diff --git a/spacy/__init__.py b/spacy/__init__.py
index e4e1f6c8e..b525a5ba5 100644
--- a/spacy/__init__.py
+++ b/spacy/__init__.py
@@ -8,7 +8,7 @@ warnings.filterwarnings("ignore", message="numpy.ufunc size changed")
 from thinc.api import prefer_gpu, require_gpu
 
 from . import pipeline
-from .cli.info import info as cli_info
+from .cli.info import info
 from .glossary import explain
 from .about import __version__
 from .errors import Errors, Warnings
@@ -34,7 +34,3 @@ def load(name, **overrides):
 def blank(name, **kwargs):
     LangClass = util.get_lang_class(name)
     return LangClass(**kwargs)
-
-
-def info(model=None, markdown=False, silent=False):
-    return cli_info(model, markdown, silent)
diff --git a/spacy/cli/info.py b/spacy/cli/info.py
index 3ac081c14..2722e7e58 100644
--- a/spacy/cli/info.py
+++ b/spacy/cli/info.py
@@ -5,7 +5,6 @@ from wasabi import Printer
 import srsly
 
 from ._app import app, Arg, Opt
-from .validate import get_model_pkgs
 from .. import util
 from .. import about
 
@@ -27,7 +26,7 @@ def info_cli(
 
 
 def info(
-    model: Optional[str], *, markdown: bool = False, silent: bool = True
+    model: Optional[str] = None, *, markdown: bool = False, silent: bool = True
 ) -> Union[str, dict]:
     msg = Printer(no_print=silent, pretty=not silent)
     if model:
@@ -43,7 +42,7 @@ def info(
         return markdown_data
     if not silent:
         msg.table(data, title=title)
-    return data
+    return {k.lower().replace(" ", "_"): v for k, v in data.items()}
 
 
 def info_spacy(*, silent: bool = True) -> Dict[str, any]:
@@ -52,8 +51,11 @@ def info_spacy(*, silent: bool = True) -> Dict[str, any]:
     silent (bool): Don't print anything, just return.
     RETURNS (dict): The spaCy info.
     """
-    all_models, _ = get_model_pkgs(silent=silent)
-    models = ", ".join(f"{m['name']} ({m['version']})" for m in all_models.values())
+    all_models = {}
+    for pkg_name in util.get_installed_models():
+        package = pkg_name.replace("-", "_")
+        all_models[package] = util.get_package_version(pkg_name)
+    models = ", ".join(f"{name} ({version})" for name, version in all_models.items())
     return {
         "spaCy version": about.__version__,
         "Location": str(Path(__file__).parent.parent),