{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"vscode-sixth-sixth-ai","slug":"claude-opus-47-gpt-55-gemini-31-cursor-ai-copilot-codex-cline-and-chatgpt-ai-copilot-ai-agents-and-debugger-code-assistants-code-chat-code-generator-generative-ai-code-completionaut","name":"Claude Opus 4.7, GPT-5.5, Gemini-3.1, Cursor AI, Copilot,  Codex, Cline, and ChatGPT, AI Copilot, AI Agents and Debugger, Code Assistants, Code Chat, Code Generator, Generative AI, Code Completion,Aut","type":"extension","url":"https://marketplace.visualstudio.com/items?itemName=Sixth.sixth-ai","page_url":"https://unfragile.ai/claude-opus-47-gpt-55-gemini-31-cursor-ai-copilot-codex-cline-and-chatgpt-ai-copilot-ai-agents-and-debugger-code-assistants-code-chat-code-generator-generative-ai-code-completionaut","categories":["code-editors","app-builders"],"tags":["Agent","Agentic","ai","AI Agent","Algorithm","Alibaba","Amazon","Amazon CodeWhisperer","Amazon Nova","Amazon Nova Lite","Amazon Nova Micro","Amazon Nova Premier","Amazon Nova Pro","amazon.nova-lite","amazon.nova-micro","amazon.nova-premier","amazon.nova-pro","analysis","Anthropic","antigravity","anti-gravity","API","AskSage","assistant","atlassian","autocomplete","Azure","backend","BARD","base44","bash","Blackbox AI","Bootstrap","bot","bug","Bug Finder","Bug Fix","Bug Fixing","Bug Fixing AI","build a website","build an app","ByteDance","c","c#","c++","cc","Cerebras","chat","ChatGPT","ChatGpt-4o","Cheap Alternative to Amazon CodeWhisperer","Cheap Alternative to Blackbox","Cheap Alternative to Blackbox AI","Cheap Alternative to CodeWhisperer","Cheap Alternative to Copilot","Cheap Alternative to Cursor","Cheap Alternative to Cursor AI","Cheap Alternative to Gemini","Cheap Alternative to Github Copilot","Cheap Alternative to Mistral AI","Cheap Alternative to Tabnine","Cheap Alternative to Windsurf","Claude","Claude 2.0","Claude 2.1","Claude 3 Opus","claude 3 sonnet","claude 3 sonnet beta","claude 3.5 haiku","claude 3.5 sonnet","claude 3.5 sonnet beta","Claude 3.7","Claude 3.7 sonnet","Claude 4","Claude 4.5 Opus","Claude 4.7 Opus","Claude code","Claude Coder","Claude Mythos","Claude Opus","claude opus 4","claude opus 4.5","claude opus 4.6","Claude Opus 4.7","Claude Sonnet 4","claude sonnet4","claude-2.0","claude-2.1","claude-3.5-haiku","claude-3.5-sonnet","claude-3.5-sonnet-beta","claude-3.7-sonnet","claude-3-opus","claude-3-sonnet","claude-3-sonnet-beta","claude-4","Claude-4.5-opus","Claude-4.7-opus","claude-code","claude-coder","Claude-mythos","claude-opus-4","Claude-opus-4.5","Claude-opus-4.6","Claude-opus-4.7","claude-sonnet-4","cli","Cline","Cline AI","Cline AI Agent","Cline AI Assistant","Cline AI Autocomplete","Cline AI Completion","Cluade 3 Opus","cluade 3.5 haiku","cluade 3.5 sonnet","cluade 3.7 sonnet","cluade 4","Cluade code","Cluade coder","Cluade Opus","cluade opus 4","Cluade opus 4.5","Cluade opus 4.6","cluade sonnet 4","cluade-3.5-haiku","cluade-3.5-sonnet","cluade-3.7-sonnet","cluade-3-opus","cluade-4","Cluade-4.5-opus","Cluade-4.6-opus","cluade-code","Cluade-coder","cluade-opus-4","Cluade-opus-4.5","Cluade-opus-4.6","cluade-sonnet-4","code assistant","code chat","code completion","code Copilot","Code debugger","code hint","code reviewer","codecompletion","code-coverage","code-debugger","codegen","codeGPT","codeGPT AI","codeGPT AI Agent","codeGPT AI Assistant","codeGPT AI Autocomplete","codeGPT AI Completion","code-integrity","code-recommendation","Codestral","codesuggestion","CodeWhisperer","codex","Coding Assistant","Cohere","Composer","contentassist","Context7","Copilot","co-pilot","cpp","csharp","css","Cursor","Cursor AI","CVE","CWE","cybersecurity","DALL.E","DALLE","Data structure","database","Debugger","debuggers","DeepSeek","DeepSeek AI","DeepSeek AI Agent","DeepSeek AI Assistant","DeepSeek AI Autocomplete","DeepSeek AI Completion","deepseek r1","deepseek v4","deepseek-v4","Deployment","Design","Design Pattern","Design Patterns","Design Patterns in C++","developertools","Devin AI","devstral small","devstral-small","documentation","domination","doubao","doubao 1.5 pro","doubao-1.5-pro","Duet","education","fast","Figma","file system","File-System","Fireworks","Framework","frontend","Gemini","gemini 1.5 flash","Gemini 1.5flash","gemini 2.5 flash","Gemini 2.5 Flash Lite","Gemini 2.5 pro","Gemini 2.5flash","Gemini 2.5flash lite","Gemini 2.5Pro","Gemini 2.flash lite","gemini 3","gemini 3.0","gemini 3.1","Gemini1.5 flash","Gemini-1.5-flash","Gemini2.5 flash","Gemini2.5 flash lite","Gemini2.5 Pro","Gemini-2.5-flash","Gemini-2.5-flash-lite","Gemini-2.5-pro","gemini-3","gemini-3.0","gemini-3.1","gemini-3.1-flash","gemini-3.1-pro","gemini-3-flash","gemini-3-pro","genai","Git","Git tools","Github","Github Copilot","GLM","go","golang","Google","gork 4","gork-3","gork-3-beta","gork-3-fast","gork-3-fast-beta","gork-3-mini","gork-3-mini-beta","gork4","gork-4","GPT","gpt 4.0","Gpt 4.1","gpt 4.1 nano","gpt 4.5","gpt 4.5 preview","gpt 5","GPT 5.1","GPT 5.2","GPT 5.3","GPT 5.3 chat","GPT 5.3 Codex","GPT 5.4","GPT 5.4 chat","GPT 5.4 Codex","GPT 5.5","GPT Rosalind","GPT3","GPT3.5-turbo","GPT3-turbo","GPT4","gpt-4.1","gpt-4.1.