From fd5dbae5583e3fd49574ec4c54392ad4b37c8826 Mon Sep 17 00:00:00 2001
From: RohanExploit <178623867+RohanExploit@users.noreply.github.com>
Date: Tue, 17 Feb 2026 10:04:26 +0000
Subject: [PATCH 1/5] feat: add air quality, noise pollution, and graffiti
 verification features

- Add Air Quality Detector using CLIP (backend + frontend).
- Add Graffiti Verification tool using CLIP (backend + frontend).
- Enhance Noise Detector to flag pollution events.
- Add new endpoints `/api/detect-air-quality`, `/api/detect-cleanliness`, `/api/detect-noise-pollution`.
- Update `render.yaml` and `requirements-render.txt` for deployment stability.
- Add UI buttons in `Home.jsx` and routes in `App.jsx`.
---
 backend/hf_api_service.py             |  46 ++++++++
 backend/requirements-render.txt       |   6 +-
 backend/routers/detection.py          |  51 ++++++++-
 frontend/src/AirQualityDetector.jsx   | 147 ++++++++++++++++++++++++++
 frontend/src/App.jsx                  |   6 +-
 frontend/src/GraffitiVerification.jsx | 112 ++++++++++++++++++++
 frontend/src/NoiseDetector.jsx        |  63 +++++------
 frontend/src/views/Home.jsx           |   5 +-
 render.yaml                           |   2 -
 9 files changed, 401 insertions(+), 37 deletions(-)
 create mode 100644 frontend/src/AirQualityDetector.jsx
 create mode 100644 frontend/src/GraffitiVerification.jsx

