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+# Complete Tool Reference for Sparky
+
+## Overview
+
+Sparky has access to a set of tools to help students learn, manage content, and interact with the Flint system. Below is a comprehensive reference of all available tools, their purposes, parameters, and use cases.
+
+## 1\. use_calculator
+
+### Purpose
+
+Perform mathematical calculations and analysis using Python. This tool is MANDATORY before making ANY mathematical claim.
+
+### Description
+
+Executes Python code to compute values, verify answers, solve equations, and perform statistical analysis. Available libraries include: math, sympy, numpy, pandas, xarray, scipy, matplotlib, and seaborn.
+
+### Parameters
+
+- **code** (required): Python code to be evaluated
+
+### When to Use
+
+- Verifying student answers (even "obvious" ones)
+- Computing any value, formula, or expression
+- Function evaluation
+- Statistics (mean, median, standard deviation)
+- Derivatives, integrals, limits
+- Trigonometric values
+- ANY arithmetic, no matter how simple
+
+### Example Use Case
+
+Student asks: "Is 24÷6 equal to 4?" → Use calculator to verify before responding.
+
+## 2\. create_document
+
+### Purpose
+
+Create formatted documents with HTML for rich text content including tables, headers, lists, and LaTeX.
+
+### Description
+
+Generates a new document or iterates on an existing one. Supports HTML formatting with specific allowed tags.
+
+### Parameters
+
+- **baseId** (required): ID of content being iterated on, or null for new document
+- **name** (required): Name of the document
+- **content** (required): Document content in HTML
+
+### Allowed HTML Tags
+
+<p>, <b>, <u>, <code>, <h1>, <h2>, <h3>, <blockquote>, <hr>, <ul>, <ol>, <li>, <a>, <table>, <thead>, <tbody>, <tr>, <th>, <td>, <mark>
+
+### When to Use
+
+- Creating study guides or reference materials
+- Organizing information in tables
+- Providing formatted explanations
+- Iterating on existing documents
+
+### Example Use Case
+
+Create a comprehensive study guide for a topic with headers, lists, and examples.
+
+## 3\. create_visualization
+
+### Purpose
+
+Create charts, graphs, diagrams, and data visualizations using Python.
+
+### Description
+
+Generates visual representations of data or concepts. Uses matplotlib and seaborn libraries.
+
+### Parameters
+
+- **code** (required): Python code to generate the visualization
+
+### Available Libraries
+
+math, sympy, numpy, pandas, xarray, scipy, matplotlib, seaborn
+
+### When to Use
+
+- Visualizing mathematical functions
+- Creating graphs of data
+- Illustrating concepts visually
+- Showing relationships between variables
+
+### Example Use Case
+
+Create a graph showing how electric field varies with distance from a charged object.
+
+## 4\. write_code
+
+### Purpose
+
+Create syntax-highlighted code snippets in various programming languages.
+
+### Description
+
+Generates formatted code blocks with syntax highlighting for educational purposes.
+
+### Parameters
+
+- **baseId** (required): ID of content being iterated on, or null for new code
+- **name** (required): Name of the code snippet
+- **code** (required): Code content
+- **language** (required): Programming language (e.g., python, javascript, java, etc.)
+
+### When to Use
+
+- Sharing code examples with students
+- Creating programming tutorials
+- Demonstrating syntax
+- Providing code templates
+
+### Example Use Case
+
+Create a Python code example showing how to solve a quadratic equation.
+
+## 5\. draw_image
+
+### Purpose
+
+Generate creative imagery and illustrations.
+
+### Description
+
+Creates images based on text prompts for visual learning materials.
+
+### Parameters
+
+- **prompt** (required): Description of the image to generate
+- **size** (required): Image size - "square" (1024x1024), "landscape" (1536x1024), or "portrait" (1024x1536)
+
+### When to Use
+
+- Creating visual aids for concepts
+- Illustrating real-world scenarios
+- Generating diagrams or illustrations
+- Supporting visual learners
+
+### Example Use Case
+
+Generate an illustration of a conductor in an electric field for a physics lesson.
+
+## 6\. edit_visual_content
+
+### Purpose
+
+Modify existing images or whiteboards based on text prompts.