-nano","gpt-4.1-mini","gpt-4.5-preview","GPT40","GPT4-o","GPT4-turbo","GPT5","GPT-5","gpt-5 chat","GPT-5.1","GPT-5.2","gpt-5.3","gpt-5.3-codex","gpt-5.4","gpt-5.4-chat","gpt-5.4-codex","gpt-5.5","GPT-5-mini","GPT5-mini","gpt-5-nano","GPT-Rosalind","GPTs","grok 3","grok 3 beta","grok 3 fast","grok 3 fast beta","grok 3 mini","grok 3 mini beta","grok 4","grok beta","Grok code fast","Grok Code Fast 1","grok vision beta","grok-3","grok-3-beta","grok-3-fast","grok-3-fast-beta","grok-3-mini","grok-3-mini-beta","grok4","grok-4","grok-beta","grok-code","grok-code-fast","grok-code-fast-1","grok-vision-beta","Grop 4","groq","groq 4","groq-4","haiku","haskell","highlighter","highlighting","hinting","how to design a website","html","Http","Https","HuggingFace","instruct","intellicode","intellisense","interactive","java","javascript","json","jsonc","julia","jupyter","keybindings","kimi","kimi 2.6","kimi-thinking","kite","kotlin","Langchain","Languages","learn","Learning","Linter","Linux","litellm","llama 3.1","llama-3.1","llama-4-maverick","LLM","LM Studio","Lovable","lua","Machine learning","magic ui","Manus AI","MCP","MCP Server","Meta","meta llama","Meta-Llama","meta-llama-3.1","method-completetion","ministral","Mistral","Mistral AI","Mistral large","Mistral Small","mistral-large","mistral-small","Moonshot","mythos","mythos ai","Nebius","Nebius AI Studio","nebius-ai-studio","nebus ai studio","node","node.js","Nomic","Notion","o1","o1 mini","o1 preview","o1 preview api","o1-mini","o1-preview","o3","o3 preview","o3 pro","o3-pro","o4 mini","o4-mini","ocaml","Ollama","OpenAI","openai codex","open-ai codex","openai-codex","openclaw","openclaw ai","Operating system","Opus","opus 4.7","opus-4.7","oss","OWASP","Pair Programmer","pixtral large","pixtral-large","Programming Languages","Prompt Language","promptLanguage","python","Qwen","Qwen 2.5 Code","qwen 2.5 coder","Qwen 3.6","Qwen AI","Qwen AI Agent","Qwen AI Assistant","Qwen AI Autocomplete","Qwen AI Completion","Qwen Max","Qwen max Latest","Qwen plus","Qwen Plus Latest","qwen turbo","Qwen Turbo Latest","qwen-2.5-coder","Qwen3","qwen-3","Qwen-3.6","qwen-max","qwen-max-latest","qwen-plus","qwen-plus-latest","qwen-turbo","qwen-turbo-latest","qwen-v1","qwen-v1-max","react","refeactor","Requesty","ruby","rust","SambaNova","Same","same.dev","Same.new","Sequencial thinking","Sequentiak Thinking","snippets","sonnet","sonnet AI","sonnet AI Agent","sonnet AI Assistant","sonnet AI Autocomplete","sonnet AI Completion","sql","SQL Injection","sqlite","Superbase","swift","syntax","syntax-checker","Tabnine","Text editor","together","Trae AI","trae-ai","tutorial","typescript","Voyage AI","VS Code LM API","vscode lm api","vs-code-lm-api","web design","windsurf","Windsurf AI","Windsurf AI Agent","Windsurf AI Assistant","Windsurf AI Autocomplete","Windsurf AI Completion","xAI","XSS","z.ai"],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"vscode-sixth-sixth-ai__cap_0","uri":"capability://code.generation.editing.multi.file.codebase.aware.code.generation.with.diff.review","name":"multi-file codebase-aware code generation with diff review","description":"Generates new code files and modifies existing files across an entire VS Code workspace by analyzing project structure, dependencies, and coding patterns. The extension presents all changes as structured diffs for user approval before applying them to disk, enabling safe multi-file refactoring and feature development without direct file overwrites. Implementation uses workspace file system APIs to read project context and generate coherent changes across multiple files simultaneously.","intents":["I need to add a new feature that requires changes across 5+ files in my project","Generate boilerplate code for a new module while respecting my project's existing patterns","Refactor code across multiple files to implement a design pattern change","Create a complete feature implementation (backend + frontend) in one operation"],"best_for":["Full-stack developers building multi-file features","Teams migrating legacy code to new architectures","Solo developers on large codebases wanting to avoid manual file coordination"],"limitations":["Diff review is mandatory — no direct-apply mode documented, adding latency to rapid iteration","Context window constraints inherited from backend LLM (likely 100K-200K tokens) may truncate large projects","No documented support for monorepo workspaces or conditional file generation based on build configuration","File system access is unrestricted — no sandboxing prevents accidental deletion or overwrite of critical files"],"requires":["Visual Studio Code 1.60+ (assumed, not documented)","Active