diff --git a/backend/hf_api_service.py b/backend/hf_api_service.py
index 734a6b7b..15fb6862 100644
--- a/backend/hf_api_service.py
+++ b/backend/hf_api_service.py
@@ -456,3 +456,49 @@ async def detect_abandoned_vehicle_clip(image: Union[Image.Image, bytes], client
     labels = ["abandoned car", "rusted vehicle", "car with flat tires", "wrecked car", "normal parked car"]
     targets = ["abandoned car", "rusted vehicle", "car with flat tires", "wrecked car"]
     return await _detect_clip_generic(image, labels, targets, client)
+
+async def detect_air_quality_clip(image: Union[Image.Image, bytes], client: httpx.AsyncClient = None):
+    """
+    Detects air quality/smog levels using CLIP.
+    """
+    labels = ["clean air", "mild smog", "dense smog", "hazardous air pollution", "fog", "clear sky", "blue sky", "polluted city"]
+    targets = ["mild smog", "dense smog", "hazardous air pollution", "fog", "polluted city"]
+    return await _detect_clip_generic(image, labels, targets, client)
+
+async def detect_cleanliness_clip(image: Union[Image.Image, bytes], client: httpx.AsyncClient = None):
+    """
+    Verifies if a wall/area is clean (for graffiti removal verification).
+    """
+    labels = ["clean wall", "graffiti", "vandalism", "freshly painted wall", "dirty wall"]
+    # We want to know if it is CLEAN
+    targets = ["clean wall", "freshly painted wall"]
+    return await _detect_clip_generic(image, labels, targets, client)
+
+async def detect_noise_pollution_event(audio_bytes: bytes, client: httpx.AsyncClient = None):
+    """
+    Wraps detect_audio_event to flag noise pollution.
+    """
+    events = await detect_audio_event(audio_bytes, client)
+
+    noise_pollution_labels = [
+        "traffic", "horn", "siren", "jackhammer", "construction", "drill",
+        "engine", "explosion", "gunshot", "scream", "shout", "bark", "chainsaw",
+        "aircraft", "helicopter", "train"
+    ]
+
+    detected_noise = []
+    for event in events:
+        # MIT/AST labels might be specific, e.g. "Car alarm"
+        label = event.get('label', '').lower()
+        score = event.get('score', 0)
+
+        is_noise = any(nl in label for nl in noise_pollution_labels)
+
+        if is_noise and score > 0.3:
+            detected_noise.append({
+                "type": event.get('label'),
+                "confidence": score,
+                "is_pollution": True
+            })
+
+    return detected_noise
diff --git a/backend/requirements-render.txt b/backend/requirements-render.txt
index 4df50ffc..24bfb843 100644
--- a/backend/requirements-render.txt
+++ b/backend/requirements-render.txt
@@ -13,5 +13,7 @@ Pillow
 firebase-functions
 firebase-admin
 a2wsgi
-python-jose[cryptography]
-passlib[bcrypt]
+python-jose
+cryptography
+passlib
+bcrypt
diff --git a/backend/routers/detection.py b/backend/routers/detection.py
index fd88a4f5..3a215f57 100644
--- a/backend/routers/detection.py
+++ b/backend/routers/detection.py
@@ -35,7 +35,10 @@
     detect_civic_eye_clip,
     detect_graffiti_art_clip,
     detect_traffic_sign_clip,
-    detect_abandoned_vehicle_clip
+    detect_abandoned_vehicle_clip,
+    detect_air_quality_clip,
+    detect_cleanliness_clip,
+    detect_noise_pollution_event
 )
 from backend.dependencies import get_http_client
 import backend.dependencies
@@ -436,3 +439,49 @@ async def detect_abandoned_vehicle_endpoint(request: Request, image: UploadFile
     except Exception as e:
         logger.error(f"Abandoned vehicle detection error: {e}", exc_info=True)
         raise HTTPException(status_code=500, detail="Internal server error")
+
+@router.post("/api/detect-air-quality")
+async def detect_air_quality_endpoint(request: Request, image: UploadFile = File(...)):
+    # Optimized Image Processing: Validation + Optimization
+    _, image_bytes = await process_uploaded_image(image)
+
+    try:
+        client = get_http_client(request)
+        detections = await detect_air_quality_clip(image_bytes, client=client)
+        return {"detections": detections}
+    except Exception as e:
+        logger.error(f"Air quality detection error: {e}", exc_info=True)
+        raise HTTPException(status_code=500, detail="Internal server error")
+
+@router.post("/api/detect-cleanliness")
+async def detect_cleanliness_endpoint(request: Request, image: UploadFile = File(...)):
+    # Optimized Image Processing: Validation + Optimization
+    _, image_bytes = await process_uploaded_image(image)
+
+    try:
+        client = get_http_client(request)
+        detections = await detect_cleanliness_clip(image_bytes, client=client)
+        return {"detections": detections}
+    except Exception as e:
+        logger.error(f"Cleanliness detection error: {e}", exc_info=True)
+        raise HTTPException(status_code=500, detail="Internal server error")
+
+@router.post("/api/detect-noise-pollution")
+async def detect_noise_pollution_endpoint(request: Request, file: UploadFile = File(...)):
+    # Audio validation
+    if hasattr(file, 'size') and file.size and file.size > 10 * 1024 * 1024:
+         raise HTTPException(status_code=413, detail="Audio file too large")
+
+    try:
+        audio_bytes = await file.read()
+    except Exception as e:
+        logger.error(f"Invalid audio file: {e}", exc_info=True)
+        raise HTTPException(status_code=400, detail="Invalid audio file")
+
+    try:
+        client = get_http_client(request)
+        detections = await detect_noise_pollution_event(audio_bytes, client=client)
+        return {"detections": detections}
+    except Exception as e:
+        logger.error(f"Noise pollution detection error: {e}", exc_info=True)
+        raise HTTPException(status_code=500, detail="Internal server error")
diff --git a/frontend/src/AirQualityDetector.jsx b/frontend/src/AirQualityDetector.jsx
new file mode 100644
index 00000000..36d14f41
--- /dev/null
+++ b/frontend/src/AirQualityDetector.jsx
@@ -0,0 +1,147 @@
+import React, { useRef, useState, useEffect } from 'react';
+import { CloudRain, Wind, AlertTriangle } from 'lucide-react';
+
+const API_URL = import.meta.env.VITE_API_URL || '';
+
+const AirQualityDetector = ({ onBack }) => {
+    const videoRef = useRef(null);
+    const [isDetecting, setIsDetecting] = useState(false);
+    const [result, setResult] = useState(null);
+    const [error, setError] = useState(null);
+
+    const startCamera = async () => {
+        setError(null);
+        try {
+            const stream = await navigator.mediaDevices.getUserMedia({
+                video: { facingMode: 'environment' }
+            });
+            if (videoRef.current) {
+                videoRef.current.srcObject = stream;
+            }
+        } catch (err) {
+            setError("Camera access denied: " + err.message);
+            setIsDetecting(false);
+        }
+    };
+
+    const stopCamera = () => {
+        if (videoRef.current && videoRef.current.srcObject) {
+            videoRef.current.srcObject.getTracks().forEach(t => t.stop());
+            videoRef.current.srcObject = null;
+        }
+    };
+
+    const captureAndAnalyze = async () => {
+        if (!videoRef.current || !isDetecting) return;
+
+        const canvas = document.createElement('canvas');
+        canvas.width = videoRef.current.videoWidth;
+        canvas.height = videoRef.current.videoHeight;
+        canvas.getContext('2d').drawImage(videoRef.current, 0, 0);
+
+        canvas.toBlob(async (blob) => {
+            if (!blob) return;
+            const formData = new FormData();
+            formData.append('image', blob, 'capture.jpg');
+
+            try {
+                const res = await fetch(`${API_URL}/api/detect-air-quality`, {
+                    method: 'POST',
+                    body: formData
+                });
+                if (res.ok) {
+                    const data = await res.json();
+                    if (data.detections && data.detections.length > 0) {
+                        setResult(data.detections[0]); // Top result
+                    } else {
+                        setResult({ label: "Analysing...", confidence: 0 });
+                    }
+                }
+            } catch (e) {
+                console.error("Air Quality Check failed", e);
+            }
+        }, 'image/jpeg', 0.8);
+    };
+
+    useEffect(() => {
+        let interval;
+        if (isDetecting) {
+            startCamera();
+            interval = setInterval(captureAndAnalyze, 3000); // Every 3s
+        } else {
+            stopCamera();
+            setResult(null);
+        }
+        return () => {
+            stopCamera();
+            clearInterval(interval);
+        };
+    }, [isDetecting]);
+
+    return (
+        <div className="flex flex-col items-center p-4 max-w-md mx-auto w-full min-h-screen bg-gray-50">
+            <h2 className="text-xl font-bold mb-6 flex items-center gap-2 text-gray-800">
+                <Wind className="text-blue-500" />
+                Air Quality Monitor
+            </h2>
+
+            <div className="relative w-full aspect-[3/4] bg-black rounded-2xl overflow-hidden shadow-lg mb-6">
+                <video
+                    ref={videoRef}
+                    autoPlay
+                    playsInline
+                    muted
+                    className={`w-full h-full object-cover transition-opacity ${isDetecting ? 'opacity-100' : 'opacity-50'}`}
+                />
+
+                {!isDetecting && (
+                    <div className="absolute inset-0 flex items-center justify-center bg-black/40">
+                        <span className="text-white font-medium">Camera Paused</span>
+                    </div>
+                )}
+
+                {isDetecting && result && (
+                    <div className="absolute bottom-0 inset-x-0 bg-gradient-to-t from-black/90 to-transparent p-6 text-center pt-20">
+                        <p className="text-white/80 text-xs uppercase tracking-wider mb-1">Current Status</p>
+                        <h3 className={`text-2xl font-bold ${
+                            result.label.includes('hazardous') || result.label.includes('dense smog') ? 'text-red-400' :
+                            result.label.includes('mild') ? 'text-yellow-400' : 'text-green-400'
+                        }`}>
+                            {result.label.toUpperCase()}
+                        </h3>
+                        <div className="w-full bg-gray-700 h-1.5 mt-3 rounded-full overflow-hidden">
+                            <div
+                                className={`h-full transition-all duration-500 ${
+                                    result.label.includes('hazardous') ? 'bg-red-500' : 'bg-blue-500'
+                                }`}
+                                style={{ width: `${result.confidence * 100}%` }}
+                            />
+                        </div>
+                    </div>
+                )}
+            </div>
+
+            {error && (
+                <div className="bg-red-50 text-red-600 p-3 rounded-lg flex items-center gap-2 mb-4 w-full">
+                    <AlertTriangle size={18} />
+                    {error}
+                </div>
+            )}
+
+            <button
+                onClick={() => setIsDetecting(!isDetecting)}
+                className={`w-full py-4 rounded-xl font-bold text-white shadow-lg transition-all active:scale-95 ${
+                    isDetecting ? 'bg-red-500 hover:bg-red-600 shadow-red-200' : 'bg-blue-600 hover:bg-blue-700 shadow-blue-200'
+                }`}
+            >
+                {isDetecting ? 'Stop Monitoring' : 'Start Monitoring'}
+            </button>
+
+            <button onClick={onBack} className="mt-6 text-gray-500 font-medium hover:text-gray-800">
+                Back to Dashboard
+            </button>
+        </div>
+    );
+};
+
+export default AirQualityDetector;
diff --git a/frontend/src/App.jsx b/frontend/src/App.jsx
index fefa4561..192471d2 100644
--- a/frontend/src/App.jsx
+++ b/frontend/src/App.jsx
@@ -39,6 +39,8 @@ const GrievanceAnalysis = React.lazy(() => import('./views/GrievanceAnalysis'));
 const NoiseDetector = React.lazy(() => import('./NoiseDetector'));
 const CivicEyeDetector = React.lazy(() => import('./CivicEyeDetector'));
 const MyReportsView = React.lazy(() => import('./views/MyReportsView'));
+const AirQualityDetector = React.lazy(() => import('./AirQualityDetector'));
+const GraffitiVerification = React.lazy(() => import('./GraffitiVerification'));
 
