diff --git a/README.md b/README.md
index 53934f3..25e88ee 100644
--- a/README.md
+++ b/README.md
@@ -37,21 +37,21 @@ mix dialyzer
 
 ### Command line options
 
-  * `--no-compile`                 - do not compile even if needed.
-  * `--no-check`                   - do not perform (quick) check to see if PLT needs to be updated.
-  * `--ignore-exit-status`         - display warnings but do not halt the VM or return an exit status code.
-  * `--list-unused-filters` - list unused ignore filters useful for CI. do
-      not use with `mix do`.
-  * `--plt` - only build the required PLT(s) and exit
-  *  `--format short`              - format the warnings in a compact format, suitable for ignore file using Elixir term format.
-  *  `--format raw`                - format the warnings in format returned before Dialyzer formatting.
-  *  `--format dialyxir`           - format the warnings in a pretty printed format. (default)
-  *  `--format dialyzer`           - format the warnings in the original Dialyzer format, suitable for ignore file using simple string matches.
-  *  `--format github`             - format the warnings in the Github Actions message format.
-  *  `--format ignore_file`        - format the warnings in {file, warning} format for Elixir Format ignore file.
-  *  `--format ignore_file_strict` - format the warnings in {file, short_description} format for Elixir Format ignore file.
-  *  `--quiet`                     - suppress all informational messages.
-  *  `--quiet-with-result`         - suppress all informational messages except for the final result message
+  * `--no-compile`                  - do not compile even if needed.
+  * `--no-check`                    - do not perform (quick) check to see if PLT needs to be updated.
+  * `--ignore-exit-status`          - display warnings but do not halt the VM or return an exit status code.
+  * `--list-unused-filters`         - list unused ignore filters useful for CI. do not use with `mix do`.
+  * `--plt` - only build the requir ed PLT(s) and exit.
+  * `--format <name>`               - Specify the format for the warnings, can be specified multiple times to print warnings multiple times in different output formats. Defaults to `dialyxir`.
+    * `--format short`              - format the warnings in a compact format, suitable for ignore file using Elixir term format.
+    * `--format raw`                - format the warnings in format returned before Dialyzer formatting.
+    * `--format dialyxir`           - format the warnings in a pretty printed format. (default)
+    * `--format dialyzer`           - format the warnings in the original Dialyzer format, suitable for ignore file using simple string matches.
+    * `--format github`             - format the warnings in the Github Actions message format.
+    * `--format ignore_file`        - format the warnings in {file, warning} format for Elixir Format ignore file.
+    * `--format ignore_file_strict` - format the warnings in {file, short_description} format for Elixir Format ignore file.
+  * `--quiet`                       - suppress all informational messages.
+  * `--quiet-with-result`           - suppress all informational messages except for the final result message.
 
 Warning flags passed to this task are passed on to `:dialyzer` - e.g.
 
diff --git a/docs/github_actions.md b/docs/github_actions.md
index dc863fc..45cba27 100644
--- a/docs/github_actions.md
+++ b/docs/github_actions.md
@@ -42,7 +42,10 @@ steps:
         priv/plts
 
   - name: Run dialyzer
-    run: mix dialyzer --format github
+    # Two formats are included for ease of debugging and it is lightly recommended to use both, see https://github.com/jeremyjh/dialyxir/issues/530 for reasoning
+    # --format github is helpful to print the warnings in a way that GitHub understands and can place on the /files page of a PR
+    # --format dialyxir allows the raw GitHub actions logs to be useful because they have the full warning printed
+    run: mix dialyzer --format github --format dialyxir
 
 # ...
-```
\ No newline at end of file
+```
diff --git a/lib/dialyxir/dialyzer.ex b/lib/dialyxir/dialyzer.ex
index 90e1cc1..9171249 100644
--- a/lib/dialyxir/dialyzer.ex
+++ b/lib/dialyxir/dialyzer.ex
@@ -14,40 +14,25 @@ defmodule Dialyxir.Dialyzer do
       :quiet_with_result
     ]
 
+    @default_formatter Dialyxir.Formatter.Dialyxir
+
     def run(args, filterer) do
       try do
         {split, args} = Keyword.split(args, @dialyxir_args)
 
         quiet_with_result? = split[:quiet_with_result]
 
-        formatter =
-          cond do
-            split[:format] == "dialyzer" ->
-              Dialyxir.Formatter.Dialyzer
-
-            split[:format] == "dialyxir" ->
-              Dialyxir.Formatter.Dialyxir
-
-            split[:format] == "github" ->
-              Dialyxir.Formatter.Github
-
-            split[:format] == "ignore_file" ->
-              Dialyxir.Formatter.IgnoreFile
-
-            split[:format] == "ignore_file_strict" ->
-              Dialyxir.Formatter.IgnoreFileStrict
-
-            split[:format] == "raw" ->
-              Dialyxir.Formatter.Raw
-
-            split[:format] == "short" ->
-              Dialyxir.Formatter.Short
-
-            split[:raw] ->
-              Dialyxir.Formatter.Raw
+        raw_formatters =
+          if split[:raw] do
+            Enum.uniq(split[:format] ++ ["raw"])
+          else
+            split[:format]
+          end
 