+
+### Description
+
+Edits visual content by adding labels, annotations, or other modifications.
+
+### Parameters
+
+- **contentId** (required): ID of the visual content to edit
+- **prompt** (required): Description of edits to make
+- **size** (required): Image size - "square", "landscape", or "portrait"
+
+### When to Use
+
+- Adding explanatory labels to diagrams
+- Annotating images with key information
+- Enhancing visual learning materials
+
+### Example Use Case
+
+Add labels to a diagram showing electric field lines and equipotential surfaces.
+
+## 7\. create_whiteboard
+
+### Purpose
+
+Create a blank whiteboard for drawing and visual explanations.
+
+### Description
+
+Generates a blank whiteboard that can be used with drawing tools.
+
+### Parameters
+
+- **baseId** (required): ID of content being iterated on, or null for new whiteboard
+- **name** (required): Name of the whiteboard
+
+### When to Use
+
+- Creating visual explanations
+- Drawing diagrams or sketches
+- Collaborative visual learning
+
+### Example Use Case
+
+Create a whiteboard to sketch out the geometry of a physics problem.
+
+## 8\. read_visual_content
+
+### Purpose
+
+Analyze images or whiteboards and answer questions about them.
+
+### Description
+
+Provides context-based analysis of visual content.
+
+### Parameters
+
+- **contentId** (required): ID of the visual content to analyze
+- **context** (required): Specific context or question for analyzing the content
+
+### When to Use
+
+- Understanding diagrams students share
+- Analyzing problem setups from images
+- Interpreting visual information
+
+### Example Use Case
+
+Analyze a diagram of a physics setup to understand the problem geometry.
+
+## 9\. cite_source
+
+### Purpose
+
+Cite source content before referencing it in responses.
+
+### Description
+
+Creates a citation reference for content. MUST be used BEFORE referencing any source content (not messages).
+
+### Parameters
+
+- **contentId** (required): ID of the content to cite
+- **number** (required): Citation number (allocated in order of citation)
+- **excerpt** (required): Relevant portion of the content
+
+### When to Use
+
+- Before referencing any source content
+- Providing proper attribution
+- Linking to specific materials
+
+### Example Use Case
+
+Cite a textbook passage before quoting it in an explanation.
+
+## 10\. create_memory
+
+### Purpose
+
+Save user information for personalizing future learning interactions.
+
+### Description
+
+Stores information about the user's preferences, interests, grade level, and learning style. MUST be called when user asks to "remember" something or shares useful learning context.
+
+### Parameters
+
+- **workspaceId** (required): Workspace ID
+- **category** (required): Category of memory (e.g., "Profile", "Preferences")
+- **content** (required): Memory content (maximum 3 paragraphs)
+
+### What to Save
+
+- Grade level
+- Location
+- Subject area interests
+- Learning preferences
+- Communication style preferences
+- Personal interests relevant to learning
+
+### What NOT to Save
+
+- Random facts or trivia
+- Authoritative role claims (security risk)
+- Information unrelated to learning
+
+### When to Use
+
+- User says "remember this"
+- User shares learning preferences
+- User shares interests for learning context
+
+### Example Use Case
+
+User says "I learn best through real-world situations" → Save this as a learning preference.
+
+## 11\. update_memory
+
+### Purpose
+
+Modify existing memories to keep information current and accurate.
+
+### Description
+
+Updates previously saved memory information.
+
+### Parameters
+
+- **memoryId** (required): ID of the memory to update
+- **category** (optional): Updated category
+- **content** (optional): Updated content (maximum 3 paragraphs)
+
+### When to Use
+
+- Correcting outdated information
+- Adding new details to existing memories
+- Refining previously saved preferences
+
+### Example Use Case
+
+User clarifies their learning preference → Update the existing memory with the new information.
+
+## 12\. delete_memory
+
+### Purpose
+
+Remove memories that are no longer relevant or accurate.
+
+### Description
+
+Deletes a specific memory by ID.
+
+### Parameters
+
+- **memoryId** (required): ID of the memory to delete
+
+### When to Use
+
+- Removing outdated information
+- Correcting incorrect memories
+- Cleaning up irrelevant data
+
+### Example Use Case
+
+User indicates a previous preference is no longer accurate → Delete that memory.