 
 // Auth Components
@@ -65,7 +67,7 @@ function AppContent() {
 
   // Safe navigation helper
   const navigateToView = useCallback((view) => {
-    const validViews = ['home', 'map', 'report', 'action', 'mh-rep', 'pothole', 'garbage', 'vandalism', 'flood', 'infrastructure', 'parking', 'streetlight', 'fire', 'animal', 'blocked', 'tree', 'pest', 'smart-scan', 'grievance-analysis', 'noise', 'safety-check', 'my-reports', 'login', 'signup'];
+    const validViews = ['home', 'map', 'report', 'action', 'mh-rep', 'pothole', 'garbage', 'vandalism', 'flood', 'infrastructure', 'parking', 'streetlight', 'fire', 'animal', 'blocked', 'tree', 'pest', 'smart-scan', 'grievance-analysis', 'noise', 'safety-check', 'my-reports', 'login', 'signup', 'air-quality', 'graffiti-verify'];
     if (validViews.includes(view)) {
       navigate(view === 'home' ? '/' : `/${view}`);
     } else {
@@ -293,6 +295,8 @@ function AppContent() {
             <Route path="/smart-scan" element={<SmartScanner onBack={() => navigate('/')} />} />
             <Route path="/grievance-analysis" element={<GrievanceAnalysis onBack={() => navigate('/')} />} />
             <Route path="/noise" element={<NoiseDetector onBack={() => navigate('/')} />} />
+            <Route path="/air-quality" element={<AirQualityDetector onBack={() => navigate('/')} />} />
+            <Route path="/graffiti-verify" element={<GraffitiVerification onBack={() => navigate('/')} />} />
             <Route path="/safety-check" element={
               <div className="flex flex-col h-full p-4">
                 <button onClick={() => navigate('/')} className="self-start text-blue-600 mb-2 font-bold">
diff --git a/frontend/src/GraffitiVerification.jsx b/frontend/src/GraffitiVerification.jsx
new file mode 100644
index 00000000..a3ec73df
--- /dev/null
+++ b/frontend/src/GraffitiVerification.jsx
@@ -0,0 +1,112 @@
+import React, { useState, useRef } from 'react';
+import { Camera, Upload, CheckCircle, XCircle, Loader2, Brush } from 'lucide-react';
+
+const API_URL = import.meta.env.VITE_API_URL || '';
+
+const GraffitiVerification = ({ onBack }) => {
+    const fileInputRef = useRef(null);
+    const [image, setImage] = useState(null);
+    const [result, setResult] = useState(null);
+    const [loading, setLoading] = useState(false);
+
+    const handleFile = async (file) => {
+        if (!file) return;
+
+        const url = URL.createObjectURL(file);
+        setImage(url);
+        setResult(null);
+        setLoading(true);
+
+        const formData = new FormData();
+        formData.append('image', file);
+
+        try {
+            const res = await fetch(`${API_URL}/api/detect-cleanliness`, {
+                method: 'POST',
+                body: formData
+            });
+            if (res.ok) {
+                const data = await res.json();
+                if (data.detections && data.detections.length > 0) {
+                    setResult(data.detections[0]);
+                } else {
+                    setResult({ label: "Unable to determine", confidence: 0 });
+                }
+            }
+        } catch (e) {
+            console.error("Verification failed", e);
+        } finally {
+            setLoading(false);
+        }
+    };
+
+    const triggerCamera = () => {
+        if (fileInputRef.current) fileInputRef.current.click();
+    };
+
+    return (
+        <div className="flex flex-col items-center p-4 max-w-md mx-auto w-full min-h-screen bg-gray-50">
+            <div className="w-full bg-white rounded-2xl shadow-sm p-6 mb-6 text-center">
+                <div className="w-16 h-16 bg-blue-50 rounded-full flex items-center justify-center mx-auto mb-4 text-blue-600">
+                    <Brush size={32} />
+                </div>
+                <h2 className="text-xl font-bold text-gray-800">Graffiti Removal Verification</h2>
+                <p className="text-gray-500 text-sm mt-2">Upload a photo to verify if a wall is clean or still has graffiti.</p>
+            </div>
+
+            <div className="w-full aspect-square bg-white rounded-2xl shadow-sm border-2 border-dashed border-gray-200 flex flex-col items-center justify-center relative overflow-hidden group hover:border-blue-400 transition-colors cursor-pointer" onClick={triggerCamera}>
+                {image ? (
+                    <img src={image} alt="Preview" className="w-full h-full object-cover" />
+                ) : (
+                    <div className="text-center p-6">
+                        <Camera size={48} className="mx-auto text-gray-300 mb-2 group-hover:text-blue-400 transition-colors" />
+                        <span className="text-gray-400 font-medium group-hover:text-blue-500">Tap to Take Photo</span>
+                    </div>
+                )}
+
+                <input
+                    type="file"
+                    accept="image/*"
+                    capture="environment"
+                    className="hidden"
+                    ref={fileInputRef}
+                    onChange={(e) => handleFile(e.target.files[0])}
+                />
+
+                {loading && (
+                    <div className="absolute inset-0 bg-white/80 flex flex-col items-center justify-center backdrop-blur-sm">
+                        <Loader2 className="animate-spin text-blue-600 mb-2" size={32} />
+                        <span className="text-blue-600 font-medium">Analyzing cleanliness...</span>
+                    </div>
+                )}
+            </div>
+
+            {result && !loading && (
+                <div className={`w-full mt-6 p-6 rounded-2xl shadow-sm border-l-8 flex items-start gap-4 ${
+                    result.label.includes('clean') || result.label.includes('freshly')
+                        ? 'bg-green-50 border-green-500 text-green-800'
+                        : 'bg-red-50 border-red-500 text-red-800'
+                }`}>
+                    {result.label.includes('clean') || result.label.includes('freshly') ? (
+                        <CheckCircle className="shrink-0" size={24} />
+                    ) : (
+                        <XCircle className="shrink-0" size={24} />
+                    )}
+                    <div>
+                        <h3 className="font-bold text-lg capitalize">{result.label}</h3>
+                        <p className="opacity-80 text-sm mt-1">Confidence: {(result.confidence * 100).toFixed(1)}%</p>
+                        <p className="text-xs mt-2 font-medium uppercase tracking-wide opacity-70">
+                            {result.label.includes('clean') ? 'Verification Passed' : 'Action Required'}
+                        </p>
+                    </div>
+                </div>
+            )}
+
+            <button onClick={onBack} className="mt-auto py-6 text-gray-500 font-medium hover:text-gray-800">
+                Back to Dashboard
+            </button>
+        </div>
+    );
+};
+
+export default GraffitiVerification;
diff --git a/frontend/src/NoiseDetector.jsx b/frontend/src/NoiseDetector.jsx
index f13135fe..bc3466de 100644
--- a/frontend/src/NoiseDetector.jsx
+++ b/frontend/src/NoiseDetector.jsx
@@ -1,5 +1,5 @@
 import React, { useRef, useState, useEffect } from 'react';
-import { Mic, MicOff, AlertCircle } from 'lucide-react';
+import { Mic, MicOff, AlertCircle, Volume2, AlertTriangle } from 'lucide-react';
 
 const API_URL = import.meta.env.VITE_API_URL || '';
 
@@ -12,7 +12,6 @@ const NoiseDetector = ({ onBack }) => {
     const streamRef = useRef(null);
 
     useEffect(() => {
-        // Cleanup on unmount
         return () => {
             stopRecording();
         };
@@ -54,7 +53,6 @@ const NoiseDetector = ({ onBack }) => {
                     recorder.start();
                     setStatus('Listening...');
 
-                    // Record for 4 seconds
                     setTimeout(() => {
                         if (recorder.state === 'recording') {
                             recorder.stop();
@@ -68,9 +66,7 @@ const NoiseDetector = ({ onBack }) => {
                 }
             };
 
-            // Start first immediately
             recordAndSend();
-            // Then interval every 5 seconds
             intervalRef.current = setInterval(recordAndSend, 5000);
 
         } catch (e) {
@@ -103,7 +99,7 @@ const NoiseDetector = ({ onBack }) => {
         formData.append('file', blob, 'recording.webm');
 
         try {
-            const response = await fetch(`${API_URL}/api/detect-audio`, {
+            const response = await fetch(`${API_URL}/api/detect-noise-pollution`, {
                 method: 'POST',
                 body: formData
             });
@@ -122,53 +118,60 @@ const NoiseDetector = ({ onBack }) => {
         }
     };
 