-            true ->
-              Dialyxir.Formatter.Dialyxir
+        formatters =
+          case raw_formatters do
+            [] -> [@default_formatter]
+            raw_formatters -> Enum.map(raw_formatters, &parse_formatter/1)
           end
 
         info("Starting Dialyzer")
@@ -66,7 +51,7 @@ defmodule Dialyxir.Dialyzer do
                result,
                filterer,
                filter_map_args,
-               formatter,
+               formatters,
                quiet_with_result?
              ) do
           {:ok, formatted_warnings, :no_unused_filters} ->
@@ -83,6 +68,24 @@ defmodule Dialyxir.Dialyzer do
           {:error, ":dialyzer.run error: " <> Chars.to_string(msg)}
       end
     end
+
+    defp parse_formatter("dialyzer"), do: Dialyxir.Formatter.Dialyzer
+    defp parse_formatter("dialyxir"), do: Dialyxir.Formatter.Dialyxir
+    defp parse_formatter("github"), do: Dialyxir.Formatter.Github
+    defp parse_formatter("ignore_file"), do: Dialyxir.Formatter.IgnoreFile
+    defp parse_formatter("ignore_file_string"), do: Dialyxir.Formatter.IgnoreFileStrict
+    defp parse_formatter("raw"), do: Dialyxir.Formatter.Raw
+    defp parse_formatter("short"), do: Dialyxir.Formatter.Short
+
+    defp parse_formatter(unknown) do
+      warning("""
+      Unrecognized formatter #{unknown} received. \
+      Known formatters are dialyzer, dialyxir, github, ignore_file, ignore_file_string, raw, and short. \
+      Falling back to dialyxir.
+      """)
+
+      @default_formatter
+    end
   end
 
   @success_return_code 0
diff --git a/lib/dialyxir/formatter.ex b/lib/dialyxir/formatter.ex
index e1c9a47..6c9bac3 100644
--- a/lib/dialyxir/formatter.ex
+++ b/lib/dialyxir/formatter.ex
@@ -22,7 +22,7 @@ defmodule Dialyxir.Formatter do
     "done in #{minutes}m#{seconds}s"
   end
 
-  @spec format_and_filter([tuple], module, Keyword.t(), t(), boolean()) :: tuple
+  @spec format_and_filter([tuple], module, Keyword.t(), [t()], boolean()) :: tuple
   def format_and_filter(
         warnings,
         filterer,
@@ -31,7 +31,7 @@ defmodule Dialyxir.Formatter do
         quiet_with_result? \\ false
       )
 
-  def format_and_filter(warnings, filterer, filter_map_args, formatter, quiet_with_result?) do
+  def format_and_filter(warnings, filterer, filter_map_args, formatters, quiet_with_result?) do
     filter_map = filterer.filter_map(filter_map_args)
 
     {filtered_warnings, filter_map} = filter_warnings(warnings, filterer, filter_map)
@@ -39,7 +39,9 @@ defmodule Dialyxir.Formatter do
     formatted_warnings =
       filtered_warnings
       |> filter_legacy_warnings(filterer)
-      |> Enum.map(&formatter.format/1)
+      |> Enum.flat_map(fn legacy_warning ->
+        Enum.map(formatters, & &1.format(legacy_warning))
+      end)
       |> Enum.uniq()
 
     show_count_skipped(warnings, formatted_warnings, filter_map, quiet_with_result?)
diff --git a/lib/mix/tasks/dialyzer.ex b/lib/mix/tasks/dialyzer.ex
index 768935f..b545aaf 100644
--- a/lib/mix/tasks/dialyzer.ex
+++ b/lib/mix/tasks/dialyzer.ex
@@ -17,13 +17,14 @@ defmodule Mix.Tasks.Dialyzer do
     * `--list-unused-filters` - list unused ignore filters useful for CI. do
       not use with `mix do`.
     * `--plt` - only build the required PLT(s) and exit
-    * `--format short`       - format the warnings in a compact format
-    * `--format raw`         - format the warnings in format returned before Dialyzer formatting
-    * `--format dialyxir`    - format the warnings in a pretty printed format
-    * `--format dialyzer`    - format the warnings in the original Dialyzer format
-    * `--format github`      - format the warnings in the Github Actions message format
-    * `--format ignore_file` - format the warnings in {file, warning} format for Elixir Format ignore file
-    * `--format ignore_file_strict` - format the warnings in {file, short_description} format for Elixir Format ignore file.
+    * `--format <name>`        - Specify the format for the warnings, can be specified multiple times to print warnings multiple times in different output formats. Defaults to `dialyxir`.
+      * `--format short`       - format the warnings in a compact format, suitable for ignore file using Elixir term format.
+      * `--format raw`         - format the warnings in format returned before Dialyzer formatting
+      * `--format dialyxir`    - format the warnings in a pretty printed format (default)
+      * `--format dialyzer`    - format the warnings in the original Dialyzer format
+      * `--format github`      - format the warnings in the Github Actions message format
+      * `--format ignore_file` - format the warnings in {file, warning} format for Elixir Format ignore file
+      * `--format ignore_file_strict` - format the warnings in {file, short_description} format for Elixir Format ignore file.
     * `--quiet` - suppress all informational messages
     * `--quiet-with-result` - suppress all informational messages except for the final result message
 