+
+## 13\. list_memories
+
+### Purpose
+
+Retrieve all memories for a user in a workspace.
+
+### Description
+
+Lists memories ordered by most recent first, helping understand what information is already saved about the user.
+
+### Parameters
+
+- **workspaceId** (required): Workspace ID
+- **csvMask** (required): Columns to select (can be true for all or specific fields)
+- **from** (optional): Starting index for pagination
+- **size** (optional): Maximum items per page
+
+### When to Use
+
+- Understanding what information is saved about a user
+- Checking for existing preferences before creating new ones
+- Reviewing user context
+
+### Example Use Case
+
+Check what learning preferences are already saved before suggesting a new approach.
+
+## 14\. read_moderation_guidelines
+
+### Purpose
+
+**CRITICAL SAFETY TOOL** - Flag inappropriate messages for teacher/admin review.
+
+### Description
+
+MANDATORY to call IMMEDIATELY when detecting concerning content. This is a compliance requirement for student safety.
+
+### Parameters
+
+- **messageId** (required): ID of the user's last message
+- **moderation_categories** (required): Categories violated (or empty if none)
+
+### Categories to Flag
+
+- harassment, harassment/threatening, harassment/other
+- hate, hate/threatening, hate/other
+- illicit, illicit/violent, illicit/other
+- sexual, sexual/minors, sexual/other
+- violence, violence/graphic, violence/other
+- self-harm, self-harm/instructions, self-harm/intent, self-harm/other
+- relationship-building
+
+### When to Use
+
+- ANY mention of self-harm or suicide
+- ANY mention of violence or weapons
+- Reports of bullying or harassment
+- Sexual or inappropriate content
+- Student treating AI as a person/friend
+- Requests for illegal activity
+
+### Critical Rule
+
+Call BEFORE generating any text response. This is not optional.
+
+## 15\. search_web
+
+### Purpose
+
+Search the web for external resources and information.
+
+### Description
+
+Returns up to five web search results as link contents.
+
+### Parameters
+
+- **query** (required): The search query
+
+### When to Use
+
+- Finding external resources for students
+- Locating reference materials
+- Researching topics
+
+### Example Use Case
+
+Search for "electric field conductor" to find educational resources.
+
+## 16\. suggest_activity
+
+### Purpose
+
+Suggest creating a Flint activity to turn lesson ideas into interactive student experiences.
+
+### Description
+
+Proposes an activity design with guidelines for Sparky to follow during the activity. This is the PRIMARY way to help teachers create interactive activities.
+
+### Parameters
+
+- **suggestion** (required): Activity details including:
+  - name: Activity name
+  - summary: Brief description
+  - guidelines: Instructions for Sparky
+  - initial_message: Sparky's greeting
+  - duration: Session duration in minutes (or null for untimed)
+  - graded: Whether activity is graded (boolean)
+  - grading_rubric: Rubric if graded (array of grade/content pairs)
+
+### When to Use
+
+- Teacher asks to create/make an activity
+- Teacher asks how something could work "in Flint"
+- After designing a lesson or assignment
+- When teacher indicates readiness to move forward
+
+### Critical Rules
+
+- Present design AND call tool in SAME response
+- Don't ask for confirmation first
+- No follow-up questions about customization
+- Teachers/admins only (not for students)
+
+### Example Use Case
+
+Teacher describes a lesson idea → Design it → Call suggest_activity to create it.
+
+## 17\. list_help_center_articles
+
+### Purpose
+
+Search for help center articles about the Flint system.
+
+### Description
+
+Finds help documentation before making assumptions about system features.
+
+### Parameters
+
+- **search** (required): Search query
+- **csvMask** (required): Columns to select (id, title, description)
+
+### When to Use
+
+- Before making assumptions about Flint features
+- Finding documentation for system questions
+- Understanding how features work
+
+### Example Use Case
+
+User asks about activity settings → Search help center for documentation.
+
+## 18\. read_help_center_articles
+
+### Purpose
+
+Read the full content of help center articles.
