Educhain MCP Server

# Responses from the MCP Server ## Tools ### generate_mcq #### Example 1 **Input**: ``Generate multiple-choice questions on python basics`` **Output**: ```json { "questions": [ { "question": "What is the correct way to print 'Hello, world!' in Python?", "answer": "print('Hello, world!')", "explanation": "The `print()` function is used to display output in Python.", "options": [ "print('Hello, world!')", "echo 'Hello, world!'", "System.out.println('Hello, world!')", "printf('Hello, world!')" ] }, { "question": "What data type is 10?", "answer": "integer", "explanation": "Numbers without decimal points are integers in Python.", "options": [ "integer", "string", "float", "boolean" ] }, { "question": "What data type is '10'?", "answer": "string", "explanation": "Values enclosed in quotes are strings.", "options": [ "integer", "string", "float", "boolean" ] }, { "question": "What data type is 10.5?", "answer": "float", "explanation": "Numbers with decimal points are floating-point numbers (floats).", "options": [ "integer", "string", "float", "boolean" ] }, { "question": "What is the result of 5 + 2?", "answer": "7", "explanation": "Basic arithmetic operation.", "options": [ "7", "52", "10", "3" ] }, { "question": "What is the result of 10 / 2?", "answer": "5.0", "explanation": "Division in Python always results in a float.", "options": [ "5", "5.0", "2", "10/2" ] }, { "question": "What does '#' denote in a Python code?", "answer": "Comment", "explanation": "A single-line comment starts with '#'.", "options": [ "Variable", "Function", "Comment", "Operator" ] }, { "question": "How do you assign the value 10 to a variable named 'x'?", "answer": "x = 10", "explanation": "Use the assignment operator '='.", "options": [ "x = 10", "10 = x", "x == 10", "x := 10" ] }, { "question": "What is the output of `type(True)`?", "answer": "<class 'bool'>", "explanation": "True and False are boolean values.", "options": [ "<class 'int'>", "<class 'str'>", "<class 'bool'>", "<class 'float'>" ] }, { "question": "What will be the output of `len('Python')`?", "answer": "6", "explanation": "`len()` function returns the length of a string.", "options": [ "5", "6", "Python", "Error" ] } ] } ``` #### Example 2 **Input**: ``generate 5 mcqs on python basics in hard difficulty`` **Output**: ```json { "questions": [ { "question": "Explain the difference between shallow copy and deep copy in Python, providing examples where each is appropriate and illustrating potential pitfalls of using one over the other when dealing with nested mutable objects.", "answer": "A shallow copy creates a new object, but it populates it with references to the elements of the original object. A deep copy creates a completely independent copy of the object and all its nested objects. Shallow copies are faster but can lead to unexpected behavior when modifying nested mutable objects because changes in the copy affect the original and vice-versa. Deep copies are safer for nested mutable objects but consume more memory and are slower. Example: Shallow copy of a list of lists will create a new list, but the inner lists remain shared. Modifying an inner list in the copy will affect the original. A deep copy would create independent copies of all inner lists.", "explanation": "The correct answer highlights the key difference and the implications for mutable objects. Incorrect options misrepresent the speed and applicability of each copy method.", "options": [ "Shallow copy copies only the references, deep copy copies the values.", "Shallow copy is faster and always preferred.", "Deep copy is slower and only necessary for immutable objects.", "Shallow copy and deep copy are functionally identical." ] }, { "question": "Describe a scenario where using a generator function in Python would significantly improve performance compared to a regular function returning a list. Illustrate your answer with code examples.", "answer": "Generator functions are more memory-efficient when dealing with large datasets because they yield one item at a time instead of creating a whole list in memory. For example, processing a huge log file line by line. A regular function would load the entire file into memory. A generator function would yield each line individually, processing it and discarding it before moving on to the next. This is crucial when dealing with data that exceeds available RAM.", "explanation": "The correct option emphasizes memory efficiency, the primary advantage of generators for large data. Incorrect options misrepresent the speed and applicability of generators.", "options": [ "Generator functions are always faster than regular functions.", "Generator functions are only useful for small datasets.", "Generator functions and regular functions have identical performance for large datasets.", "Generator functions are more memory-efficient for large datasets." ] }, { "question": "Explain the concept of decorators in Python and provide a practical example demonstrating their use for logging function execution time. Discuss the use of *args and **kwargs for flexible decorator application.", "answer": "Decorators