+    const hasPollution = detections.some(d => d.is_pollution);
+
     return (
-        <div className="flex flex-col items-center w-full max-w-md mx-auto p-4">
-            <h2 className="text-xl font-bold mb-6 text-gray-800">Noise Detector</h2>
+        <div className="flex flex-col items-center w-full max-w-md mx-auto p-4 min-h-screen bg-gray-50">
+            <h2 className="text-xl font-bold mb-6 text-gray-800 flex items-center gap-2">
+                <Volume2 className="text-blue-600" />
+                Noise Pollution Monitor
+            </h2>
+
+            <div className={`relative w-48 h-48 rounded-full flex items-center justify-center mb-8 transition-all duration-500 ${isRecording ? 'bg-white shadow-xl ring-8 ring-blue-50' : 'bg-gray-100'}`}>
+                {isRecording && (
+                    <div className="absolute inset-0 rounded-full border-4 border-blue-500 border-t-transparent animate-spin"></div>
+                )}
+                {isRecording ? <Mic size={64} className="text-blue-500" /> : <MicOff size={64} className="text-gray-400" />}
 
-            <div className={`w-40 h-40 rounded-full flex items-center justify-center mb-8 transition-all duration-500 ${isRecording ? 'bg-red-50 ring-4 ring-red-100 animate-pulse' : 'bg-gray-50'}`}>
-                {isRecording ? <Mic size={64} className="text-red-500" /> : <MicOff size={64} className="text-gray-400" />}
+                {hasPollution && isRecording && (
+                     <div className="absolute -top-2 -right-2 bg-red-500 text-white p-2 rounded-full animate-bounce shadow-lg">
+                        <AlertTriangle size={24} />
+                     </div>
+                )}
             </div>
 
-            <div className="w-full bg-white rounded-xl shadow-sm border border-gray-100 p-4 mb-6 min-h-[160px]">
-                <h3 className="text-sm font-semibold text-gray-500 mb-3 uppercase tracking-wider">Detected Sounds</h3>
+            <div className="w-full bg-white rounded-2xl shadow-sm p-6 mb-6 min-h-[160px]">
+                <h3 className="text-xs font-bold text-gray-400 mb-4 uppercase tracking-widest">Live Analysis</h3>
 
                 {detections.length > 0 ? (
                     <div className="space-y-3">
-                        {detections.slice(0, 3).map((det, idx) => (
-                            <div key={idx} className="flex items-center justify-between">
-                                <span className="font-medium text-gray-800 capitalize">{det.label}</span>
-                                <div className="flex items-center gap-2">
-                                    <div className="w-24 h-2 bg-gray-100 rounded-full overflow-hidden">
-                                        <div
-                                            className={`h-full rounded-full ${det.score > 0.7 ? 'bg-red-500' : 'bg-blue-500'}`}
-                                            style={{ width: `${det.score * 100}%` }}
-                                        />
-                                    </div>
-                                    <span className="text-xs font-mono w-8 text-right">{(det.score * 100).toFixed(0)}%</span>
+                        {detections.map((det, idx) => (
+                            <div key={idx} className={`flex items-center justify-between p-3 rounded-xl ${det.is_pollution ? 'bg-red-50 text-red-700' : 'bg-gray-50 text-gray-600'}`}>
+                                <div className="flex items-center gap-3">
+                                    {det.is_pollution ? <AlertTriangle size={16} /> : <Volume2 size={16} />}
+                                    <span className="font-semibold capitalize">{det.type}</span>
                                 </div>
+                                <span className="text-sm font-bold opacity-70">{(det.confidence * 100).toFixed(0)}%</span>
                             </div>
                         ))}
                     </div>
                 ) : (
-                    <div className="h-full flex flex-col items-center justify-center text-gray-400 text-sm">
-                        <p>{isRecording ? "Listening for sounds..." : "Start recording to detect sounds"}</p>
+                    <div className="h-full flex flex-col items-center justify-center text-gray-300 py-8">
+                        <p>{isRecording ? "Listening..." : "Tap Start to monitor noise levels"}</p>
                     </div>
                 )}
             </div>
 
             {error && (
-                <div className="flex items-center gap-2 text-red-600 text-sm mb-4 bg-red-50 p-3 rounded-lg w-full">
+                <div className="flex items-center gap-2 text-red-600 text-sm mb-4 bg-red-50 p-3 rounded-xl w-full">
                     <AlertCircle size={16} />
                     {error}
                 </div>
             )}
 
-            <p className="text-center text-sm font-medium text-blue-600 mb-6 h-6">{status}</p>
-
             <button
                 onClick={() => setIsRecording(!isRecording)}
-                className={`w-full py-3.5 px-6 rounded-xl text-white font-bold shadow-lg transition-transform active:scale-95 flex items-center justify-center gap-2 ${isRecording ? 'bg-red-500 hover:bg-red-600 shadow-red-200' : 'bg-blue-600 hover:bg-blue-700 shadow-blue-200'}`}
+                className={`w-full py-4 rounded-xl text-white font-bold shadow-lg transition-transform active:scale-95 flex items-center justify-center gap-2 ${isRecording ? 'bg-red-500 hover:bg-red-600 shadow-red-200' : 'bg-blue-600 hover:bg-blue-700 shadow-blue-200'}`}
             >
                 {isRecording ? 'Stop Monitoring' : 'Start Monitoring'}
             </button>
@@ -177,7 +180,7 @@ const NoiseDetector = ({ onBack }) => {
                 onClick={onBack}
                 className="mt-6 text-gray-500 hover:text-gray-800 text-sm font-medium transition"
             >
-                Back to Home
+                Back to Dashboard
             </button>
         </div>
     );
diff --git a/frontend/src/views/Home.jsx b/frontend/src/views/Home.jsx
index e23a1351..90471f6f 100644
--- a/frontend/src/views/Home.jsx
+++ b/frontend/src/views/Home.jsx
@@ -7,7 +7,8 @@ import {
   AlertTriangle, MapPin, Search, Activity, Camera, Trash2, ThumbsUp, Brush,
   Droplets, Zap, Truck, Flame, Dog, XCircle, Lightbulb, TreeDeciduous, Bug,
   Scan, ChevronRight, LayoutGrid, Shield, Leaf, Building, CheckCircle, Trophy, Monitor,
-  Volume2, Users, Waves, Accessibility, Siren, Recycle, Eye, ChevronUp, Signpost, Car
+  Volume2, Users, Waves, Accessibility, Siren, Recycle, Eye, ChevronUp, Signpost, Car,
+  Wind, Sparkles
 } from 'lucide-react';
 
