Step 2: Added advanced features and user experience features to TutorX MCP server

main.py

@@ -128,5 +128,223 @@ def analyze_error_patterns(student_id: str, concept_id: str) -> Dict[str, Any]:
         ]
     }
 
+# ------------------ Advanced Features ------------------
+
+# Neurological Engagement Monitor
+@mcp.tool()
+def analyze_cognitive_state(eeg_data: Dict[str, Any]) -> Dict[str, Any]:
+    """
+    Analyze EEG data to determine cognitive state
+    
+    Args:
+        eeg_data: Raw or processed EEG data
+        
+    Returns:
+        Analysis of cognitive state
+    """
+    return {
+        "attention_level": 0.82,
+        "cognitive_load": 0.65,
+        "stress_level": 0.25,
+        "recommendations": [
+            "Student is engaged but approaching cognitive overload",
+            "Consider simplifying next problems slightly"
+        ],
+        "timestamp": datetime.now().isoformat()
+    }
+
+# Cross-Institutional Knowledge Fusion
+@mcp.resource("curriculum-standards://{country_code}")
+def get_curriculum_standards(country_code: str) -> Dict[str, Any]:
+    """Get curriculum standards for a specific country"""
+    standards = {
+        "us": {
+            "name": "Common Core State Standards",
+            "math_standards": {
+                "algebra_1": [
+                    "CCSS.Math.Content.HSA.CED.A.1",
+                    "CCSS.Math.Content.HSA.CED.A.2"
+                ]
+            }
+        },
+        "uk": {
+            "name": "National Curriculum",
+            "math_standards": {
+                "algebra_1": [
+                    "KS3.Algebra.1",
+                    "KS3.Algebra.2"
+                ]
+            }
+        }
+    }
+    
+    return standards.get(country_code.lower(), {"error": "Country code not found"})
+
+@mcp.tool()
+def align_content_to_standard(content_id: str, standard_id: str) -> Dict[str, Any]:
+    """
+    Align educational content to a specific curriculum standard
+    
+    Args:
+        content_id: The ID of the content to align
+        standard_id: The curriculum standard ID
+        
+    Returns:
+        Alignment information and recommendations
+    """
+    return {
+        "content_id": content_id,
+        "standard_id": standard_id,
+        "alignment_score": 0.85,
+        "gaps": [
+            "Missing coverage of polynomial division",
+            "Should include more word problems"
+        ],
+        "recommendations": [
+            "Add 2-3 examples of polynomial division",
+            "Convert 30% of problems to word problems"
+        ]
+    }
+
+# Automated Lesson Authoring
+@mcp.tool()
+def generate_lesson(topic: str, grade_level: int, duration_minutes: int = 45) -> Dict[str, Any]:
+    """
+    Generate a complete lesson plan on a topic
+    
+    Args:
+        topic: The lesson topic
+        grade_level: Target grade level (K-12)
+        duration_minutes: Lesson duration in minutes
+        
+    Returns:
+        Complete lesson plan
+    """
+    return {
+        "topic": topic,
+        "grade_level": grade_level,
+        "duration_minutes": duration_minutes,
+        "objectives": [
+            "Students will be able to solve linear equations in one variable",
+            "Students will be able to check their solutions"
+        ],
+        "materials": [
+            "Whiteboard/projector",
+            "Handouts with practice problems",
+            "Graphing calculators (optional)"
+        ],
+        "activities": [
+            {
+                "name": "Warm-up",
+                "duration_minutes": 5,
+                "description": "Review of pre-algebra concepts needed for today's lesson"
+            },
+            {
+                "name": "Direct Instruction",
+                "duration_minutes": 15,
+                "description": "Teacher demonstrates solving linear equations step by step"
+            },
+            {
+                "name": "Guided Practice",
+                "duration_minutes": 10,
+                "description": "Students solve problems with teacher guidance"
+            },
+            {
+                "name": "Independent Practice",
+                "duration_minutes": 10,
+                "description": "Students solve problems independently"
+            },
+            {
+                "name": "Closure",
+                "duration_minutes": 5,
+                "description": "Review key concepts and preview next lesson"
+            }
+        ],
+        "assessment": {
+            "formative": "Teacher observation during guided and independent practice",
+            "summative": "Exit ticket with 3 problems to solve"
+        },
+        "differentiation": {
+            "struggling": "Provide equation-solving steps reference sheet",
+            "advanced": "Offer multi-step equations with fractions and decimals"
+        }
+    }
+
+# ------------------ User Experience Features ------------------
+
+@mcp.resource("student-dashboard://{student_id}")
+def get_student_dashboard(student_id: str) -> Dict[str, Any]:
+    """Get dashboard data for a specific student"""
+    return {
+        "student_id": student_id,
+        "knowledge_map": {
+            "mastery_percentage": 68,
+            "concepts_mastered": 42,
+            "concepts_in_progress": 15,
+            "concepts_not_started": 25
+        },
+        "recent_activity": [
+            {
+                "timestamp": "2025-06-06T15:30:00Z",
+                "activity_type": "quiz",
+                "description": "Algebra Quiz #3",
+                "performance": "85%"
+            },
+            {
+                "timestamp": "2025-06-05T13:45:00Z",
+                "activity_type": "lesson",
+                "description": "Quadratic Equations Introduction",
+                "duration_minutes": 32
+            }
+        ],
+        "recommendations": [
+            "Complete Factor Polynomials practice set",
+            "Review Linear Systems interactive module"
+        ]
+    }
+
+@mcp.tool()
+def get_accessibility_settings(student_id: str) -> Dict[str, Any]:
+    """
+    Get accessibility settings for a student
+    
+    Args:
+        student_id: The student's unique identifier
+        
+    Returns:
+        Accessibility settings
+    """
+    return {
+        "student_id": student_id,
+        "text_to_speech_enabled": True,
+        "font_size": "large",
+        "high_contrast_mode": False,
+        "screen_reader_compatible": True,
+        "keyboard_navigation_enabled": True
+    }
+
+@mcp.tool()
+def update_accessibility_settings(student_id: str, settings: Dict[str, Any]) -> Dict[str, Any]:
+    """
+    Update accessibility settings for a student
+    
+    Args:
+        student_id: The student's unique identifier
+        settings: Dictionary of settings to update
+        
+    Returns:
+        Updated accessibility settings
+    """
+    # In a real implementation, this would update a database
+    return {
+        "student_id": student_id,
+        "text_to_speech_enabled": settings.get("text_to_speech_enabled", True),
+        "font_size": settings.get("font_size", "large"),
+        "high_contrast_mode": settings.get("high_contrast_mode", False),
+        "screen_reader_compatible": settings.get("screen_reader_compatible", True),
+        "keyboard_navigation_enabled": settings.get("keyboard_navigation_enabled", True),
+        "updated_at": datetime.now().isoformat()
+    }
+
 if __name__ == "__main__":
     mcp.run()