are a powerful and expressive feature in Python that allows you to modify or enhance functions and methods in a clean and readable way without modifying their core implementation. They achieve this using nested functions and closures. The example would involve a decorator function that takes a function as input, wraps it, and times its execution using `time.perf_counter()`. *args and **kwargs allow the decorator to work with functions that accept any number of positional or keyword arguments.", "explanation": "The correct answer accurately describes decorators and their use. Incorrect options misrepresent their capabilities and mechanisms.", "options": [ "Decorators are only useful for simple functions.", "Decorators cannot handle functions with variable arguments.", "Decorators modify the original function's code directly.", "Decorators provide a way to add functionality to functions without modifying them." ] }, { "question": "How can you effectively handle exceptions in Python to ensure robustness and graceful error handling in your programs, particularly when dealing with file I/O and network operations? Provide examples demonstrating `try-except-finally` blocks and context managers.", "answer": "Robust exception handling involves using `try-except-finally` blocks to catch specific exceptions and handle them appropriately. The `try` block contains the code that might raise an exception. The `except` block handles the exception if it occurs. The `finally` block always executes, regardless of whether an exception occurred, allowing for cleanup actions like closing files or network connections. Context managers (`with` statement) simplify exception handling, especially for resources that need to be released (e.g., files).", "explanation": "The correct answer stresses the importance of specific exception handling and resource management using `try-except-finally` and context managers. Incorrect options misrepresent best practices.", "options": [ "Exceptions should always be ignored to prevent program crashes.", "`try-except` blocks are sufficient for all exception handling scenarios.", "`finally` blocks are optional and rarely needed.", "Effective exception handling requires specific exception types and resource cleanup." ] }, { "question": "Discuss the differences between class methods, static methods, and instance methods in Python. Provide examples illustrating when each type of method is most appropriate.", "answer": "Instance methods operate on an instance of a class and have access to the instance's attributes (`self`). Class methods operate on the class itself and have access to the class attributes (`cls`). Static methods are utility functions related to the class but don't have access to instance or class attributes. Appropriate use cases: instance methods for operations specific to an object, class methods for factory methods or class-level operations, and static methods for helper functions logically associated with the class.", "explanation": "The correct answer clearly differentiates the three method types and their appropriate applications. Incorrect options misrepresent their functionality and usage.", "options": [ "All three method types are functionally equivalent.", "Class methods are always faster than instance methods.", "Static methods are only used for mathematical calculations.", "The choice of method type depends on access to instance and class attributes." ] } ] } ``` ### generate_flashcard #### Example 1 **Input**: ``Generate flashcards about AI Basics`` **Output**: Published output at: ``https://claude.ai/public/artifacts/945e3f7e-1754-4c16-ae38-7cb0d0045bbb`` or ```json { "title": "AI Basics", "flashcards": [ { "front": "What is Artificial Intelligence (AI)?", "back": "Artificial intelligence is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning, reasoning, and self-correction.", "explanation": null }, { "front": "Define Machine Learning (ML).", "back": "Machine learning is a subset of AI where systems learn from data without explicit programming. They identify patterns and make predictions based on this data.", "explanation": null }, { "front": "What is Deep Learning (DL)?", "back": "Deep learning is a subfield of machine learning that uses artificial neural networks with multiple layers (hence 'deep') to analyze data and extract complex patterns.", "explanation": null }, { "front": "Explain the difference between supervised and unsupervised learning.", "back": "Supervised learning uses labeled data (input and desired output) to train a model. Unsupervised learning uses unlabeled data and aims to discover hidden patterns or structures.", "explanation": null }, { "front": "What is a neural network?", "back": "A neural network is a computing system inspired by the biological neural networks that constitute animal brains. It consists of interconnected nodes (neurons) organized in layers that process and transmit information.", "explanation": null }, { "front": "What is reinforcement learning?", "back": "Reinforcement learning is a type of machine learning where an agent learns to interact with an environment by taking actions