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Update server.py
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server.py
CHANGED
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@@ -154,148 +154,145 @@ SOURCE:
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# Helper functions for different file types
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async def process_pdf(file_bytes: bytes) -> str:
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async def process_image(file_bytes: bytes) -> str:
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async def process_text(file_bytes: bytes) -> str:
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"""Process text file"""
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try:
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text = file_bytes.decode(
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lines = text.split(
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words = len(text.split())
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except UnicodeDecodeError:
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return "Error: File is not valid UTF-8 text"
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def decode_file(file_data: str | bytes) -> bytes:
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"""Decode base64 file data to bytes"""
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if isinstance(file_data, bytes):
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return file_data
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# If it's a string, decode from base64
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try:
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return base64.b64decode(file_data)
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except Exception as e:
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raise ValueError(f"Failed to decode base64: {e}")
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def detect_file_type(file_bytes: bytes) -> str:
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if file_bytes.startswith(b'%PDF'):
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return "pdf"
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elif file_bytes.startswith(b
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return "image"
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elif file_bytes.startswith(b
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return "image" # JPEG
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elif file_bytes.startswith(b
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return "image"
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elif file_bytes.startswith(b
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return "image" # BMP
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else:
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# Try to decode as text
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try:
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file_bytes[:1000].decode(
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return "text"
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except:
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return "unknown"
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async def process_pdf(file_bytes: bytes) -> str:
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"""Process PDF file and extract text/info"""
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try:
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pdf_file = io.BytesIO(file_bytes)
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reader = PdfReader(pdf_file)
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num_pages = len(reader.pages)
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text = ""
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for page in reader.pages:
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text += page.extract_text()
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return f"PDF Analysis:\n- Pages: {num_pages}\n- Text length: {len(text)} chars\n\nFirst 500 chars:\n{text[:500]}"
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except Exception as e:
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return f"PDF processing failed: {str(e)}\nThis might not be a valid PDF file."
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"""Process image file"""
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try:
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img = Image.open(io.BytesIO(file_bytes))
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return f"Image Analysis:\n- Format: {img.format}\n- Size: {img.size[0]}x{img.size[1]} pixels\n- Mode: {img.mode}"
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except Exception as e:
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return f"Image processing failed: {str(e)}"
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"""Process text file"""
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try:
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text = file_bytes.decode('utf-8')
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lines = text.split('\n')
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words = len(text.split())
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return f"Text Analysis:\n- Lines: {len(lines)}\n- Words: {words}\n- Characters: {len(text)}\n\nFirst 500 chars:\n{text[:500]}"
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except UnicodeDecodeError:
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return "Error: File is not valid UTF-8 text"
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@mcp.tool
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async def analyze_file(
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ctx: Context,
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file_type: Optional[Literal["text", "image", "pdf"]] = None
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) -> str:
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"""
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"""
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try:
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except
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return f"
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if file_type is None:
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info += f"Auto-detected type: {
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if
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return info + "Could not detect file type. Please
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else:
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# Verify the file_type matches actual content
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detected = detect_file_type(file_bytes)
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info += f"Specified type: {file_type}\n"
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if detected != file_type and detected != "unknown":
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info += f"⚠️ Warning:
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# Process
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except Exception as e:
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return info + f"Error processing {file_type}: {str(e)}"
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if __name__ == "__main__":
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print("Starting FastMCP server on port 7860...")
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# Helper functions for different file types
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async def process_pdf(file_bytes: bytes) -> str:
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try:
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pdf_file = io.BytesIO(file_bytes)
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reader = PdfReader(pdf_file)
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num_pages = len(reader.pages)
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text = ""
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for page in reader.pages:
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extracted = page.extract_text() or ""
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text += extracted
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return (
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f"PDF Analysis:\n"
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f"- Pages: {num_pages}\n"
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f"- Text length: {len(text)} chars\n\n"
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f"First 500 chars:\n{text[:500]}"
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)
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except Exception as e:
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return f"PDF processing failed: {str(e)}\nThis might not be a valid PDF file."