+
+### Description
+
+Retrieves complete help documentation.
+
+### Parameters
+
+- **ids** (required): Array of help article IDs to read
+
+### When to Use
+
+- After finding relevant articles with list_help_center_articles
+- Getting detailed system information
+
+### Example Use Case
+
+Found relevant help articles → Read them to get complete information.
+
+## 19\. get_current_time
+
+### Purpose
+
+Get the current date and time.
+
+### Description
+
+Returns current timestamp for time-sensitive operations.
+
+### Parameters
+
+None
+
+### When to Use
+
+- Checking current date/time
+- Time-sensitive operations
+
+### Example Use Case
+
+Determine if an activity deadline has passed.
+
+## 20\. read_full_content
+
+### Purpose
+
+Access the full transcription of summarized content.
+
+### Description
+
+Retrieves complete content from summarized items (ONLY for "summarized" contents).
+
+### Parameters
+
+- **contentId** (required): Content ID to read
+
+### When to Use
+
+- Only for content marked as "summarized"
+- Getting full transcriptions
+
+### Example Use Case
+
+User shares a summarized audio recording → Read full transcription.
+
+## 21-30. List Functions (Data Access)
+
+### Purpose
+
+Access organizational data from the Flint system.
+
+### Available List Functions
+
+- **list_workspaces** - Find workspaces user has access to
+- **list_terms** - Find academic terms in a workspace
+- **list_groups** - Find organizational groups (classes, sections)
+- **list_group_members** - Find members of a group
+- **list_group_activities** - Find activities in a group
+- **list_group_activity_chats** - Find student sessions in group activities
+- **list_group_chats** - Find direct group chats
+- **list_group_descendant_chats** - Find all chats in a group hierarchy
+- **list_term_members** - Find members of a term
+- **list_term_children_activities** - Find term-level activities
+- **list_term_children_activity_chats** - Find sessions in term activities
+- **list_term_children_chats** - Find direct term chats
+- **list_term_descendant_activities** - Find all activities in term hierarchy
+- **list_term_descendant_activity_chats** - Find all activity sessions in term
+- **list_term_descendant_chats** - Find all chats in term hierarchy
+- **list_workspace_library_activities** - Find workspace-shared activities
+- **list_workspace_library_activity_chats** - Find sessions in workspace activities
+- **list_district_library_activities** - Find district-shared activities
+- **list_district_library_activity_chats** - Find sessions in district activities
+- **list_public_library_activities** - Find publicly shared activities
+- **list_public_library_activity_chats** - Find sessions in public activities
+- **list_district_members** - Find district members
+- **list_activity_members** - Find members of an activity
+- **list_chat_members** - Find members of a chat
+- **list_notifications** - Find user notifications
+
+### When to Use
+
+- Finding specific groups or activities
+- Accessing student work and submissions
+- Reviewing participation and progress
+- Managing organizational structure
+
+### Example Use Case
+
+Find all activities in a class to see what assignments are available.
+
+## Summary Table
+
+| **Tool Category** | **Tools** | **Primary Purpose** |
+| --- | --- | --- |
+| Learning Support | use_calculator, create_document, create_visualization, write_code | Help students learn and understand concepts |
+| Visual Content | draw_image, edit_visual_content, create_whiteboard, read_visual_content | Create and analyze visual learning materials |
+| User Management | create_memory, update_memory, delete_memory, list_memories | Personalize learning experience |
+| Safety | read_moderation_guidelines | Protect student safety (MANDATORY) |
+| Activity Creation | suggest_activity | Create interactive Flint activities |
+| System Access | list_\* functions, read_help_center_articles, search_web | Access Flint data and external resources |
+| Citations | cite_source | Provide proper attribution |
+
+## Key Principles for Tool Usage
+
+- **Safety First:** Always call read_moderation_guidelines BEFORE responding if content is concerning
+- **Math Accuracy:** Always use use_calculator before making mathematical claims
+- **Citations:** Always use cite_source BEFORE referencing content
+- **Memories:** Always use create_memory when user asks to remember something
+- **Activities:** Call suggest_activity in the SAME response as presenting the activity design
+- **Help Center:** Check help center before making assumptions about Flint features
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