Fix: API URL detection & add missing NER/EEAT data

syscred/static/index.html

@@ -927,9 +927,35 @@
 
     <script>
         // Backend URLs
+        // Empty string means relative path (same domain), which works for HF Space
+        const REMOTE_API_URL = ''; 
         const LOCAL_API_URL = 'http://localhost:5001';
-        const REMOTE_API_URL = 'https://domloyer-syscred.hf.space';
-        let API_URL = '';
+        
+        // Detect if we are already on localhost
+        const isLocalhost = window.location.hostname === 'localhost' || window.location.hostname === '127.0.0.1';
+        let API_URL = isLocalhost ? LOCAL_API_URL : REMOTE_API_URL;
+        
+        // Set initial toggle state based on environment
+        document.addEventListener('DOMContentLoaded', () => {
+            const toggle = document.getElementById('backendToggle');
+            const status = document.getElementById('backendStatus');
+            const labelLocal = document.getElementById('labelLocal');
+            const labelRemote = document.getElementById('labelRemote');
+            
+            if (isLocalhost) {
+                toggle.checked = false;
+                status.textContent = 'Backend: localhost:5001 (léger, sans ML)';
+                status.className = 'backend-status local';
+                labelLocal.classList.add('active');
+                labelRemote.classList.remove('active');
+            } else {
+                toggle.checked = true;
+                status.textContent = 'Backend: HF Space (ML complet)';
+                status.className = 'backend-status remote';
+                labelLocal.classList.remove('active');
+                labelRemote.classList.add('active');
+            }
+        });
         
         function toggleBackend() {
             const toggle = document.getElementById('backendToggle');
@@ -939,7 +965,7 @@
             
             if (toggle.checked) {
                 API_URL = REMOTE_API_URL;
-                status.textContent = 'Backend: HF Space (ML complet, plus lent)';
+                status.textContent = 'Backend: HF Space (ML complet)';
                 status.className = 'backend-status remote';
                 labelLocal.classList.remove('active');
                 labelRemote.classList.add('active');
@@ -950,7 +976,7 @@
                 labelLocal.classList.add('active');
                 labelRemote.classList.remove('active');
             }
-            console.log('[SysCRED] Backend switched to:', API_URL);
+            console.log('[SysCRED] Backend switched to:', API_URL || 'Relative Path (HF Space)');
         }
 
         async function analyzeUrl() {

syscred/verification_system.py

@@ -338,6 +338,21 @@ class CredibilityVerificationSystem:
         
         # 4. Semantic Coherence
         results['coherence_score'] = self._calculate_coherence(text)
+
+        # 5. [NEW] E-E-A-T Score Calculation
+        if HAS_EEAT:
+            try:
+                # Initialize calc if needed (lazy load)
+                if not hasattr(self, 'eeat_calculator') or self.eeat_calculator is None:
+                    self.eeat_calculator = EEATCalculator()
+                
+                # Calculate score
+                eeat = self.eeat_calculator.calculate_eeat(text, results.get('named_entities', []))
+                # Store in results as dict
+                results['eeat_score'] = eeat.to_dict()
+                print(f"[NLP] EEAT Score calculated: {eeat.overall_score:.2f}")
+            except Exception as e:
+                print(f"[NLP] EEAT error: {e}")
         
         return results
 
@@ -743,7 +758,7 @@ class CredibilityVerificationSystem:
         })
         report['sourcesUtilisees'].append({
             'type': 'Fact Check API',
-            'results_count': len(external_data.fact_checks)
+            'results_count': len(external_data.fact_checks) if external_data.fact_checks else 0
         })
         # [NEW] Add TREC evidence source
         if evidences:
@@ -753,6 +768,16 @@ class CredibilityVerificationSystem:
                 'corpus': 'AP88-90',
                 'results_count': len(evidences)
             })
+            
+        # [FIX] Add explicit fields for frontend
+        if nlp_results.get('named_entities'):
+            report['ner_entities'] = nlp_results.get('named_entities')
+            
+        # Add EEAT score if available (from rule_results or nlp_results)
+        if 'eeat_score' in rule_results:
+             report['eeat_score'] = rule_results['eeat_score']
+        elif 'eeat_score' in nlp_results:
+             report['eeat_score'] = nlp_results['eeat_score']
         
         return report