and receiving rewards or penalties. The goal is to maximize cumulative rewards.", "explanation": null }, { "front": "What is a bias in AI?", "back": "Bias in AI refers to systematic and repeatable errors in a system's output caused by flaws in the data or algorithms used to train it. These biases can perpetuate and amplify existing societal inequalities.", "explanation": null }, { "front": "What is natural language processing (NLP)?", "back": "Natural language processing (NLP) is a branch of AI that focuses on enabling computers to understand, interpret, and generate human language.", "explanation": null }, { "front": "What is computer vision?", "back": "Computer vision is a field of AI that enables computers to 'see' and interpret images and videos in a way similar to humans. It involves object recognition, image classification, and more.", "explanation": null }, { "front": "What are some ethical considerations in AI?", "back": "Ethical considerations in AI include bias, fairness, accountability, transparency, privacy, job displacement, and the potential for misuse of AI systems.", "explanation": null } ] } ``` #### Example 2 **Input**: ``create flashcards on python programming`` **Output**: ```json {'title': 'Python Programming Fundamentals', 'flashcards': [{'front': 'What is Python?', 'back': 'Python is a high-level, interpreted, general-purpose programming language known for its readability and ease of use.', 'explanation': "It's widely used in web development, data science, machine learning, and scripting."}, {'front': 'What is a variable?', 'back': 'A variable is a named storage location that holds a value.', 'explanation': 'Example: `x = 10` assigns the value 10 to the variable x.'}, {'front': 'What are data types in Python?', 'back': 'Common data types include integers (int), floating-point numbers (float), strings (str), booleans (bool), and lists.', 'explanation': 'Data types determine the kind of values a variable can hold and the operations that can be performed on it.'}, {'front': 'Explain the difference between `==` and `=` in Python.', 'back': '`=` is the assignment operator (assigns a value to a variable), while `==` is the equality operator (compares two values).', 'explanation': 'Example: `x = 5` assigns 5 to x, while `x == 5` checks if x is equal to 5.'}, {'front': 'What is a loop in Python?', 'back': 'A loop is a control structure that repeatedly executes a block of code.', 'explanation': 'Common loop types are `for` loops (iterate over a sequence) and `while` loops (repeat as long as a condition is true).'}, {'front': 'What is a function in Python?', 'back': 'A function is a block of reusable code that performs a specific task.', 'explanation': 'Functions improve code organization and readability.'}, {'front': 'What is an if-else statement?', 'back': 'An if-else statement allows you to execute different blocks of code based on a condition.', 'explanation': "It's used for conditional logic."}, {'front': 'What is a list in Python?', 'back': 'A list is an ordered, mutable (changeable) collection of items.', 'explanation': "Example: `my_list = [1, 2, 'apple', 3.14]`"}, {'front': 'What is a dictionary in Python?', 'back': 'A dictionary is an unordered collection of key-value pairs.', 'explanation': "Example: `my_dict = {'name': 'Alice', 'age': 30}`. Keys must be immutable (like strings or numbers)."}, {'front': 'What is indentation in Python?', 'back': 'Indentation (whitespace at the beginning of a line) defines code blocks in Python.', 'explanation': "It's crucial for proper program execution; inconsistent indentation leads to errors."}]} ``` ## Resources ### devise_lessonplan #### Example **Input**: { "topic": "algebra" } **Output**: Can be seen only through debugging due to *lack of support for dynamic resource* from claude desktop(no support for resource template) ```json { "title": "Unlocking the Power of Algebra", "subject": "Algebra", "learning_objectives": [ "Students will be able to define variables and constants and use them in simple algebraic expressions.", "Students will be able to solve one-step and two-step linear equations.", "Students will be able to apply algebraic concepts to solve real-world problems and interpret solutions in context." ], "lesson_introduction": "Imagine building a robot! To make it move, you need precise instructions – algebra provides those instructions for numbers. It's a language that lets us solve mysteries, design buildings, and even predict the weather. Today, we'll explore the basics of algebra and see how it's used everywhere around us.", "main_topics": [ { "title": "Understanding Variables and Expressions", "subtopics": [ { "title": "Variables and Constants", "key_concepts": [ { "type": "definition", "content": "A variable is a symbol (usually a letter) that represents an unknown number. A constant is a fixed value." }, { "type": "example", "content": "In the expression 2x + 5, 'x' is a variable and '2' and '5' are constants." }, { "type": "illustration", "content": "Visual representation of variables and constants using different colored blocks or shapes." } ], "discussion_questions": [ { "question": "Why