diff --git a/query_modules/graph_analyzer.py b/query_modules/graph_analyzer.py
index 43ce83ad5..8e89c2222 100644
--- a/query_modules/graph_analyzer.py
+++ b/query_modules/graph_analyzer.py
@@ -1,11 +1,21 @@
+import sys
 import mgp
-
 from collections import OrderedDict
 from itertools import chain, repeat
 from inspect import cleandoc
-from typing import List, Tuple, Optional
-from mgp_networkx import MemgraphMultiDiGraph
-import networkx as nx
+from typing import List, Tuple
+try:
+    import networkx as nx
+except ImportError as import_error:
+    sys.stderr.write((
+        '\n'
+        'NOTE: Please install networkx to be able to use graph_analyzer '
+        'module. Using Python:\n'
+        + sys.version +
+        '\n'))
+    raise import_error
+# Imported last because it also depends on networkx.
+from mgp_networkx import MemgraphMultiDiGraph  # noqa E402
 
 
 _MAX_LIST_SIZE = 10
diff --git a/query_modules/mgp_networkx.py b/query_modules/mgp_networkx.py
index d53d5f60d..0539c6493 100644
--- a/query_modules/mgp_networkx.py
+++ b/query_modules/mgp_networkx.py
@@ -1,7 +1,16 @@
+import sys
 import mgp
-
 import collections
-import networkx as nx
+try:
+    import networkx as nx
+except ImportError as import_error:
+    sys.stderr.write((
+        '\n'
+        'NOTE: Please install networkx to be able to use Memgraph NetworkX '
+        'wrappers. Using Python:\n'
+        + sys.version +
+        '\n'))
+    raise import_error
 
 
 class MemgraphAdjlistOuterDict(collections.abc.Mapping):
diff --git a/query_modules/nxalg.py b/query_modules/nxalg.py
index 42abbdd42..2dea251e7 100644
--- a/query_modules/nxalg.py
+++ b/query_modules/nxalg.py
@@ -1,8 +1,22 @@
+import sys
 import mgp
-from mgp_networkx import (MemgraphMultiDiGraph, MemgraphDiGraph,
+try:
+    import networkx as nx
+    import numpy  # noqa E401
+    import scipy  # noqa E401
+except ImportError as import_error:
+    sys.stderr.write((
+        '\n'
+        'NOTE: Please install networkx, numpy, scipy to be able to '
+        'use proxied NetworkX algorithms. E.g., CALL nxalg.pagerank(...).\n'
+        'Using Python:\n'
+        + sys.version +
+        '\n'))
+    raise import_error
+# Imported last because it also depends on networkx.
+from mgp_networkx import (MemgraphMultiDiGraph, MemgraphDiGraph,  # noqa: E402
                           MemgraphMultiGraph, MemgraphGraph,
                           PropertiesDictionary)
-import networkx as nx
 
 
 # networkx.algorithms.approximation.connectivity.node_connectivity
diff --git a/query_modules/wcc.py b/query_modules/wcc.py
index 4e16e1f36..054461af9 100644
--- a/query_modules/wcc.py
+++ b/query_modules/wcc.py
@@ -1,6 +1,15 @@
+import sys
 import mgp
-
-import networkx as nx
+try:
+    import networkx as nx
+except ImportError as import_error:
+    sys.stderr.write(
+        '\n'
+        'NOTE: Please install networkx to be able to use wcc module.\n'
+        'Using Python:\n'
+        + sys.version +
+        '\n')
+    raise import_error
 
 
 @mgp.read_proc
@@ -28,8 +37,10 @@ def get_components(vertices: mgp.List[mgp.Vertex],
     vertices labeled `Person` and edges between such vertices can be obtained
     using the following openCypher query:
 
-    MATCH (n:Person)-[e]->(m:Person) WITH collect(n) AS nodes, collect(e) AS edges
-    CALL wcc.get_components(nodes, edges) YIELD * RETURN n_components, components;
+    MATCH (n:Person)-[e]->(m:Person)
+    WITH collect(n) AS nodes, collect(e) AS edges
+    CALL wcc.get_components(nodes, edges) YIELD *
+    RETURN n_components, components;
     '''
     g = nx.DiGraph()
     g.add_nodes_from(vertices)
diff --git a/release/docker/memgraph_community.dockerfile b/release/docker/memgraph_community.dockerfile
index 341c61baa..7c1556f0f 100644
--- a/release/docker/memgraph_community.dockerfile
+++ b/release/docker/memgraph_community.dockerfile
@@ -7,7 +7,7 @@ RUN apt-get update && apt-get install -y \
     --no-install-recommends \
   && rm -rf /var/lib/apt/lists/* /tmp/* /var/tmp/*
 
-RUN pip3 install networkx
+RUN pip3 install networkx==2.4 numpy==1.19.2 scipy==1.5.2
 
 COPY ${deb_release} /
 
diff --git a/release/docker/memgraph_enterprise.dockerfile b/release/docker/memgraph_enterprise.dockerfile
index 61495e71b..a002425df 100644
--- a/release/docker/memgraph_enterprise.dockerfile
+++ b/release/docker/memgraph_enterprise.dockerfile
@@ -7,7 +7,7 @@ RUN apt-get update && apt-get install -y \
     --no-install-recommends \
   && rm -rf /var/lib/apt/lists/* /tmp/* /var/tmp/*
 
-RUN pip3 install networkx
+RUN pip3 install networkx==2.4 numpy==1.19.2 scipy==1.5.2
 
 COPY ${deb_release} /