workspace with readable project files","Backend API credentials (configuration method unknown)","Network connectivity to backend LLM service"],"input_types":["natural language task description","existing project files (read from workspace)","project structure and dependencies"],"output_types":["generated code files","unified diff format for review","file operation log (create/modify/delete)"],"categories":["code-generation-editing","multi-file-refactoring"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-sixth-sixth-ai__cap_1","uri":"capability://code.generation.editing.real.time.inline.code.completion.with.context.awareness","name":"real-time inline code completion with context awareness","description":"Provides token-level code suggestions as developers type, using the current file context and inferred project patterns to predict next tokens. The extension hooks into VS Code's IntelliSense API to inject completions alongside native language server suggestions, operating at the character-level to minimize latency. Completion triggering and ranking logic is not documented, but likely uses heuristics for when to invoke the backend LLM vs. cache local suggestions.","intents":["Get instant code suggestions while typing without breaking my flow","Auto-complete boilerplate code (imports, function signatures, loops)","Reduce typing for repetitive patterns in my codebase"],"best_for":["Individual developers seeking productivity gains in daily coding","Teams with consistent code style wanting pattern-based completions","Developers working in languages with verbose syntax (Java, C++, TypeScript)"],"limitations":["Completion latency unknown — backend API calls may introduce 100-500ms delays, disrupting typing flow","No documented caching or local model fallback for offline scenarios","Completion ranking strategy not specified — may suggest irrelevant tokens if project context is ambiguous","Language support not documented — may perform poorly in niche or dynamically-typed languages","No opt-out per file type or per project — all files receive completions equally"],"requires":["Visual Studio Code 1.60+","Active file open in editor","Backend API connectivity","Backend API credentials"],"input_types":["current file content (up to cursor position)","cursor position and typing context"],"output_types":["ranked list of completion suggestions","completion items with labels and detail text"],"categories":["code-generation-editing","developer-productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-sixth-sixth-ai__cap_10","uri":"capability://tool.use.integration.multi.model.backend.routing.with.fallback.support","name":"multi-model backend routing with fallback support","description":"Routes code generation requests to multiple backend LLM providers (claimed: Claude, GPT, Gemini, but not verified) with automatic fallback if the primary provider fails or is rate-limited. The extension abstracts the model selection logic, enabling users to switch between providers without code changes. Provider selection mechanism, fallback strategy, and supported models are not documented.","intents":["Use different AI models for different tasks (fast model for completions, powerful model for complex generation)","Ensure availability by falling back to alternative providers if one is down","Optimize cost by routing to cheaper models for simple tasks","Compare outputs from different models for quality assurance"],"best_for":["Teams wanting flexibility in model selection","Developers optimizing for cost or latency","Projects requiring high availability with fallback support"],"limitations":["Supported models not documented — extension name lists 8+ models but actual support unknown","Model selection mechanism not documented — unclear how users choose between providers","Fallback strategy not documented — unclear which provider is used as fallback","API key management for multiple providers not documented","Model version claims (Claude 4.7, GPT-5.4) do not match real releases — likely outdated or fabricated","Cost tracking across multiple providers not documented"],"requires":["API keys for at least one supported backend provider","Backend API credentials configuration (method unknown)"],"input_types":["code generation request","model selection preference (if supported)"],"output_types":["generated code from selected or fallback provider","provider used for generation (optional)"],"categories":["tool-use-integration","model-routing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-sixth-sixth-ai__cap_11","uri":"capability://code.generation.editing.context.aware.code.completion.with.workspace.indexing","name":"context-aware code completion with workspace indexing","description":"Indexes the entire workspace to build a semantic model of the codebase, then uses this model to provide context-aware completions that understand project structure, imports, and