diff --git a/examples/recursive-web-loader.py b/examples/recursive-web-loader.py
index 2a06fba35..74adcbfc8 100644
--- a/examples/recursive-web-loader.py
+++ b/examples/recursive-web-loader.py
@@ -8,6 +8,8 @@ from langchain.utils.html import extract_sub_links
 from permchain import Pregel, channels
 from permchain.pregel import PregelRead
 
+# Load url with sync httpx client
+
 
 class LoadUrlInput(TypedDict):
     url: str
@@ -15,22 +17,28 @@ class LoadUrlInput(TypedDict):
     client: httpx.Client
 
 
+def load_url(input: LoadUrlInput) -> str:
+    response = input["client"].get(input["url"])
+    return response.text
+
+
+# Same as above but with async httpx client
+
+
 class LoadUrlInputAsync(TypedDict):
     url: str
     visited: FrozenSet[str]
     client: httpx.AsyncClient
 
 
-def load_url(input: LoadUrlInput) -> str:
-    response = input["client"].get(input["url"])
-    return response.text
-
-
 async def load_url_async(input: LoadUrlInputAsync) -> str:
     response = await input["client"].get(input["url"])
     return response.text
 
 
+# default metadata extractor copied from langchain.document_loaders
+
+
 def _metadata_extractor(raw_html: str, url: str) -> dict:
     """Extract metadata from raw html using BeautifulSoup."""
     metadata = {"source": url}
@@ -55,19 +63,29 @@ def recursive_web_loader(
     extractor: Optional[Callable[[str], str]] = None,
     metadata_extractor: Optional[Callable[[str, str], dict]] = None,
 ) -> Pregel:
+    # assign default extractors
     extractor = extractor or (lambda x: x)
     metadata_extractor = metadata_extractor or _metadata_extractor
+    # the main chain that gets executed recursively
     chain = (
+        # while there are urls in next_urls
+        # run the chain below for each url in next_urls
+        # adding the current values of visited set, base_url and httpx client
         Pregel.subscribe_to_each("next_urls", key="url").join(
             ["visited", "client", "base_url"]
         )
+        # load the url (with sync and async implementations)
         | RunnablePassthrough.assign(body=RunnableLambda(load_url, load_url_async))
         | Pregel.send_to(
+            # send this url to the visited set
             visited=lambda x: x["url"],
+            # send a new document to the documents stream
             documents=lambda x: Document(
                 page_content=extractor(x["body"]),
                 metadata=metadata_extractor(x["body"], x["url"]),
             ),
+            # send the next urls to the next_urls set
+            # only if not visited already
             next_urls=lambda x: [
                 url
                 for url in extract_sub_links(
@@ -79,8 +97,11 @@ def recursive_web_loader(
         )
     )
     return Pregel(
+        # use the base_url as the first url to visit
         Pregel.subscribe_to("base_url") | Pregel.send_to("next_urls"),
+        # add the main chain
         chain,
+        # define the channels
         channels={
             "base_url": channels.LastValue(str),
             "next_urls": channels.UniqueInbox(str),
@@ -90,8 +111,10 @@ def recursive_web_loader(
                 httpx.Client | httpx.AsyncClient, httpx.Client, httpx.AsyncClient
             ),
         },
+        # this will accept a string as input
         input="base_url",
-        output="visited",
+        # and return a dict with documents and visited set
+        output=["documents", "visited"],
     )