ b/dvc/stage/cache.py
@@ -156,33 +156,37 @@ def save(self, stage):
         dump_yaml(tmp, cache)
         self.tree.move(PathInfo(tmp), path)
 
-    def _restore(self, stage):
-        stage.save_deps()
-        cache = self._load(stage)
-        if not cache:
-            raise RunCacheNotFoundError(stage)
-
-        StageLoader.fill_from_lock(stage, cache)
-        for out in self._uncached_outs(stage, cache):
-            out.checkout()
-
-        if not stage.outs_cached():
-            raise RunCacheNotFoundError(stage)
-
-    def restore(self, stage, run_cache=True):
+    def restore(self, stage, run_cache=True, pull=False):
         if stage.is_callback or stage.always_changed:
             raise RunCacheNotFoundError(stage)
 
-        if not stage.already_cached():
+        if (
+            not stage.changed_stage()
+            and stage.deps_cached()
+            and all(bool(out.hash_info) for out in stage.outs)
+        ):
+            cache = to_single_stage_lockfile(stage)
+        else:
             if not run_cache:  # backward compatibility
                 raise RunCacheNotFoundError(stage)
-            self._restore(stage)
+            stage.save_deps()
+            cache = self._load(stage)
+            if not cache:
+                raise RunCacheNotFoundError(stage)
+
+        cached_stage = self._create_stage(cache, wdir=stage.wdir)
+
+        if pull:
+            self.repo.cloud.pull(cached_stage.get_used_cache())
+
+        if not cached_stage.outs_cached():
+            raise RunCacheNotFoundError(stage)
 
         logger.info(
             "Stage '%s' is cached - skipping run, checking out outputs",
             stage.addressing,
         )
-        stage.checkout()
+        cached_stage.checkout()
 
     @staticmethod
     def _transfer(func, from_remote, to_remote):
diff --git a/dvc/stage/run.py b/dvc/stage/run.py
--- a/dvc/stage/run.py
+++ b/dvc/stage/run.py
@@ -81,12 +81,12 @@ def cmd_run(stage, *args, **kwargs):
         raise StageCmdFailedError(stage.cmd, retcode)
 
 
-def run_stage(stage, dry=False, force=False, run_cache=False):
+def run_stage(stage, dry=False, force=False, **kwargs):
     if not (dry or force):
         from .cache import RunCacheNotFoundError
 
         try:
-            stage.repo.stage_cache.restore(stage, run_cache=run_cache)
+            stage.repo.stage_cache.restore(stage, **kwargs)
             return
         except RunCacheNotFoundError:
             pass

For the record: `--run-cache` flag is just a temporary solution and is not meant to accept targets. We will likely just support `dvc pull target` that will then somehow look into the run-cache by itself and pull by itself or suggest a hint on how to do it. run-cache is really an implementation detail that should be hidden away. We need to take a closer look at this.
Oh, ok. Is there any kind of estimative on this being prioritized? 

As described in the forum, I was planning to use `--run-cache` as a workaround for deploying models, but the lack of targets selection makes it impossible.
Hi @maricatovictor ! Sorry for the delay. We've added this task to the next sprint (starting next week).
diff --git a/tests/func/test_run_cache.py b/tests/func/test_run_cache.py
--- a/tests/func/test_run_cache.py
+++ b/tests/func/test_run_cache.py
@@ -2,6 +2,7 @@
 
 from dvc.dvcfile import PIPELINE_LOCK
 from dvc.utils import relpath
+from dvc.utils.fs import remove
 
 
 def _recurse_count_files(path):
@@ -15,7 +16,7 @@ def test_push_pull(tmp_dir, dvc, erepo_dir, run_copy, local_remote):
     erepo_dir.add_remote(config=local_remote.config)
     with erepo_dir.chdir():
         assert not os.path.exists(erepo_dir.dvc.stage_cache.cache_dir)
-        assert erepo_dir.dvc.pull(run_cache=True)["fetched"] == 2
+        assert erepo_dir.dvc.pull(run_cache=True)["fetched"] == 0
         assert os.listdir(erepo_dir.dvc.stage_cache.cache_dir)
 
 
@@ -32,7 +33,7 @@ def test_restore(tmp_dir, dvc, run_copy, mocker):
 
     (stage,) = dvc.reproduce("copy-foo-bar")
 
-    mock_restore.assert_called_once_with(stage, run_cache=True)
+    mock_restore.assert_called_once_with(stage)
     mock_run.assert_not_called()
     assert (tmp_dir / "bar").exists() and not (tmp_dir / "foo").unlink()
     assert (tmp_dir / PIPELINE_LOCK).exists()
@@ -103,7 +104,7 @@ def test_memory_for_multiple_runs_of_same_stage(
     assert (tmp_dir / PIPELINE_LOCK).exists()
     assert (tmp_dir / "bar").read_text() == "foobar"
     mock_run.assert_not_called()
-    mock_restore.assert_called_once_with(stage, run_cache=True)
+    mock_restore.assert_called_once_with(stage)
     mock_restore.reset_mock()
 
     (tmp_dir / PIPELINE_LOCK).unlink()
@@ -112,7 +113,7 @@ def test_memory_for_multiple_runs_of_same_stage(
 
     assert (tmp_dir / "bar").read_text() == "foo"
     mock_run.assert_not_called()
-    mock_restore.assert_called_once_with(stage, run_cache=True)
+    mock_restore.assert_called_once_with(stage)
     assert (tmp_dir / "bar").exists() and not (tmp_dir / "foo").unlink()
     assert (tmp_dir / PIPELINE_LOCK).exists()
 