dependencies. Unlike simple token-level completion, this approach considers the full project context to suggest relevant functions, classes, and patterns. Indexing strategy (incremental vs. full scan) and update frequency are not documented.","intents":["Get completions that understand my project's custom classes and functions","Auto-complete imports based on what's available in my project","Suggest function calls using functions defined elsewhere in the codebase","Complete code that depends on project-specific patterns"],"best_for":["Developers in large codebases with many custom modules","Teams with shared libraries and internal APIs","Projects with complex dependency graphs"],"limitations":["Indexing latency unknown — initial workspace scan may take minutes for large projects","Index staleness not documented — unclear how often index is updated during development","No documented support for excluding files from indexing (e.g., node_modules, build artifacts)","Index size and memory impact not documented","Completion accuracy depends on index quality — may suggest irrelevant items if index is stale"],"requires":["Readable workspace with project structure","Sufficient disk space for index storage"],"input_types":["project files for indexing","current file and cursor position for completion"],"output_types":["ranked completion suggestions with project context","import statements for suggested completions (optional)"],"categories":["code-generation-editing","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-sixth-sixth-ai__cap_2","uri":"capability://code.generation.editing.automated.error.detection.and.fixing.with.import.resolution","name":"automated error detection and fixing with import resolution","description":"Scans the current file and project for syntax errors, missing imports, type mismatches, and undefined references, then automatically generates fixes or suggests corrections. The extension likely uses the TypeScript language server API (or equivalent for other languages) to surface diagnostics, then routes errors to the backend LLM for fix generation. Fixes are presented as diffs for approval before application.","intents":["Fix all import errors in a file after a large refactor","Resolve type mismatches automatically without manual debugging","Add missing imports when I copy-paste code from another file","Catch syntax errors before running tests"],"best_for":["Developers in statically-typed languages (TypeScript, Python, Java) where type errors are common","Teams with strict linting rules wanting automated compliance","Solo developers wanting to reduce manual debugging time"],"limitations":["Error detection depends on language server availability — unsupported languages will not surface errors","Fix generation may be incorrect for complex type systems or domain-specific errors","No documented support for custom linting rules or project-specific error patterns","Batch error fixing across entire project not documented — likely requires file-by-file processing","Context window limits may prevent fixing errors in very large files (>10K lines)"],"requires":["Language server for the file's language (TypeScript, Python, etc.)","Backend API connectivity","Backend API credentials"],"input_types":["current file content","language server diagnostics (errors, warnings)","project dependency graph"],"output_types":["suggested fixes as diffs","corrected code with imports added","error explanation (optional)"],"categories":["code-generation-editing","debugging"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-sixth-sixth-ai__cap_3","uri":"capability://code.generation.editing.automatic.docstring.and.documentation.generation","name":"automatic docstring and documentation generation","description":"Analyzes function signatures, parameters, return types, and code logic to auto-generate docstrings in the appropriate format (JSDoc, Python docstring, etc.). The extension reads the current file, identifies undocumented functions, and uses the backend LLM to generate documentation that matches the project's existing style. Generated docs are inserted as diffs for review before application.","intents":["Generate docstrings for all functions in a file at once","Create API documentation for a new module I just wrote","Ensure consistent documentation style across the codebase","Add parameter descriptions and return type docs automatically"],"best_for":["Teams with strict documentation requirements (enterprise, open-source projects)","Developers maintaining legacy code wanting to add missing docs","API library authors needing comprehensive documentation"],"limitations":["Documentation quality depends on code clarity — poorly-named variables or complex logic may produce inaccurate docs","Docstring format detection is not documented — may generate wrong format if project uses non-standard conventions","No support for custom