@@ -154,7 +155,7 @@ defmodule Mix.Tasks.Dialyzer do
                      quiet: :boolean,
                      quiet_with_result: :boolean,
                      raw: :boolean,
-                     format: :string
+                     format: [:string, :keep]
                    )
 
   def run(args) do
@@ -265,7 +266,7 @@ defmodule Mix.Tasks.Dialyzer do
       {:init_plt, String.to_charlist(Project.plt_file())},
       {:files, Project.dialyzer_files()},
       {:warnings, dialyzer_warnings(dargs)},
-      {:format, opts[:format]},
+      {:format, Keyword.get_values(opts, :format)},
       {:raw, opts[:raw]},
       {:list_unused_filters, opts[:list_unused_filters]},
       {:ignore_exit_status, opts[:ignore_exit_status]},
diff --git a/mix.exs b/mix.exs
index ab06c9b..baddc93 100644
--- a/mix.exs
+++ b/mix.exs
@@ -15,7 +15,7 @@ defmodule Dialyxir.Mixfile do
       deps: deps(),
       aliases: [test: "test --no-start"],
       dialyzer: [
-        plt_apps: [:dialyzer, :elixir, :kernel, :mix, :stdlib, :erlex],
+        plt_apps: [:dialyzer, :elixir, :kernel, :mix, :stdlib, :erlex, :logger],
         ignore_warnings: ".dialyzer_ignore.exs",
         flags: [:unmatched_returns, :error_handling, :underspecs]
       ],
@@ -33,7 +33,10 @@ defmodule Dialyxir.Mixfile do
   end
 
   def application do
-    [mod: {Dialyxir, []}, extra_applications: [:dialyzer, :crypto, :mix, :erts, :syntax_tools]]
+    [
+      mod: {Dialyxir, []},
+      extra_applications: [:dialyzer, :crypto, :mix, :erts, :syntax_tools, :logger]
+    ]
   end
 
   defp description do
diff --git a/test/dialyxir/formatter_test.exs b/test/dialyxir/formatter_test.exs
index 030e89c..bb75883 100644
--- a/test/dialyxir/formatter_test.exs
+++ b/test/dialyxir/formatter_test.exs
@@ -6,6 +6,7 @@ defmodule Dialyxir.FormatterTest do
   alias Dialyxir.Formatter
   alias Dialyxir.Formatter.Dialyxir, as: DialyxirFormatter
   alias Dialyxir.Formatter.Dialyzer, as: DialyzerFormatter
+  alias Dialyxir.Formatter.Github, as: GithubFormatter
   alias Dialyxir.Formatter.Short, as: ShortFormatter
   alias Dialyxir.Formatter.IgnoreFileStrict, as: IgnoreFileStrictFormatter
   alias Dialyxir.Project
@@ -45,7 +46,7 @@ defmodule Dialyxir.FormatterTest do
                      ],
                      Project,
                      [],
-                     unquote(formatter)
+                     [unquote(formatter)]
                    )
 
           assert message =~ unquote(message)
@@ -67,7 +68,7 @@ defmodule Dialyxir.FormatterTest do
 
       in_project(:ignore, fn ->
         {:error, remaining, _unused_filters_present} =
-          Formatter.format_and_filter(warnings, Project, [], ShortFormatter)
+          Formatter.format_and_filter(warnings, Project, [], [ShortFormatter])
 
         assert remaining == []
       end)
@@ -85,7 +86,7 @@ defmodule Dialyxir.FormatterTest do
 
       in_project(:ignore_strict, fn ->
         {:ok, remaining, :no_unused_filters} =
-          Formatter.format_and_filter(warnings, Project, [], IgnoreFileStrictFormatter)
+          Formatter.format_and_filter(warnings, Project, [], [IgnoreFileStrictFormatter])
 
         assert remaining == []
       end)
@@ -98,7 +99,7 @@ defmodule Dialyxir.FormatterTest do
 