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async def process_image(file_bytes: bytes) -> str:
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try:
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img = Image.open(io.BytesIO(file_bytes))
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return (
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f"Image Analysis:\n"
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f"- Format: {img.format}\n"
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f"- Size: {img.size[0]}x{img.size[1]} pixels\n"
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f"- Mode: {img.mode}"
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)
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except Exception as e:
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return f"Image processing failed: {str(e)}"
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async def process_text(file_bytes: bytes) -> str:
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try:
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text = file_bytes.decode("utf-8")
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lines = text.split("\n")
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words = len(text.split())
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return (
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f"Text Analysis:\n"
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f"- Lines: {len(lines)}\n"
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f"- Words: {words}\n"
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f"- Characters: {len(text)}\n\n"
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f"First 500 chars:\n{text[:500]}"
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)
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except UnicodeDecodeError:
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return "Error: File is not valid UTF-8 text"
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def detect_file_type(file_bytes: bytes) -> str:
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if file_bytes.startswith(b"%PDF"):
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return "pdf"
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elif file_bytes.startswith(b"\x89PNG"):
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return "image"
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elif file_bytes.startswith(b"\xff\xd8\xff"):
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return "image" # JPEG
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elif file_bytes.startswith(b"GIF87a") or file_bytes.startswith(b"GIF89a"):
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return "image"
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elif file_bytes.startswith(b"\x42\x4d"):
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return "image" # BMP
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else:
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try:
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file_bytes[:1000].decode("utf-8")
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return "text"
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except:
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return "unknown"
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# ---------------- MCP TOOL ---------------- #
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@mcp.tool
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async def analyze_file(
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ctx: Context,
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file_uri: str, # <-- file path/uri from client
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file_type: Optional[Literal["text", "image", "pdf"]] = None,
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) -> str:
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"""
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Analyze a file using MCP resource URI (recommended).
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file_uri examples:
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- file:///C:/Users/Admin/Desktop/sample.pdf
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- resource://uploads/123/sample.pdf
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"""
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# Read file bytes via MCP resource API
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try:
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resource_result = await ctx.read_resource(file_uri)
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except Exception as e:
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return f"Failed to read resource '{file_uri}': {str(e)}"
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if not resource_result.contents:
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return f"No content returned for resource: {file_uri}"
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content = resource_result.contents[0]
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# If it's text resource
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if hasattr(content, "text") and content.text is not None:
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file_bytes = content.text.encode("utf-8")
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else:
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# Blob resource (bytes might be base64 encoded depending on client)
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blob_data = content.blob
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# some clients give blob as base64 string
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if isinstance(blob_data, str):
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file_bytes = base64.b64decode(blob_data)
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else:
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file_bytes = blob_data
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info = f"Loaded file from URI: {file_uri}\nSize: {len(file_bytes)} bytes\n"
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# Auto detect if not specified
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if file_type is None:
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detected = detect_file_type(file_bytes)
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info += f"Auto-detected type: {detected}\n\n"
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if detected == "unknown":
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return info + "Could not detect file type. Please specify file_type=text/image/pdf"
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file_type = detected
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else:
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detected = detect_file_type(file_bytes)
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info += f"Specified type: {file_type}\nDetected type: {detected}\n\n"
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if detected != file_type and detected != "unknown":
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info += f"⚠️ Warning: mismatch (specified={file_type}, detected={detected})\n\n"
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# Process file
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if file_type == "pdf":
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result = await process_pdf(file_bytes)
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elif file_type == "image":
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result = await process_image(file_bytes)
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elif file_type == "text":
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result = await process_text(file_bytes)
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else:
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return info + f"Unsupported file_type: {file_type}"
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return info + result
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if __name__ == "__main__":
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print("Starting FastMCP server on port 7860...")
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