documentation templates or domain-specific documentation requirements","Batch documentation generation across entire project not documented","Generated docs may not capture business logic or architectural intent, only code structure"],"requires":["Current file with undocumented functions","Backend API connectivity","Backend API credentials"],"input_types":["function signatures","parameter types and names","return types","existing docstring examples (for style matching)"],"output_types":["generated docstrings in appropriate format","diffs showing documentation additions"],"categories":["code-generation-editing","documentation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-sixth-sixth-ai__cap_4","uri":"capability://planning.reasoning.deep.planning.mode.with.task.decomposition","name":"deep planning mode with task decomposition","description":"Breaks down complex development tasks into step-by-step execution plans before generating code. When enabled, the extension uses the backend LLM to reason through the task, identify dependencies, and create a structured plan (likely using chain-of-thought reasoning). The plan is presented to the user for approval, then executed sequentially or in parallel. This differs from direct code generation by adding a planning phase that reduces errors and improves coherence.","intents":["Plan a complex feature before implementing it to avoid rework","Break down a large refactoring task into manageable steps","Understand the dependencies between different parts of a feature","Get a roadmap for implementing a new architecture pattern"],"best_for":["Architects and tech leads planning large features","Teams wanting to review implementation strategy before coding","Solo developers on complex projects wanting to reduce mistakes"],"limitations":["Planning latency unknown — chain-of-thought reasoning may add 5-30 seconds per task","Plan quality depends on task clarity — vague requirements produce vague plans","No documented support for iterative plan refinement — single plan generation only","Plan execution is sequential or parallel, but parallelization strategy not documented","No rollback of partial plans if execution fails mid-way"],"requires":["Clear task description from user","Backend API connectivity","Backend API credentials"],"input_types":["natural language task description","project context and constraints","existing code structure"],"output_types":["structured plan with steps and dependencies","estimated effort per step (optional)","risk assessment (optional)"],"categories":["planning-reasoning","task-decomposition"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-sixth-sixth-ai__cap_5","uri":"capability://automation.workflow.parallel.sub.agent.orchestration.for.concurrent.file.operations","name":"parallel sub-agent orchestration for concurrent file operations","description":"Spawns multiple AI agents to work on different files or concerns simultaneously, coordinating their outputs to ensure consistency. The extension manages sub-agent lifecycle, synchronizes their work, and merges results before presenting diffs to the user. This enables faster execution of multi-file tasks by parallelizing work that would otherwise be sequential. Coordination mechanism (shared context, conflict resolution) is not documented.","intents":["Implement a feature across frontend and backend files in parallel","Refactor multiple independent modules concurrently","Generate code for multiple components at the same time","Speed up large-scale code generation tasks"],"best_for":["Full-stack developers working on features with independent frontend/backend components","Large teams with multiple concurrent code changes","Projects where parallelization can reduce total execution time significantly"],"limitations":["Sub-agent coordination strategy not documented — may produce inconsistent code if agents don't share context","Conflict resolution for concurrent edits to shared files not documented","Parallelization overhead may exceed sequential execution for small tasks","No documented support for cross-agent dependencies or ordering constraints","Backend API rate limits may be exceeded by parallel agent requests, causing throttling"],"requires":["Multi-file task with independent components","Backend API connectivity with sufficient rate limits","Backend API credentials"],"input_types":["task description with multiple independent sub-tasks","project structure identifying independent components"],"output_types":["merged diffs from all sub-agents","execution timeline showing parallelization","conflict resolution log (if applicable)"],"categories":["automation-workflow","agent-orchestration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-sixth-sixth-ai__cap_6","uri":"capability://tool.use.integration.remote.control.via.telegram.bot.integration","name":"remote control via telegram bot integration","description":"Enables