 const CameraCheckModal = ({ onClose }) => {
@@ -100,6 +101,7 @@ const Home = ({ setView, fetchResponsibilityMap, recentIssues, handleUpvote, loa
         { id: 'crowd', label: t('home.issues.crowd'), icon: <Users size={24} />, color: 'text-red-500', bg: 'bg-red-50' },
         { id: 'water-leak', label: t('home.issues.waterLeak'), icon: <Waves size={24} />, color: 'text-blue-500', bg: 'bg-blue-50' },
         { id: 'waste', label: t('home.issues.waste'), icon: <Recycle size={24} />, color: 'text-emerald-600', bg: 'bg-emerald-50' },
+        { id: 'air-quality', label: 'Air Quality', icon: <Wind size={24} />, color: 'text-sky-500', bg: 'bg-sky-50' },
       ]
     },
     {
@@ -107,6 +109,7 @@ const Home = ({ setView, fetchResponsibilityMap, recentIssues, handleUpvote, loa
       icon: <Monitor size={20} className="text-gray-600" />,
       items: [
         { id: 'safety-check', label: t('home.issues.civicEye'), icon: <Eye size={24} />, color: 'text-blue-600', bg: 'bg-blue-50' },
+        { id: 'graffiti-verify', label: 'Verify Clean', icon: <Sparkles size={24} />, color: 'text-purple-600', bg: 'bg-purple-50' },
         { id: 'my-reports', label: t('home.issues.myReports'), icon: <CheckCircle size={24} />, color: 'text-teal-600', bg: 'bg-teal-50' },
         { id: 'grievance', label: t('home.issues.grievanceManagement'), icon: <AlertTriangle size={24} />, color: 'text-orange-600', bg: 'bg-orange-50' },
         { id: 'stats', label: t('home.issues.viewStats'), icon: <Activity size={24} />, color: 'text-indigo-600', bg: 'bg-indigo-50' },
diff --git a/render.yaml b/render.yaml
index 593ec813..9424c6ca 100644
--- a/render.yaml
+++ b/render.yaml
@@ -13,8 +13,6 @@ services:
           type: web
           name: vishwaguru-backend
           property: port
-      - key: PYTHONPATH
-        value: backend
       # Required API Keys (must be set in Render dashboard)
       - key: GEMINI_API_KEY
         sync: false

From f50b145c154c9ebc2e88743b1944d7a656a34505 Mon Sep 17 00:00:00 2001
From: RohanExploit <178623867+RohanExploit@users.noreply.github.com>
Date: Tue, 17 Feb 2026 10:08:52 +0000
Subject: [PATCH 2/5] fix(ci): fix frontend dependencies, codeql alert, and
 netlify build

- Downgraded `vite`, `react`, and other frontend dependencies to stable versions (React 18, Vite 5) to resolve `npm install` failures.
- Sanitized input and label handling in `GraffitiVerification.jsx` to address CodeQL security alert.
- Updated `netlify.toml` build command to force clean install (`rm -rf node_modules`).
---
 frontend/package.json                 | 50 +++++++++++++--------------
 frontend/src/GraffitiVerification.jsx | 26 +++++++++++---
 netlify.toml                          |  2 +-
 3 files changed, 47 insertions(+), 31 deletions(-)

diff --git a/frontend/package.json b/frontend/package.json
index 91d62883..a5701fab 100644
--- a/frontend/package.json
+++ b/frontend/package.json
@@ -16,44 +16,44 @@
     "test:coverage": "jest --coverage"
   },
   "dependencies": {
-    "@supabase/supabase-js": "^2.95.3",
+    "@supabase/supabase-js": "^2.39.0",
     "@tensorflow-models/mobilenet": "^2.1.1",
-    "@tensorflow/tfjs": "^4.22.0",
-    "dexie": "^4.2.1",
-    "framer-motion": "^12.29.2",
-    "i18next": "^25.8.0",
-    "i18next-browser-languagedetector": "^8.2.0",
-    "lucide-react": "^0.562.0",
-    "react": "^19.2.0",
-    "react-dom": "^19.2.0",
-    "react-i18next": "^16.5.3",
-    "react-router-dom": "^7.12.0",
+    "@tensorflow/tfjs": "^4.16.0",
+    "dexie": "^3.2.4",
+    "framer-motion": "^11.0.3",
+    "i18next": "^23.8.2",
+    "i18next-browser-languagedetector": "^7.2.0",
+    "lucide-react": "^0.344.0",
+    "react": "^18.2.0",
+    "react-dom": "^18.2.0",
+    "react-i18next": "^14.0.5",
+    "react-router-dom": "^6.22.1",
     "react-webcam": "^7.2.0",
-    "@vitejs/plugin-react": "^5.1.2",
-    "autoprefixer": "^10.4.23",
-    "postcss": "^8.5.6",
+    "@vitejs/plugin-react": "^4.2.1",
+    "autoprefixer": "^10.4.18",
+    "postcss": "^8.4.35",
     "tailwindcss": "^3.4.1",
-    "vite": "^7.3.0",
-    "vite-plugin-pwa": "^1.2.0"
+    "vite": "^5.1.4",
+    "vite-plugin-pwa": "^0.19.0"
   },
   "devDependencies": {
     "@babel/core": "^7.24.0",
     "@babel/preset-env": "^7.24.0",
     "@babel/preset-react": "^7.24.0",
-    "@eslint/js": "^9.39.1",
+    "@eslint/js": "^9.0.0",
     "@testing-library/jest-dom": "^6.4.2",
-    "@testing-library/react": "^16.0.0",
+    "@testing-library/react": "^14.2.1",
     "@testing-library/user-event": "^14.5.2",
-    "@types/react": "^19.2.5",
-    "@types/react-dom": "^19.2.3",
+    "@types/react": "^18.2.56",
+    "@types/react-dom": "^18.2.19",
     "babel-jest": "^29.7.0",
-    "eslint": "^9.39.1",
-    "eslint-plugin-react-hooks": "^7.0.1",
-    "eslint-plugin-react-refresh": "^0.4.24",
-    "globals": "^16.5.0",
+    "eslint": "^8.57.0",
+    "eslint-plugin-react-hooks": "^4.6.0",
+    "eslint-plugin-react-refresh": "^0.4.5",
+    "globals": "^13.24.0",
     "identity-obj-proxy": "^3.0.0",
     "jest": "^29.7.0",
     "jest-environment-jsdom": "^29.7.0",
-    "msw": "^2.3.0"
+    "msw": "^2.2.1"
   }
 }
diff --git a/frontend/src/GraffitiVerification.jsx b/frontend/src/GraffitiVerification.jsx
index a3ec73df..654a8c5d 100644
--- a/frontend/src/GraffitiVerification.jsx
+++ b/frontend/src/GraffitiVerification.jsx
@@ -12,13 +12,22 @@ const GraffitiVerification = ({ onBack }) => {
     const handleFile = async (file) => {
         if (!file) return;
 
-        const url = URL.createObjectURL(file);
-        setImage(url);
+        // Simple sanitization of filename (though createObjectURL handles blob securely)
+        const safeName = file.name.replace(/[^a-zA-Z0-9.-]/g, '_');
+
+        try {
+             const url = URL.createObjectURL(file);
+             setImage(url);
+        } catch (e) {
+             console.error("Error creating object URL", e);
+             return;
+        }
+
         setResult(null);
         setLoading(true);
 
         const formData = new FormData();
-        formData.append('image', file);
+        formData.append('image', file, safeName);
 
         try {
             const res = await fetch(`${API_URL}/api/detect-cleanliness`, {
@@ -28,7 +37,10 @@ const GraffitiVerification = ({ onBack }) => {
             if (res.ok) {
                 const data = await res.json();
                 if (data.detections && data.detections.length > 0) {
-                    setResult(data.detections[0]);
+                    // Sanitize label just in case, though React escapes by default
+                    const rawLabel = data.detections[0].label || "unknown";
+                    const safeLabel = rawLabel.replace(/[<>]/g, '');
+                    setResult({ ...data.detections[0], label: safeLabel });
                 } else {
                     setResult({ label: "Unable to determine", confidence: 0 });
                 }
@@ -70,7 +82,11 @@ const GraffitiVerification = ({ onBack }) => {
                     capture="environment"
                     className="hidden"
                     ref={fileInputRef}
-                    onChange={(e) => handleFile(e.target.files[0])}
+                    onChange={(e) => {
+                        if (e.target.files && e.target.files.length > 0) {
+                            handleFile(e.target.files[0]);
+                        }
+                    }}
                 />
 
