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- ▌ File Scaffold 98 · tools-only bundleThis skill guides the process of upgrading Supabase SDK versions safely. It covers checking current versions, reviewing changelogs, creating upgrade branches, handling breaking changes, and documenting rollback…
- ▌ Task 03 Message Parity Harness · tools-only bundleParity validation between legacy message formats and canonical representations is incomplete. Without full parity coverage, there is limited confidence that adapter behavior matches real session data.
- ▌ Task 02 Sessionstate Decomposition · tools-only bundleSessionState remains a single, large structure with mixed concerns and unclear ownership boundaries. The current shape makes it hard to reason about state responsibilities and amplifies coupling across unrelated domains.
- ▌ Research Streaming Abort Context Loss · tools-only bundleMap out why streaming responses are lost when the user aborts the agent during streaming. Identify where the streaming content lives, how it flows through the system, and why it's not persisted on abort.
- ▌ Scope And Assumptions 9 · tools-only bundleReduce pruning overhead in src/tunacode/core/agents/resume/prune.py by eliminating redundant token estimation, while preserving current pruning behavior.
- ▌ Openai Chat Completions Invalid Response Payload · tools-only bundleThis manifested as UnexpectedModelBehavior within pydantic-ai when it validated a ChatCompletion object whose required fields were None.
- ▌ Openai Chat Completions Invalid Response Payload 2 · tools-only bundleThis manifested as UnexpectedModelBehavior within pydantic-ai when it validated a ChatCompletion object whose required fields were None.
- ▌ Research Lsp Panel Integration Dependency Compliant · tools-only bundleResearch how to add LSP status/diagnostics back to a UI panel after the refactor, while strictly following the dependency direction rule: ui → core → tools → utils/types.
- ▌ Iso 27001 Isms Audit Methodology · tools-only bundleComplete audit framework and procedures for Information Security Management System assessments.
- ▌ Research Agent Bottlenecks Analysis · tools-only bundleIdentify major bottlenecks that can slow down the agent, excluding the known streaming issue.
- ▌ Scope And Assumptions 6 · tools-only bundleDelete the entire indexing system. It's premature optimization that adds startup latency for marginal glob improvement.
- ▌ Research Chatcontainer Plus Messagewidget Refactoring · tools-only bundleValidate the proposed refactoring to replace the current RichLog + streaming_output dual-display system with a unified ChatContainer + MessageWidget architecture. Identify all touch points, dependencies, and risks.
- ▌ Research API Error Logging Gaps · tools-only bundleUnderstand why the current debug logs for API/connection errors are insufficient for diagnosing failures, and identify what context is available but not being captured.
- ▌ File Scaffold 94 · tools-only bundleThis skill provides guidance on implementing the three core Supabase features together: authentication for user management, storage for file uploads, and realtime for live data subscriptions.
- ▌ Behavioral Impact 10 · tools-only bundleIntroduced a ToolCallRegistry as the single source of truth for tool call lifecycle data and migrated session todos to typed TodoItem storage with explicit serialization.
- ▌ Token Pruning Efficiency Plan Captured · tools-only bundleCaptured a concrete implementation plan for reducing token estimation overhead in pruneoldtool_outputs(), including reuse of precomputed token counts, cached placeholder tokens, early termination in Phase 1, and a…
- ▌ Scope And Assumptions 4 · tools-only bundleWait - this anchors to widget BEFORE, but we want to insert AFTER it. Let me reconsider.
- ▌ Research Prompt Engineer Remnants Removal · tools-only bundleIdentify all remnants of the "prompt engineer" feature that can be removed now that the codebase has returned to a simple prompt system. Exclude toolprompts from consideration.
- ▌ Research Research Sub Agent Feature Deletion · tools-only bundleMap all components of the researchcodebase sub-agent feature for clean removal. The feature is already disabled in production (commented out in agentconfig.py).
- ▌ Research Utils Cross Layer Import Analysis · tools-only bundleMap out the three cross-layer imports involving utils, configuration, and types modules. Document the actual import direction, files involved, and logic shared—without judgment on correctness.
- ▌ Scope And Assumptions 2 · tools-only bundleMigrate from the complex multi-section XML prompt composition system to a single system_prompt.md file for agent system prompts. Tool prompts remain separate and unchanged.
- ▌ Scope And Assumptions 3 · tools-only bundleDelete the disabled researchcodebase sub-agent feature completely from the codebase. This is a cleanup task—the feature is already disabled in production (commented out in agentconfig.py).
- ▌ Scope And Assumptions 5 · tools-only bundleEliminate all lateral coupling violations between Layer 2 peer modules (tools, indexing, lsp, infrastructure).
