diff --git a/docs/modules/indexes/document_loaders/examples/pdf.ipynb b/docs/modules/indexes/document_loaders/examples/pdf.ipynb
index 6fcb8175..8d2e4270 100644
--- a/docs/modules/indexes/document_loaders/examples/pdf.ipynb
+++ b/docs/modules/indexes/document_loaders/examples/pdf.ipynb
@@ -566,10 +566,50 @@
     "Additionally, you can pass along any of the options from the [PyMuPDF documentation](https://pymupdf.readthedocs.io/en/latest/app1.html#plain-text/) as keyword arguments in the `load` call, and it will be pass along to the `get_text()` call."
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "f0048206",
+   "metadata": {},
+   "source": [
+    "## PyPDF Directory\n",
+    "\n",
+    "Load PDFs from directory"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "ecd0cb16",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from langchain.document_loaders import PyPDFDirectoryLoader"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "96592167",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "loader = PyPDFDirectoryLoader(\"example_data/\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "c750454c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "docs = loader.load()"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1bf73c97",
+   "id": "ab7f8fdb",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -577,9 +617,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "langchain_dev",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
-   "name": "langchain_dev"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -591,7 +631,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.8"
+   "version": "3.9.1"
   }
  },
  "nbformat": 4,
diff --git a/langchain/document_loaders/__init__.py b/langchain/document_loaders/__init__.py
index 3d978679..47c3fc02 100644
--- a/langchain/document_loaders/__init__.py
+++ b/langchain/document_loaders/__init__.py
@@ -55,6 +55,7 @@ from langchain.document_loaders.pdf import (
     PDFMinerLoader,
     PDFMinerPDFasHTMLLoader,
     PyMuPDFLoader,
+    PyPDFDirectoryLoader,
     PyPDFLoader,
     UnstructuredPDFLoader,
 )
@@ -166,4 +167,5 @@ __all__ = [
     "WebBaseLoader",
     "WhatsAppChatLoader",
     "YoutubeLoader",
+    "PyPDFDirectoryLoader",
 ]
diff --git a/langchain/document_loaders/pdf.py b/langchain/document_loaders/pdf.py
index 16a17115..9ff57d77 100644
--- a/langchain/document_loaders/pdf.py
+++ b/langchain/document_loaders/pdf.py
@@ -1,8 +1,10 @@
 """Loader that loads PDF files."""
+import logging
 import os
 import tempfile
 from abc import ABC
 from io import StringIO
+from pathlib import Path
 from typing import Any, List, Optional
 from urllib.parse import urlparse
 
@@ -12,6 +14,8 @@ from langchain.docstore.document import Document
 from langchain.document_loaders.base import BaseLoader
 from langchain.document_loaders.unstructured import UnstructuredFileLoader
 
+logger = logging.getLogger(__file__)
+
 
 class UnstructuredPDFLoader(UnstructuredFileLoader):
     """Loader that uses unstructured to load PDF files."""
@@ -106,6 +110,51 @@ class PyPDFLoader(BasePDFLoader):
             ]
 
 
+class PyPDFDirectoryLoader(BaseLoader):
+    """Loads a directory with PDF files with pypdf and chunks at character level.
+
+    Loader also stores page numbers in metadatas.
+    """
+
+    def __init__(
+        self,
+        path: str,
+        glob: str = "**/[!.]*.pdf",
+        silent_errors: bool = False,
+        load_hidden: bool = False,
+        recursive: bool = False,
+    ):
+        self.path = path
+        self.glob = glob
+        self.load_hidden = load_hidden
+        self.recursive = recursive
+        self.silent_errors = silent_errors
+
+    @staticmethod
+    def _is_visible(path: Path) -> bool:
+        return not any(part.startswith(".") for part in path.parts)
+
+    def load(self) -> List[Document]:
+        p = Path(self.path)
+        docs = []
+        items = p.rglob(self.glob) if self.recursive else p.glob(self.glob)
+        for i in items:
+            if i.is_file():
+                if self._is_visible(i.relative_to(p)) or self.load_hidden:
+                    try:
+                        loader = PyPDFLoader(str(i))
+                        sub_docs = loader.load()
+                        for doc in sub_docs:
+                            doc.metadata["source"] = str(i)
+                        docs.extend(sub_docs)
+                    except Exception as e:
+                        if self.silent_errors:
+                            logger.warning(e)
+                        else:
+                            raise e
+        return docs
+
+
 class PDFMinerLoader(BasePDFLoader):
     """Loader that uses PDFMiner to load PDF files."""