users to trigger code generation and editing tasks from a Telegram bot, allowing remote control of the VS Code extension from a mobile device or external application. The extension exposes a Telegram bot interface that accepts natural language commands, routes them to the backend LLM, and applies changes to the workspace. Authentication mechanism and command syntax are not documented.","intents":["Trigger a code generation task from my phone while away from my desk","Monitor code changes and approve diffs from a mobile device","Integrate code generation into a Telegram workflow or automation","Control the extension remotely without direct VS Code access"],"best_for":["Developers wanting mobile access to code generation","Teams integrating code generation into Telegram-based workflows","Remote workers wanting to trigger tasks from anywhere"],"limitations":["Authentication mechanism for Telegram bot not documented — security model unclear","Command syntax and supported operations not documented","Diff review on mobile may be difficult — no documented mobile-friendly diff viewer","Latency for remote commands unknown — may be high due to network round-trips","No documented support for real-time notifications or status updates","Telegram API rate limits may restrict command frequency"],"requires":["Telegram account and bot token (configuration method unknown)","VS Code extension running and connected to backend","Backend API connectivity"],"input_types":["Telegram message with natural language command","task description and parameters"],"output_types":["Telegram message with task status","diffs or change summaries (format unknown)","approval/rejection response"],"categories":["tool-use-integration","remote-control"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-sixth-sixth-ai__cap_7","uri":"capability://automation.workflow.full.change.history.tracking.and.rollback.with.timeline","name":"full change history tracking and rollback with timeline","description":"Records every code change made by the extension in a timeline, enabling users to review, revert, or restore previous versions of files. The extension maintains a local change log (likely in the workspace or extension storage) that tracks all modifications, their timestamps, and associated tasks. Users can roll back to any previous state without using Git, providing a safety net for experimental changes.","intents":["Undo a code generation that didn't work out without using Git","Review what changes were made in the last hour","Restore a file to a previous state before a refactoring","Audit all changes made by the AI assistant for compliance"],"best_for":["Developers wanting a safety net for AI-generated code","Teams with compliance requirements needing audit trails","Solo developers experimenting with code generation"],"limitations":["Timeline storage location and persistence mechanism not documented — may be lost if extension is uninstalled","Rollback granularity not specified — can only rollback entire changes, not individual lines","No documented integration with Git — timeline is separate from version control","Timeline size limits not documented — may consume significant disk space for large projects","No documented support for timeline export or sharing with team members"],"requires":["VS Code extension with change history enabled","Workspace with write permissions for timeline storage"],"input_types":["change history from previous operations","timestamp or change ID for rollback"],"output_types":["timeline view with change summaries","file state at any point in time","rollback confirmation"],"categories":["automation-workflow","version-control"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-sixth-sixth-ai__cap_8","uri":"capability://data.processing.analysis.project.structure.analysis.and.pattern.learning","name":"project structure analysis and pattern learning","description":"Analyzes the codebase structure, dependencies, coding conventions, and architectural patterns to build a model of the project. The extension scans files, identifies patterns (naming conventions, folder structure, design patterns), and uses this model to inform code generation and completion. This enables generated code to match the project's existing style and architecture without explicit configuration.","intents":["Generate code that matches my project's existing patterns and style","Understand the architecture of a new codebase I just joined","Ensure consistency across multiple developers' code","Identify architectural patterns used in the project"],"best_for":["Teams with strong architectural patterns wanting consistency","Developers joining new projects wanting to understand structure","Large codebases with complex dependencies"],"limitations":["Pattern detection heuristics not documented — may miss subtle patterns or misidentify conventions","Analysis scope limited