do we use variables in algebra?" }, { "question": "Can a variable represent different values?" } ], "hands_on_activities": [ { "title": "Variable Scavenger Hunt", "description": "Students identify real-world examples of variables (e.g., the number of apples in a basket)." } ], "reflective_questions": [ { "question": "How can you distinguish between a variable and a constant?" } ], "assessment_ideas": [ { "type": "quiz", "description": "Short quiz identifying variables and constants in given expressions." } ] }, { "title": "Algebraic Expressions", "key_concepts": [ { "type": "definition", "content": "An algebraic expression is a combination of variables, constants, and mathematical operations (+, -, ×, ÷)." }, { "type": "example", "content": "Examples: 3a - 7, x² + 2y, (4 + b)/2" }, { "type": "multimedia", "content": "Short video explaining how to build and simplify algebraic expressions." } ], "discussion_questions": [ { "question": "How can you simplify an algebraic expression?" }, { "question": "What are the order of operations in algebra?" } ], "hands_on_activities": [ { "title": "Expression Building Blocks", "description": "Students use blocks representing variables and constants to build expressions." } ], "reflective_questions": [ { "question": "What are the different components of an algebraic expression?" } ], "assessment_ideas": [ { "type": "written task", "description": "Write and simplify several algebraic expressions." } ] } ] }, { "title": "Solving Linear Equations", "subtopics": [ { "title": "One-Step Equations", "key_concepts": [ { "type": "definition", "content": "A one-step equation involves one operation (addition, subtraction, multiplication, or division) to solve for the variable." }, { "type": "example", "content": "x + 5 = 10; x - 3 = 7; 2x = 6; x/4 = 2" }, { "type": "illustration", "content": "Visual representation using a balance scale." } ], "discussion_questions": [ { "question": "What is the inverse operation of addition? Subtraction? Multiplication? Division?" }, { "question": "How do you maintain balance when solving equations?" } ], "hands_on_activities": [ { "title": "Equation Balance", "description": "Students use a balance scale to solve one-step equations." } ], "reflective_questions": [ { "question": "Explain the steps involved in solving a one-step equation." } ], "assessment_ideas": [ { "type": "quiz", "description": "Solve a set of one-step equations." } ] }, { "title": "Two-Step Equations", "key_concepts": [ { "type": "definition", "content": "A two-step equation involves two operations to solve for the variable." }, { "type": "example", "content": "2x + 3 = 7; x/2 - 1 = 3" }, { "type": "multimedia", "content": "Interactive online tool for solving two-step equations." } ], "discussion_questions": [ { "question": "What is the order of operations when solving two-step equations?" }, { "question": "How can you check your answer to an equation?" } ], "hands_on_activities": [ { "title": "Equation Challenge", "description": "Students create and solve their own two-step equations." } ], "reflective_questions": [ { "question": "How do you decide which operation to perform first when solving a two-step equation?" } ], "assessment_ideas": [ { "type": "project", "description": "Create a real-world problem that can be solved using a two-step equation." } ] } ] } ], "learning_adaptations": "For younger grades, focus on concrete examples and manipulatives. For older grades, introduce more complex equations and inequalities.", "real_world_applications": "Algebra is crucial in many fields, including engineering, computer science, finance, and medicine. It's used to model real-world situations, make predictions, and solve complex problems. A strong foundation in algebra opens doors to many exciting careers and advanced studies in STEM fields.", "ethical_considerations": "The ethical use of algebra involves ensuring that mathematical models are used responsibly and do not perpetuate biases or inequalities. It's important to be aware of the potential impact of mathematical modeling on society." } ``` ### get_info (uri = 'about://info') #### Example **Input**: NA **Output**: ```json { "name": "Educhain - MCP server", "description": "A simple Educhain based MCP server that uses google gemini 1.5 flash to perform various tasks.", "version": "0.1.0", "tools": ["generate_mcq", "generate_flashcard"], "resources": ["list_resources", "get_info", "devise_lessonplan"], "creator": "Bandi Anudeep Reddy (github: Anudeep-CodeSpace)" } ``` ### list_resources (uri = 'list://resources') **Input**: NA **Output**: ```json { 'resources': [ { "uri": "hello://world", "name": "Hello world resource", "description": "Sample hello world! resource for testing", "mime_type": "text/plain" }, { "uri": "greetings://{name}", "name": "Send greetings", "description": "Send personalized greetings to a given name", "mime_type": "text/plain" }, { "uri": "lessonplan://{subject}", "name": "Device lesson plan", "description": "Device a lesson plan for a given subject", "mime_type": "LessonPlanResponse", "examples": [ "lessonplan://algebra", "lessonplan://math" ] } ] } ```