@@ -141,7 +142,7 @@ def test_memory_runs_of_multiple_stages(tmp_dir, dvc, run_copy, mocker):
     assert (tmp_dir / "foo.bak").read_text() == "foo"
     assert (tmp_dir / PIPELINE_LOCK).exists()
     mock_run.assert_not_called()
-    mock_restore.assert_called_once_with(stage, run_cache=True)
+    mock_restore.assert_called_once_with(stage)
     mock_restore.reset_mock()
 
     (stage,) = dvc.reproduce("backup-bar")
@@ -149,4 +150,28 @@ def test_memory_runs_of_multiple_stages(tmp_dir, dvc, run_copy, mocker):
     assert (tmp_dir / "bar.bak").read_text() == "bar"
     assert (tmp_dir / PIPELINE_LOCK).exists()
     mock_run.assert_not_called()
-    mock_restore.assert_called_once_with(stage, run_cache=True)
+    mock_restore.assert_called_once_with(stage)
+
+
+def test_restore_pull(tmp_dir, dvc, run_copy, mocker, local_remote):
+    tmp_dir.gen("foo", "foo")
+    stage = run_copy("foo", "bar", name="copy-foo-bar")
+
+    dvc.push()
+
+    mock_restore = mocker.spy(dvc.stage_cache, "restore")
+    mock_run = mocker.patch("dvc.stage.run.cmd_run")
+    mock_checkout = mocker.spy(dvc.cache.local, "checkout")
+
+    # removing any information that `dvc` could use to re-generate from
+    (tmp_dir / "bar").unlink()
+    (tmp_dir / PIPELINE_LOCK).unlink()
+    remove(stage.outs[0].cache_path)
+
+    (stage,) = dvc.reproduce("copy-foo-bar", pull=True)
+
+    mock_restore.assert_called_once_with(stage, pull=True)
+    mock_run.assert_not_called()
+    mock_checkout.assert_called_once()
+    assert (tmp_dir / "bar").exists() and not (tmp_dir / "foo").unlink()
+    assert (tmp_dir / PIPELINE_LOCK).exists()
diff --git a/tests/unit/command/test_repro.py b/tests/unit/command/test_repro.py
--- a/tests/unit/command/test_repro.py
+++ b/tests/unit/command/test_repro.py
@@ -19,6 +19,7 @@
     "queue": False,
     "run_all": False,
     "jobs": None,
+    "pull": False,
 }
 
 
diff --git a/tests/unit/stage/test_cache.py b/tests/unit/stage/test_cache.py
--- a/tests/unit/stage/test_cache.py
+++ b/tests/unit/stage/test_cache.py
@@ -40,12 +40,12 @@ def test_stage_cache(tmp_dir, dvc, mocker):
     assert os.path.isfile(cache_file)
 
     run_spy = mocker.patch("dvc.stage.run.cmd_run")
-    checkout_spy = mocker.spy(stage, "checkout")
+    checkout_spy = mocker.spy(dvc.cache.local, "checkout")
     with dvc.lock, dvc.state:
         stage.run()
 
     assert not run_spy.called
-    assert checkout_spy.call_count == 1
+    assert checkout_spy.call_count == 2
 
     assert (tmp_dir / "out").exists()
     assert (tmp_dir / "out_no_cache").exists()
@@ -93,12 +93,12 @@ def test_stage_cache_params(tmp_dir, dvc, mocker):
     assert os.path.isfile(cache_file)
 
     run_spy = mocker.patch("dvc.stage.run.cmd_run")
-    checkout_spy = mocker.spy(stage, "checkout")
+    checkout_spy = mocker.spy(dvc.cache.local, "checkout")
     with dvc.lock, dvc.state:
         stage.run()
 
     assert not run_spy.called
-    assert checkout_spy.call_count == 1
+    assert checkout_spy.call_count == 2
 
     assert (tmp_dir / "out").exists()
     assert (tmp_dir / "out_no_cache").exists()
@@ -147,12 +147,12 @@ def test_stage_cache_wdir(tmp_dir, dvc, mocker):
     assert os.path.isfile(cache_file)
 
     run_spy = mocker.patch("dvc.stage.run.cmd_run")
-    checkout_spy = mocker.spy(stage, "checkout")
+    checkout_spy = mocker.spy(dvc.cache.local, "checkout")
     with dvc.lock, dvc.state:
         stage.run()
 
     assert not run_spy.called
-    assert checkout_spy.call_count == 1
+    assert checkout_spy.call_count == 2
 
     assert (tmp_dir / "wdir" / "out").exists()
     assert (tmp_dir / "wdir" / "out_no_cache").exists()

Make `dvc pull --run-cache` allow `targets` for a granular pull process
Right now, if I do 

`dvc pull [target]`
this will pull *only* the `target` I am interested in.

However, if I do `dvc pull --run-cache [targets]`
the `target` is ignored, *everything* is pulled from remote. Not even a warning is thrown that `--run-cache` does not accept granularly pulling files.


This is based on https://discuss.dvc.org/t/dvc-pull-run-cache-target/444 discussion

tests/unit/command/test_repro.py::test_default_arguments tests/unit/command/test_repro.py::test_downstream