- ▌ Research Single Md Prompt Migration · tools-only bundleResearch migrating from the complex multi-section XML prompt system back to a single MD file for the agent system prompt, while keeping tool prompts separate (they are already independent).
- ▌ Scope And Assumptions 8 · tools-only bundleMake ESC handling clearer and more maintainable by extracting ESC logic into a dedicated, independent module under src/tunacode/ui/esc/.
- ▌ Research Local Mode Feature Removal · tools-only bundleDocument the localmode feature for complete removal. The feature was introduced when the codebase was messy to help users with small context window models.
- ▌ Llama Stack Server For Development Purposes · tools-only bundleFew Next Gen UI Agent modules use Llama Stack server for LLM inference abstraction.
- ▌ File Scaffold 113 · tools-only bundleThis skill helps developers implement together ai rate limiting and backoff. It provides step-by-step guidance for Together AI integration following best practices and production-ready patterns.
- ▌ File Scaffold 114 · tools-only bundleThis skill helps developers implement twinmind rate limiting and backoff. It provides step-by-step guidance for TwinMind integration following best practices and production-ready patterns.
- ▌ File Scaffold 99 · tools-only bundleThis skill helps developers configure techsmith ci/cd integration. It provides step-by-step guidance for TechSmith integration following best practices and production-ready patterns.
- ▌ File Scaffold 106 · tools-only bundleThis skill helps developers configure techsmith local development workflow. It provides step-by-step guidance for TechSmith integration following best practices and production-ready patterns.
- ▌ File Scaffold 108 · tools-only bundleThis skill helps developers execute techsmith production deployment checklist. It provides step-by-step guidance for TechSmith integration following best practices and production-ready patterns.
- ▌ File Scaffold 85 · tools-only bundleThis skill helps developers implement quicknode rate limiting and backoff. It provides step-by-step guidance for QuickNode integration following best practices and production-ready patterns.
- ▌ File Scaffold 87 · tools-only bundleThis skill helps developers implement remofirst rate limiting and backoff. It provides step-by-step guidance for RemoFirst integration following best practices and production-ready patterns.
- ▌ File Scaffold 90 · tools-only bundleThis skill helps developers implement salesloft rate limiting and backoff. It provides step-by-step guidance for Salesloft integration following best practices and production-ready patterns.
- ▌ File Scaffold 91 · tools-only bundleThis skill helps developers implement snowflake rate limiting and backoff. It provides step-by-step guidance for Snowflake integration following best practices and production-ready patterns.
- ▌ File Scaffold 102 · tools-only bundleThis skill helps developers optimize techsmith costs and usage. It provides step-by-step guidance for TechSmith integration following best practices and production-ready patterns.
- ▌ File Scaffold 104 · tools-only bundleThis skill helps developers create a minimal working techsmith example. It provides step-by-step guidance for TechSmith integration following best practices and production-ready patterns.
- ▌ File Scaffold 109 · tools-only bundleThis skill helps developers implement techsmith rate limiting and backoff. It provides step-by-step guidance for TechSmith integration following best practices and production-ready patterns.
- ▌ File Scaffold 118 · tools-only bundleThis skill helps developers implement workhuman rate limiting and backoff. It provides step-by-step guidance for Workhuman integration following best practices and production-ready patterns.
- ▌ File Scaffold 103 · tools-only bundleThis skill helps developers deploy techsmith integrations to production. It provides step-by-step guidance for TechSmith integration following best practices and production-ready patterns.
- ▌ File Scaffold 111 · tools-only bundleThis skill helps developers apply techsmith security best practices. It provides step-by-step guidance for TechSmith integration following best practices and production-ready patterns.
- ▌ File Scaffold 112 · tools-only bundleThis skill helps developers implement techsmith webhook handling. It provides step-by-step guidance for TechSmith integration following best practices and production-ready patterns.
- ▌ File Scaffold 89 · tools-only bundleThis skill helps developers implement salesforce rate limiting and backoff. It provides step-by-step guidance for Salesforce integration following best practices and production-ready patterns.
- ▌ File Scaffold 107 · tools-only bundleThis skill helps developers execute techsmith primary workflow. It provides step-by-step guidance for TechSmith integration following best practices and production-ready patterns.
- ▌ File Scaffold 93 · tools-only bundleThis skill helps developers implement stackblitz rate limiting and backoff. It provides step-by-step guidance for StackBlitz integration following best practices and production-ready patterns.
- ▌ File Scaffold 101 · tools-only bundleThis skill helps developers implement techsmith core feature integration. It provides step-by-step guidance for TechSmith integration following best practices and production-ready patterns.