                 {loading && (
diff --git a/netlify.toml b/netlify.toml
index 66890e7a..cac83867 100644
--- a/netlify.toml
+++ b/netlify.toml
@@ -3,7 +3,7 @@
 [build]
   # Execute from root, explicit paths
   publish = "frontend/dist"
-  command = "cd frontend && npm install && npm run build"
+  command = "cd frontend && rm -rf node_modules package-lock.json && npm install && npm run build"
 
 [build.environment]
   NODE_VERSION = "20"

From 7f2834821aa09efbd73c520ff3e134cff2d77e68 Mon Sep 17 00:00:00 2001
From: RohanExploit <178623867+RohanExploit@users.noreply.github.com>
Date: Tue, 17 Feb 2026 10:14:05 +0000
Subject: [PATCH 3/5] fix(ci): update package-lock.json and use stable
 dependencies

- Committed the `frontend/package-lock.json` generated by `npm install` with stable dependencies (React 18, Vite 5).
- This ensures Netlify's installation phase succeeds by syncing the lockfile with `package.json`.
- Downgraded unstable/future dependencies to resolve build errors.
---
 frontend/package-lock.json | 3259 ++++++++++++++++++++++++++----------
 1 file changed, 2403 insertions(+), 856 deletions(-)

diff --git a/frontend/package-lock.json b/frontend/package-lock.json
index a6e6d23e..56206e83 100644
--- a/frontend/package-lock.json
+++ b/frontend/package-lock.json
@@ -8,45 +8,45 @@
       "name": "frontend",
       "version": "0.0.0",
       "dependencies": {
-        "@supabase/supabase-js": "^2.95.3",
+        "@supabase/supabase-js": "^2.39.0",
         "@tensorflow-models/mobilenet": "^2.1.1",
-        "@tensorflow/tfjs": "^4.22.0",
-        "@vitejs/plugin-react": "^5.1.2",
-        "autoprefixer": "^10.4.23",
-        "dexie": "^4.2.1",
-        "framer-motion": "^12.29.2",
-        "i18next": "^25.8.0",
-        "i18next-browser-languagedetector": "^8.2.0",
-        "lucide-react": "^0.562.0",
-        "postcss": "^8.5.6",
-        "react": "^19.2.0",
-        "react-dom": "^19.2.0",
-        "react-i18next": "^16.5.3",
-        "react-router-dom": "^7.12.0",
+        "@tensorflow/tfjs": "^4.16.0",
+        "@vitejs/plugin-react": "^4.2.1",
+        "autoprefixer": "^10.4.18",
+        "dexie": "^3.2.4",
+        "framer-motion": "^11.0.3",
+        "i18next": "^23.8.2",
+        "i18next-browser-languagedetector": "^7.2.0",
+        "lucide-react": "^0.344.0",
+        "postcss": "^8.4.35",
+        "react": "^18.2.0",
+        "react-dom": "^18.2.0",
+        "react-i18next": "^14.0.5",
+        "react-router-dom": "^6.22.1",
         "react-webcam": "^7.2.0",
         "tailwindcss": "^3.4.1",
-        "vite": "^7.3.0",
-        "vite-plugin-pwa": "^1.2.0"
+        "vite": "^5.1.4",
+        "vite-plugin-pwa": "^0.19.0"
       },
       "devDependencies": {
         "@babel/core": "^7.24.0",
         "@babel/preset-env": "^7.24.0",
         "@babel/preset-react": "^7.24.0",
-        "@eslint/js": "^9.39.1",
+        "@eslint/js": "^9.0.0",
         "@testing-library/jest-dom": "^6.4.2",
-        "@testing-library/react": "^16.0.0",
+        "@testing-library/react": "^14.2.1",
         "@testing-library/user-event": "^14.5.2",
-        "@types/react": "^19.2.5",
-        "@types/react-dom": "^19.2.3",
+        "@types/react": "^18.2.56",
+        "@types/react-dom": "^18.2.19",
         "babel-jest": "^29.7.0",
-        "eslint": "^9.39.1",
-        "eslint-plugin-react-hooks": "^7.0.1",
-        "eslint-plugin-react-refresh": "^0.4.24",
-        "globals": "^16.5.0",
+        "eslint": "^8.57.0",
+        "eslint-plugin-react-hooks": "^4.6.0",
+        "eslint-plugin-react-refresh": "^0.4.5",
+        "globals": "^13.24.0",
         "identity-obj-proxy": "^3.0.0",
         "jest": "^29.7.0",
         "jest-environment-jsdom": "^29.7.0",
-        "msw": "^2.3.0"
+        "msw": "^2.2.1"
       },
       "engines": {
         "node": ">=20.0.0"
@@ -54,11 +54,15 @@
     },
     "node_modules/@adobe/css-tools": {
       "version": "4.4.4",
+      "resolved": "https://registry.npmjs.org/@adobe/css-tools/-/css-tools-4.4.4.tgz",
+      "integrity": "sha512-Elp+iwUx5rN5+Y8xLt5/GRoG20WGoDCQ/1Fb+1LiGtvwbDavuSk0jhD/eZdckHAuzcDzccnkv+rEjyWfRx18gg==",
       "dev": true,
       "license": "MIT"
     },
     "node_modules/@alloc/quick-lru": {
       "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@alloc/quick-lru/-/quick-lru-5.2.0.tgz",
+      "integrity": "sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw==",
       "license": "MIT",
       "engines": {
         "node": ">=10"
@@ -68,7 +72,9 @@
       }
     },
     "node_modules/@babel/code-frame": {
-      "version": "7.28.6",
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.29.0.tgz",
+      "integrity": "sha512-9NhCeYjq9+3uxgdtp20LSiJXJvN0FeCtNGpJxuMFZ1Kv3cWUNb6DOhJwUvcVCzKGR66cw4njwM6hrJLqgOwbcw==",
       "license": "MIT",
       "dependencies": {
         "@babel/helper-validator-identifier": "^7.28.5",
@@ -80,25 +86,29 @@
       }
     },
     "node_modules/@babel/compat-data": {
-      "version": "7.28.6",
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.29.0.tgz",
+      "integrity": "sha512-T1NCJqT/j9+cn8fvkt7jtwbLBfLC/1y1c7NtCeXFRgzGTsafi68MRv8yzkYSapBnFA6L3U2VSc02ciDzoAJhJg==",
       "license": "MIT",
       "engines": {
         "node": ">=6.9.0"
       }
     },
     "node_modules/@babel/core": {
-      "version": "7.28.6",
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.29.0.tgz",
+      "integrity": "sha512-CGOfOJqWjg2qW/Mb6zNsDm+u5vFQ8DxXfbM09z69p5Z6+mE1ikP2jUXw+j42Pf1XTYED2Rni5f95npYeuwMDQA==",
       "license": "MIT",
       "dependencies": {
-        "@babel/code-frame": "^7.28.6",
-        "@babel/generator": "^7.28.6",
+        "@babel/code-frame": "^7.29.0",
+        "@babel/generator": "^7.29.0",
         "@babel/helper-compilation-targets": "^7.28.6",
         "@babel/helper-module-transforms": "^7.28.6",
         "@babel/helpers": "^7.28.6",
-        "@babel/parser": "^7.28.6",
+        "@babel/parser": "^7.29.0",
         "@babel/template": "^7.28.6",
-        "@babel/traverse": "^7.28.6",
-        "@babel/types": "^7.28.6",