       in_project(:ignore, fn ->
         {:error, [remaining], _} =
-          Formatter.format_and_filter([warning], Project, [], ShortFormatter)
+          Formatter.format_and_filter([warning], Project, [], [ShortFormatter])
 
         assert remaining =~ ~r/different_file.* no local return/
       end)
@@ -111,7 +112,7 @@ defmodule Dialyxir.FormatterTest do
 
       in_project(:ignore, fn ->
         {:error, remaining, _unused_filters_present} =
-          Formatter.format_and_filter([warning], Project, [], ShortFormatter)
+          Formatter.format_and_filter([warning], Project, [], [ShortFormatter])
 
         assert remaining == []
       end)
@@ -126,7 +127,7 @@ defmodule Dialyxir.FormatterTest do
 
       in_project(:ignore, fn ->
         assert {:warn, [], {:unused_filters_present, warning}} =
-                 Formatter.format_and_filter([warning], Project, filter_args, :dialyxir)
+                 Formatter.format_and_filter([warning], Project, filter_args, [:dialyxir])
 
         assert warning =~ "Unused filters:"
       end)
@@ -141,7 +142,7 @@ defmodule Dialyxir.FormatterTest do
 
       in_project(:ignore, fn ->
         {:error, [], {:unused_filters_present, error}} =
-          Formatter.format_and_filter([warning], Project, filter_args, :dialyxir)
+          Formatter.format_and_filter([warning], Project, filter_args, [:dialyxir])
 
         assert error =~ "Unused filters:"
       end)
@@ -156,7 +157,7 @@ defmodule Dialyxir.FormatterTest do
 
       in_project(:ignore, fn ->
         assert {:warn, [], {:unused_filters_present, warning}} =
-                 Formatter.format_and_filter([warning], Project, filter_args, :dialyxir)
+                 Formatter.format_and_filter([warning], Project, filter_args, [:dialyxir])
 
         refute warning =~ "Unused filters:"
       end)
@@ -169,12 +170,28 @@ defmodule Dialyxir.FormatterTest do
         {:warn_matching, {~c"a/file.ex", 17}, {:pattern_match, [~c"pattern 'ok'", ~c"'error'"]}}
 
       in_project(:ignore_string, fn ->
-        assert Formatter.format_and_filter([warning], Project, [], :dialyzer) ==
+        assert Formatter.format_and_filter([warning], Project, [], [:dialyzer]) ==
                  {:ok, [], :no_unused_filters}
       end)
     end
   end
 
+  describe "multiple formatters" do
+    test "short and github" do
+      warning =
+        {:warn_return_no_exit, {~c"a/different_file.ex", 17},
+         {:no_return, [:only_normal, :format_long, 1]}}
+
+      in_project(:ignore, fn ->
+        {:error, [short_formatted, github_formatted], _} =
+          Formatter.format_and_filter([warning], Project, [], [ShortFormatter, GithubFormatter])
+
+        assert short_formatted =~ ~r/different_file.* no local return/
+        assert github_formatted =~ ~r/^::warning file=a\/different_file\.ex.* no local return/
+      end)
+    end
+  end
+
   test "listing unused filter behaves the same for different formats" do
     warnings = [
       {:warn_return_no_exit, {~c"a/regex_file.ex", 17},
@@ -194,7 +211,7 @@ defmodule Dialyxir.FormatterTest do
     for format <- [ShortFormatter, DialyxirFormatter, DialyzerFormatter] do
       in_project(:ignore, fn ->
         capture_io(fn ->
-          result = Formatter.format_and_filter(warnings, Project, filter_args, format)
+          result = Formatter.format_and_filter(warnings, Project, filter_args, [format])
 
           assert {:error, [warning], {:unused_filters_present, unused}} = result
           assert warning =~ expected_warning
diff --git a/test/mix/tasks/dialyzer_test.exs b/test/mix/tasks/dialyzer_test.exs
index 4500eb0..01b2434 100644
--- a/test/mix/tasks/dialyzer_test.exs
+++ b/test/mix/tasks/dialyzer_test.exs
@@ -67,4 +67,14 @@ defmodule Mix.Tasks.DialyzerTest do
     assert result =~
              ~r/Total errors: ., Skipped: ., Unnecessary Skips: .\ndone \(passed successfully\)\n/
   end
+
+  @tag :output_tests
+  test "Warning is printed when unknown format is requested" do
+    args = ["dialyzer", "--format", "foo"]
+    env = [{"MIX_ENV", "prod"}]
+    {result, 0} = System.cmd("mix", args, env: env)
+
+    assert result =~
+             "Unrecognized formatter foo received. Known formatters are dialyzer, dialyxir, github, ignore_file, ignore_file_string, raw, and short. Falling back to dialyxir."
+  end
 end