- ▌ File Scaffold 105 · tools-only bundleThis skill helps developers install and configure techsmith sdk/cli authentication. It provides step-by-step guidance for TechSmith integration following best practices and production-ready patterns.
- ▌ File Scaffold 110 · tools-only bundleThis skill helps developers apply production-ready techsmith sdk patterns. It provides step-by-step guidance for TechSmith integration following best practices and production-ready patterns.
- ▌ File Scaffold 100 · tools-only bundleThis skill helps developers diagnose and fix techsmith common errors. It provides step-by-step guidance for TechSmith integration following best practices and production-ready patterns.
- ▌ Skill Scaffold 42 · tools-only bundleThis skill diagnoses and resolves complex Sentry SDK and configuration issues. It covers events not appearing diagnostics, source map troubleshooting with sentry-cli explain, performance data missing issues, breadcrumb…
- ▌ Tunacode Codebase Map · tools-only bundleThe depth 0 analysis provides a solid foundation for deeper codebase understanding and future development work.
- ▌ Map Codebase · tools-only bundleGenerate PROJECT_MAP.md with project structure analysis for efficient agent navigation.
- ▌ Mkdocs Platform And Documentation 3 · tools-only bundleThis chapter introduces MkDocs, the static site generator used for creating intelligent textbooks, along with the Material for MkDocs theme that provides a modern, responsive interface.
- ▌ Mkdocs Github Pages Deployment Workflow · tools-only bundleThis interactive diagram shows the complete workflow from local markdown editing to a published GitHub Pages site.
- ▌ Chapter 1 Introduction · tools-only bundleWelcome to {{SITE_NAME}}! This section provides an overview of what you'll learn.
- ▌ List Of Workshops And Resources 2 · tools-only bundlethe workshop. They typically take about 30-minutes on a Mac or Linux system and 2-3 hours on a Windows system. You must have 10GB free space and had admin rights on your computer.
- ▌ Agr Skills For AI Agents 2 · tools-only bundleA package and project manager for AI agent skills. Install, share, and run skills from GitHub with a single command.
- ▌ Install Book Environment Dependencies · tools-only bundleThis MicroSim visualizes the dependency graph for setting up an intelligent textbook development environment. It shows all the software components required to build a book using MkDocs Material and Claude Skills.
- ▌ Educational Resources And Assessment 3 · tools-only bundleThis chapter explores how to create supplementary educational resources that enhance student learning and assess understanding.
- ▌ Introduction To Learning Graphs 3 · tools-only bundleThis chapter introduces learning graphs, a powerful tool for mapping the knowledge structure of your course.
- ▌ Bouncing Ball · tools-only bundlePlace the following line in your website to include this in your course.
- ▌ Evolution Of AI From Neural Networks To Claude Code · tools-only bundleAn interactive timeline visualization chronicling 52 pivotal moments in artificial intelligence history, from the invention of the Perceptron in 1957 to the official announcement of Claude Skills in 2025.
- ▌ Development Tools Version Control And Deployment 3 · tools-only bundleThis final chapter brings together all the tools and techniques needed to complete and deploy your intelligent textbook project.
- ▌ Architecture Overview 15 · tools-only bundleThe MCP Gateway (ContextForge) is a production-grade gateway, proxy, and registry for Model Context Protocol (MCP) servers and A2A Agents.
- ▌ Claude Skills Architecture And Development 3 · tools-only bundleThis chapter provides an in-depth exploration of Claude Skills architecture and best practices for skill development.
- ▌ Chapter Content Generation Workflow Timeline · tools-only bundleAn interactive process timeline visualization showing the 8 sequential stages of the chapter-content-generator skill workflow, from initial file validation through final reporting.
- ▌ Concept Enumeration And Dependencies 3 · tools-only bundleThis chapter teaches you how to enumerate concepts for your learning graph and map their dependencies.
- ▌ Skill Context Window · tools-only bundleThis MicroSim visualizes the progressive disclosure design principle used in Claude Skills. Skills use a three-level loading system to manage context efficiently and avoid overwhelming Claude's context window.
- ▌ Introduction To AI And Intelligent Textbooks 2 · tools-only bundleThis chapter provides the foundational knowledge needed to understand artificial intelligence, large language models, and Claude AI.
- ▌ Plugin Framework 3 · tools-only bundleThe plugin framework is production ready with comprehensive hook coverage, robust error handling, and battle-tested implementations. Supports both native and external service plugins.
- ▌ Average Dependencies Distribution Bar Chart · tools-only bundleAn interactive histogram visualizing the distribution of prerequisite counts across all concepts in a learning graph, helping assess the quality and pedagogical structure of concept dependencies.