+        "@babel/traverse": "^7.29.0",
+        "@babel/types": "^7.29.0",
         "@jridgewell/remapping": "^2.3.5",
         "convert-source-map": "^2.0.0",
         "debug": "^4.1.0",
@@ -115,11 +125,13 @@
       }
     },
     "node_modules/@babel/generator": {
-      "version": "7.28.6",
+      "version": "7.29.1",
+      "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.29.1.tgz",
+      "integrity": "sha512-qsaF+9Qcm2Qv8SRIMMscAvG4O3lJ0F1GuMo5HR/Bp02LopNgnZBC/EkbevHFeGs4ls/oPz9v+Bsmzbkbe+0dUw==",
       "license": "MIT",
       "dependencies": {
-        "@babel/parser": "^7.28.6",
-        "@babel/types": "^7.28.6",
+        "@babel/parser": "^7.29.0",
+        "@babel/types": "^7.29.0",
         "@jridgewell/gen-mapping": "^0.3.12",
         "@jridgewell/trace-mapping": "^0.3.28",
         "jsesc": "^3.0.2"
@@ -130,6 +142,8 @@
     },
     "node_modules/@babel/helper-annotate-as-pure": {
       "version": "7.27.3",
+      "resolved": "https://registry.npmjs.org/@babel/helper-annotate-as-pure/-/helper-annotate-as-pure-7.27.3.tgz",
+      "integrity": "sha512-fXSwMQqitTGeHLBC08Eq5yXz2m37E4pJX1qAU1+2cNedz/ifv/bVXft90VeSav5nFO61EcNgwr0aJxbyPaWBPg==",
       "license": "MIT",
       "dependencies": {
         "@babel/types": "^7.27.3"
@@ -140,6 +154,8 @@
     },
     "node_modules/@babel/helper-compilation-targets": {
       "version": "7.28.6",
+      "resolved": "https://registry.npmjs.org/@babel/helper-compilation-targets/-/helper-compilation-targets-7.28.6.tgz",
+      "integrity": "sha512-JYtls3hqi15fcx5GaSNL7SCTJ2MNmjrkHXg4FSpOA/grxK8KwyZ5bubHsCq8FXCkua6xhuaaBit+3b7+VZRfcA==",
       "license": "MIT",
       "dependencies": {
         "@babel/compat-data": "^7.28.6",
@@ -154,6 +170,8 @@
     },
     "node_modules/@babel/helper-create-class-features-plugin": {
       "version": "7.28.6",
+      "resolved": "https://registry.npmjs.org/@babel/helper-create-class-features-plugin/-/helper-create-class-features-plugin-7.28.6.tgz",
+      "integrity": "sha512-dTOdvsjnG3xNT9Y0AUg1wAl38y+4Rl4sf9caSQZOXdNqVn+H+HbbJ4IyyHaIqNR6SW9oJpA/RuRjsjCw2IdIow==",
       "license": "MIT",
       "dependencies": {
         "@babel/helper-annotate-as-pure": "^7.27.3",
@@ -173,6 +191,8 @@
     },
     "node_modules/@babel/helper-create-regexp-features-plugin": {
       "version": "7.28.5",
+      "resolved": "https://registry.npmjs.org/@babel/helper-create-regexp-features-plugin/-/helper-create-regexp-features-plugin-7.28.5.tgz",
+      "integrity": "sha512-N1EhvLtHzOvj7QQOUCCS3NrPJP8c5W6ZXCHDn7Yialuy1iu4r5EmIYkXlKNqT99Ciw+W0mDqWoR6HWMZlFP3hw==",
       "license": "MIT",
       "dependencies": {
         "@babel/helper-annotate-as-pure": "^7.27.3",
@@ -188,6 +208,8 @@
     },
     "node_modules/@babel/helper-define-polyfill-provider": {
       "version": "0.6.6",
+      "resolved": "https://registry.npmjs.org/@babel/helper-define-polyfill-provider/-/helper-define-polyfill-provider-0.6.6.tgz",
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     "node_modules/xml-name-validator": {
       "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/xml-name-validator/-/xml-name-validator-4.0.0.tgz",
+      "integrity": "sha512-ICP2e+jsHvAj2E2lIHxa5tjXRlKDJo4IdvPvCXbXQGdzSfmSpNVyIKMvoZHjDY9DP0zV17iI85o90vRFXNccRw==",
       "dev": true,
       "license": "Apache-2.0",
       "engines": {
@@ -10702,11 +12254,15 @@
     },
     "node_modules/xmlchars": {
       "version": "2.2.0",
+      "resolved": "https://registry.npmjs.org/xmlchars/-/xmlchars-2.2.0.tgz",
+      "integrity": "sha512-JZnDKK8B0RCDw84FNdDAIpZK+JuJw+s7Lz8nksI7SIuU3UXJJslUthsi+uWBUYOwPFwW7W7PRLRfUKpxjtjFCw==",
       "dev": true,
       "license": "MIT"
     },
     "node_modules/y18n": {
       "version": "5.0.8",
+      "resolved": "https://registry.npmjs.org/y18n/-/y18n-5.0.8.tgz",
+      "integrity": "sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA==",
       "license": "ISC",
       "engines": {
         "node": ">=10"
@@ -10714,10 +12270,14 @@
     },
     "node_modules/yallist": {
       "version": "3.1.1",
+      "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz",
+      "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==",
       "license": "ISC"
     },
     "node_modules/yargs": {
       "version": "16.2.0",
+      "resolved": "https://registry.npmjs.org/yargs/-/yargs-16.2.0.tgz",
+      "integrity": "sha512-D1mvvtDG0L5ft/jGWkLpG1+m0eQxOfaBvTNELraWj22wSVUMWxZUvYgJYcKh6jGGIkJFhH4IZPQhR4TKpc8mBw==",
       "license": "MIT",
       "dependencies": {
         "cliui": "^7.0.2",
@@ -10734,6 +12294,8 @@
     },
     "node_modules/yargs-parser": {
       "version": "20.2.9",
+      "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-20.2.9.tgz",
+      "integrity": "sha512-y11nGElTIV+CT3Zv9t7VKl+Q3hTQoT9a1Qzezhhl6Rp21gJ/IVTW7Z3y9EWXhuUBC2Shnf+DX0antecpAwSP8w==",
       "license": "ISC",
       "engines": {
         "node": ">=10"
@@ -10741,6 +12303,8 @@
     },
     "node_modules/yocto-queue": {
       "version": "0.1.0",
+      "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
+      "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -10752,6 +12316,8 @@
     },
     "node_modules/yoctocolors-cjs": {
       "version": "2.1.3",
+      "resolved": "https://registry.npmjs.org/yoctocolors-cjs/-/yoctocolors-cjs-2.1.3.tgz",
+      "integrity": "sha512-U/PBtDf35ff0D8X8D0jfdzHYEPFxAI7jJlxZXwCSez5M3190m+QobIfh+sWDWSHMCWWJN2AWamkegn6vr6YBTw==",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -10760,25 +12326,6 @@
       "funding": {
         "url": "https://github.com/sponsors/sindresorhus"
       }
-    },
-    "node_modules/zod": {
-      "version": "4.3.6",
-      "dev": true,
-      "license": "MIT",
-      "funding": {
-        "url": "https://github.com/sponsors/colinhacks"
-      }
-    },
-    "node_modules/zod-validation-error": {
-      "version": "4.0.2",
-      "dev": true,
-      "license": "MIT",
-      "engines": {
-        "node": ">=18.0.0"
-      },
-      "peerDependencies": {
-        "zod": "^3.25.0 || ^4.0.0"
-      }
     }
   }
 }

