diff --git a/skyvern/__init__.py b/skyvern/__init__.py
index d4ac57e4..59618ede 100644
--- a/skyvern/__init__.py
+++ b/skyvern/__init__.py
@@ -38,6 +38,7 @@ from skyvern.services.script_service import (  # noqa: E402
     login,  # noqa: E402
     loop,  # noqa: E402
     parse_file,  # noqa: E402
+    parse_pdf,  # noqa: E402
     prompt,  # noqa: E402
     render_list,  # noqa: E402
     render_template,  # noqa: E402
@@ -64,6 +65,7 @@ __all__ = [
     "login",
     "loop",
     "parse_file",
+    "parse_pdf",
     "prompt",
     "render_list",
     "render_template",
diff --git a/skyvern/core/script_generations/generate_script.py b/skyvern/core/script_generations/generate_script.py
index dd6cc886..e0f92d7d 100644
--- a/skyvern/core/script_generations/generate_script.py
+++ b/skyvern/core/script_generations/generate_script.py
@@ -1044,6 +1044,55 @@ def _build_file_upload_statement(block: dict[str, Any]) -> cst.SimpleStatementLi
     return cst.SimpleStatementLine([cst.Expr(cst.Await(call))])
 
 
+def _build_pdf_parser_statement(block: dict[str, Any]) -> cst.SimpleStatementLine:
+    """Build a skyvern.parse_pdf statement."""
+    args = [
+        cst.Arg(
+            keyword=cst.Name("file_url"),
+            value=_value(block.get("file_url", "")),
+            whitespace_after_arg=cst.ParenthesizedWhitespace(
+                indent=True,
+                last_line=cst.SimpleWhitespace(INDENT),
+            ),
+        ),
+    ]
+
+    if block.get("json_schema") is not None:
+        args.append(
+            cst.Arg(
+                keyword=cst.Name("schema"),
+                value=_value(block.get("json_schema")),
+                whitespace_after_arg=cst.ParenthesizedWhitespace(
+                    indent=True,
+                    last_line=cst.SimpleWhitespace(INDENT),
+                ),
+            )
+        )
+
+    if block.get("label") is not None:
+        args.append(
+            cst.Arg(
+                keyword=cst.Name("label"),
+                value=_value(block.get("label")),
+                whitespace_after_arg=cst.ParenthesizedWhitespace(
+                    indent=True,
+                    last_line=cst.SimpleWhitespace(INDENT),
+                ),
+            )
+        )
+    _mark_last_arg_as_comma(args)
+
+    call = cst.Call(
+        func=cst.Attribute(value=cst.Name("skyvern"), attr=cst.Name("parse_pdf")),
+        args=args,
+        whitespace_before_args=cst.ParenthesizedWhitespace(
+            indent=True,
+            last_line=cst.SimpleWhitespace(INDENT),
+        ),
+    )
+    return cst.SimpleStatementLine([cst.Expr(cst.Await(call))])
+
+
 def _build_file_url_parser_statement(block: dict[str, Any]) -> cst.SimpleStatementLine:
     """Build a skyvern.parse_file statement."""
     args = [
@@ -1531,6 +1580,8 @@ def _build_block_statement(block: dict[str, Any], data_variable_name: str | None
         stmt = _build_file_url_parser_statement(block)
     elif block_type == "http_request":
         stmt = _build_http_request_statement(block)
+    elif block_type == "pdf_parser":
+        stmt = _build_pdf_parser_statement(block)
     else:
         # Default case for unknown block types
         stmt = cst.SimpleStatementLine([cst.Expr(cst.SimpleString(f"# Unknown block type: {block_type}"))])
diff --git a/skyvern/services/script_service.py b/skyvern/services/script_service.py
index 3d6f6821..9ba6250f 100644
--- a/skyvern/services/script_service.py
+++ b/skyvern/services/script_service.py
@@ -37,6 +37,7 @@ from skyvern.forge.sdk.workflow.models.block import (
     ForLoopBlock,
     HttpRequestBlock,
     LoginBlock,
+    PDFParserBlock,
     SendEmailBlock,
     TaskBlock,
     TextPromptBlock,
@@ -1822,6 +1823,29 @@ async def send_email(
     )
 
 
+async def parse_pdf(
+    file_url: str,
+    schema: dict[str, Any] | None = None,
+    label: str | None = None,
+    parameters: list[PARAMETER_TYPE] | None = None,
+) -> None:
+    block_validation_output = await _validate_and_get_output_parameter(label)
+    file_url = _render_template_with_label(file_url, label)
+    pdf_parser_block = PDFParserBlock(
+        file_url=file_url,
+        json_schema=schema,
+        label=block_validation_output.label,
+        output_parameter=block_validation_output.output_parameter,
+        parameters=parameters or [],
+    )
+    await pdf_parser_block.execute_safe(
+        workflow_run_id=block_validation_output.workflow_run_id,
+        parent_workflow_run_block_id=block_validation_output.context.parent_workflow_run_block_id,
+        organization_id=block_validation_output.organization_id,
+        browser_session_id=block_validation_output.browser_session_id,
+    )
+
+
 async def parse_file(
     file_url: str,
     file_type: FileType,