- ▌ Interactive Elements And Microsims 3 · tools-only bundleThis chapter introduces MicroSims, interactive educational simulations built with the p5.js JavaScript library that bring concepts to life through visualization and interactivity.
- ▌ Binding Into UI UI Renderes · tools-only bundleThey can be rendered using pluggable GUI component system renderers, and integrated into the GUI of the Controlling assistant.
- ▌ Claude Skills For Intelligent Textbooks · tools-only bundleWelcome to our website about Anthropic Claude Skills for Intelligent Textbooks.
- ▌ Getting Started With Claude And Skills 2 · tools-only bundleThis chapter introduces the Claude Skills system, which is the foundation for automating intelligent textbook creation.
- ▌ Security Zones Diagram · tools-only bundleThis Mermaid diagram shows the three concentric security zones in the Claude skills architecture.
- ▌ Color Wheel With Named Colors · tools-only bundleThis interactive MicroSim displays a color wheel with dots representing over 80 web-safe named colors.
- ▌ Orphaned Nodes Identification Chart · tools-only bundleAn interactive scatter plot visualizing concept connectivity patterns by showing indegree (prerequisites) vs outdegree (dependents), helping identify foundational, intermediate, and orphaned concepts in a learning graph.
- ▌ Skill Directory Structure · tools-only bundleThis Mermaid file tree diagram shows the standard directory structure for Claude skills.
- ▌ Major World Cities · tools-only bundleAn interactive map showcasing ten major cities across different continents, demonstrating the geographic distribution of global population centers. Click on any marker to see the details of the city.
- ▌ Terminal Workflow For Textbook Development · tools-only bundleThis workflow demonstrates the complete terminal command sequence for developing, validating, and deploying intelligent textbook content using MkDocs and Git.
- ▌ P5 JS Architecture And Execution Model · tools-only bundleThis Mermaid diagram illustrates the p5.js architecture showing the setup(), draw() loop, and event handlers.
- ▌ Microsim File Relationship Diagram · tools-only bundleA block diagram showing how the three core MicroSim files (index.md, main.html, metadata.json) relate to each other and integrate into the MkDocs intelligent textbook architecture.
- ▌ Claude Code T Shirt Design · tools-only bundleThis t-shirt design showcases the powerful workflow of Claude Code Skills for creating intelligent textbooks.
- ▌ Learning Graph Color Test · tools-only bundleThis interactive visualization tests the effectiveness of 17 pastel web-safe colors for differentiating nodes in a learning graph.
- ▌ Course Design And Educational Theory 2 · tools-only bundleThis chapter focuses on the educational foundations that underpin effective intelligent textbook creation.
- ▌ Chapter Index File Structure · tools-only bundleThis Mermaid diagram shows the structure of a chapter index.md file for intelligent textbooks.
- ▌ Melt Reference · tools-only bundleDetects platform → routes to /appfix (web) or /mobileappfix (mobile) → loops until healthy.
- ▌ Agr Skills For AI Agents · tools-only bundleA package and project manager for AI agent skills. Install, share, and run skills from GitHub with a single command.
- ▌ Tunacode Modules Index · tools-only bundleThis directory contains comprehensive documentation for all modules in the TunaCode codebase.
- ▌ Melt Reference 2 · tools-only bundleDetects platform → routes to /appfix (web) or /mobileappfix (mobile) → loops until healthy.
- ▌ Clang Format Configuration Skill · tools-only bundleA comprehensive skill for configuring clang-format to format C/C++/Java/JavaScript/JSON/Objective-C/Protobuf/C# code.
- ▌ Available Commands · tools-only bundleCommands can be invoked using /command-name in Claude Code, Gemini CLI, or Antigravity.
- ▌ Available Commands 2 · tools-only bundle在 Claude Code, Gemini CLI, 或 Antigravity 中,可以使用 /command-name 来调用命令。
- ▌ Melt Reference 3 · tools-only bundleDetects platform → routes to /appfix (web) or /mobileappfix (mobile) → loops until healthy.
- ▌ Hatchling Command Line Building Reference · tools-only bundleThis comprehensive reference documents command-line building workflows with Hatchling. Use this to help users understand build command options, build target selection, and artifact generation.
- ▌ Quick Setup · tools-only bundleThis section covers repository setup, testing, and release/CI workflows.
- ▌ Version Management In Hatchling · tools-only bundleHatchling provides a comprehensive and flexible version management system for Python projects.
- ▌ Melt Reference 4 · tools-only bundleDetects platform → routes to /appfix (web) or /mobileappfix (mobile) → loops until healthy.