From f1c4c6176d0eb2fa56aa4fdfc27d3f0c34992c88 Mon Sep 17 00:00:00 2001
From: RohanExploit <178623867+RohanExploit@users.noreply.github.com>
Date: Tue, 17 Feb 2026 10:18:37 +0000
Subject: [PATCH 4/5] fix(security): address codeql alert in
 GraffitiVerification

- Implemented strict regex-based sanitization for the `label` field in `GraffitiVerification.jsx`.
- Replaced previous loose sanitization with a whitelist approach (alphanumeric, spaces, hyphens).
- This addresses the CodeQL alert regarding potential XSS risks from API responses.
---
 frontend/src/GraffitiVerification.jsx | 4 ++--
 netlify.toml                          | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/frontend/src/GraffitiVerification.jsx b/frontend/src/GraffitiVerification.jsx
index 654a8c5d..4ebccdde 100644
--- a/frontend/src/GraffitiVerification.jsx
+++ b/frontend/src/GraffitiVerification.jsx
@@ -37,9 +37,9 @@ const GraffitiVerification = ({ onBack }) => {
             if (res.ok) {
                 const data = await res.json();
                 if (data.detections && data.detections.length > 0) {
-                    // Sanitize label just in case, though React escapes by default
+                    // Strictly sanitize: allow only alphanumeric, space, and simple punctuation
                     const rawLabel = data.detections[0].label || "unknown";
-                    const safeLabel = rawLabel.replace(/[<>]/g, '');
+                    const safeLabel = rawLabel.replace(/[^a-zA-Z0-9\s-]/g, '');
                     setResult({ ...data.detections[0], label: safeLabel });
                 } else {
                     setResult({ label: "Unable to determine", confidence: 0 });
diff --git a/netlify.toml b/netlify.toml
index cac83867..813cf6ed 100644
--- a/netlify.toml
+++ b/netlify.toml
@@ -3,7 +3,7 @@
 [build]
   # Execute from root, explicit paths
   publish = "frontend/dist"
-  command = "cd frontend && rm -rf node_modules package-lock.json && npm install && npm run build"
+  command = "cd frontend && npm ci && npm run build"
 
 [build.environment]
   NODE_VERSION = "20"

From 67c50bd1af608f4c75bca2c897991924cc9e6703 Mon Sep 17 00:00:00 2001
From: RohanExploit <178623867+RohanExploit@users.noreply.github.com>
Date: Tue, 17 Feb 2026 10:23:14 +0000
Subject: [PATCH 5/5] fix(security): use hardcoded label map in
 GraffitiVerification

- Replaced regex sanitization with a strict lookup map (`getSafeLabel`).
- Ensures that the rendered label is always one of a predefined set of safe strings (e.g., "Clean Wall", "Graffiti Detected").
- Completely breaks the taint path from API response to JSX rendering, satisfying CodeQL's XSS prevention requirements.
---
 frontend/src/GraffitiVerification.jsx | 29 ++++++++++++++++++++-------
 1 file changed, 22 insertions(+), 7 deletions(-)

diff --git a/frontend/src/GraffitiVerification.jsx b/frontend/src/GraffitiVerification.jsx
index 4ebccdde..5715017e 100644
--- a/frontend/src/GraffitiVerification.jsx
+++ b/frontend/src/GraffitiVerification.jsx
@@ -3,6 +3,20 @@ import { Camera, Upload, CheckCircle, XCircle, Loader2, Brush } from 'lucide-rea
 
 const API_URL = import.meta.env.VITE_API_URL || '';
 
+// Safe label mapping to prevent XSS and ensure clean UI text
+const getSafeLabel = (rawLabel) => {
+    if (!rawLabel) return "Unknown Status";
+    const lower = rawLabel.toLowerCase();
+
+    if (lower.includes("clean")) return "Clean Wall";
+    if (lower.includes("freshly")) return "Freshly Painted";
+    if (lower.includes("graffiti")) return "Graffiti Detected";
+    if (lower.includes("vandalism")) return "Vandalism Detected";
+    if (lower.includes("dirty")) return "Dirty Wall";
+
+    return "Unknown Status";
+};
+
 const GraffitiVerification = ({ onBack }) => {
     const fileInputRef = useRef(null);
     const [image, setImage] = useState(null);
@@ -37,10 +51,10 @@ const GraffitiVerification = ({ onBack }) => {
             if (res.ok) {
                 const data = await res.json();
                 if (data.detections && data.detections.length > 0) {
-                    // Strictly sanitize: allow only alphanumeric, space, and simple punctuation
-                    const rawLabel = data.detections[0].label || "unknown";
-                    const safeLabel = rawLabel.replace(/[^a-zA-Z0-9\s-]/g, '');
-                    setResult({ ...data.detections[0], label: safeLabel });
+                    const detection = data.detections[0];
+                    // Map raw label to safe, hardcoded string
+                    const displayLabel = getSafeLabel(detection.label);
+                    setResult({ ...detection, label: displayLabel });
                 } else {
                     setResult({ label: "Unable to determine", confidence: 0 });
                 }
@@ -99,20 +113,21 @@ const GraffitiVerification = ({ onBack }) => {
 
             {result && !loading && (
                 <div className={`w-full mt-6 p-6 rounded-2xl shadow-sm border-l-8 flex items-start gap-4 ${
-                    result.label.includes('clean') || result.label.includes('freshly')
+                    result.label.includes('Clean') || result.label.includes('Freshly')
                         ? 'bg-green-50 border-green-500 text-green-800'
                         : 'bg-red-50 border-red-500 text-red-800'
                 }`}>
-                    {result.label.includes('clean') || result.label.includes('freshly') ? (
+                    {result.label.includes('Clean') || result.label.includes('Freshly') ? (
                         <CheckCircle className="shrink-0" size={24} />
                     ) : (
                         <XCircle className="shrink-0" size={24} />
                     )}
                     <div>
+                        {/* Label is safe because it comes from getSafeLabel which returns hardcoded strings */}
                         <h3 className="font-bold text-lg capitalize">{result.label}</h3>
                         <p className="opacity-80 text-sm mt-1">Confidence: {(result.confidence * 100).toFixed(1)}%</p>
                         <p className="text-xs mt-2 font-medium uppercase tracking-wide opacity-70">
-                            {result.label.includes('clean') ? 'Verification Passed' : 'Action Required'}
+                            {result.label.includes('Clean') || result.label.includes('Freshly') ? 'Verification Passed' : 'Action Required'}
                         </p>
                     </div>
                 </div>