to workspace files — external dependencies not analyzed","No documented support for custom pattern definitions or project-specific rules","Analysis latency unknown — initial project scan may take significant time for large projects","Pattern learning is static — does not adapt to new patterns introduced during development"],"requires":["Readable project files in workspace","Project structure with identifiable patterns"],"input_types":["project file structure","code files for pattern analysis","dependency declarations (package.json, requirements.txt, etc.)"],"output_types":["identified patterns and conventions","architectural diagram (optional)","style guide summary (optional)"],"categories":["data-processing-analysis","code-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-sixth-sixth-ai__cap_9","uri":"capability://code.generation.editing.debugging.workflow.assistance.with.error.context","name":"debugging workflow assistance with error context","description":"Assists with debugging by analyzing error messages, stack traces, and code context to suggest root causes and fixes. The extension captures runtime errors from the terminal or debugger, routes them to the backend LLM for analysis, and suggests code changes or debugging steps. This differs from error detection by operating on runtime errors rather than static analysis.","intents":["Understand why my code is throwing a runtime error","Get suggestions for fixing a bug based on the error message","Trace through a stack trace to find the root cause","Suggest test cases to reproduce a bug"],"best_for":["Developers debugging complex runtime errors","Teams wanting to reduce time spent on bug investigation","Solo developers wanting a second opinion on error causes"],"limitations":["Error analysis depends on error message clarity — cryptic errors may produce unhelpful suggestions","No documented support for capturing runtime context (variable values, memory state)","Debugging suggestions may be incorrect if error message is misleading","No integration with debugger breakpoints or step-through debugging","Stack trace parsing may fail for non-standard error formats"],"requires":["Error message or stack trace from terminal or debugger","Code context (file and line number)","Backend API connectivity"],"input_types":["error message","stack trace","code context around error location","runtime environment information"],"output_types":["root cause analysis","suggested fixes as code diffs","debugging steps or test cases"],"categories":["code-generation-editing","debugging"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":51,"verified":false,"data_access_risk":"high","permissions":["Visual Studio Code 1.60+ (assumed, not documented)","Active workspace with readable project files","Backend API credentials (configuration method unknown)","Network connectivity to backend LLM service","Visual Studio Code 1.60+","Active file open in editor","Backend API connectivity","Backend API credentials","API keys for at least one supported backend provider","Backend API credentials configuration (method unknown)"],"failure_modes":["Diff review is mandatory — no direct-apply mode documented, adding latency to rapid iteration","Context window constraints inherited from backend LLM (likely 100K-200K tokens) may truncate large projects","No documented support for monorepo workspaces or conditional file generation based on build configuration","File system access is unrestricted — no sandboxing prevents accidental deletion or overwrite of critical files","Completion latency unknown — backend API calls may introduce 100-500ms delays, disrupting typing flow","No documented caching or local model fallback for offline scenarios","Completion ranking strategy not specified — may suggest irrelevant tokens if project context is ambiguous","Language support not documented — may perform poorly in niche or dynamically-typed languages","No opt-out per file type or per project — all files receive completions equally","Supported models not documented — extension name lists 8+ models but actual support unknown","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.7,"quality":0.49,"ecosystem":0.45,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.15,"match_graph":0.23,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:34.803Z","last_scraped_at":"2026-05-03T15:20:32.168Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=claude-opus-47-gpt-55-gemini-31-cursor-ai-copilot-codex-cline-and-chatgpt-ai-copilot-ai-agents-and-debugger-code-assistants-code-chat-code-generator-generative-ai-code-completionaut","compare_url":"https://unfragile.ai/compare?artifact=claude-opus-47-gpt-55-gemini-31-cursor-ai-copilot-codex-cline-and-chatgpt-ai-copilot-ai-agents-and-debugger-code-assistants-code-chat-code-generator-generative-ai-code-completionaut"}},"signature":"5tSab3aFPwN8HOc8X2ZgBTNOov2OJ/xi0Fj5c3ajXQ4wV3QUMultBG0eHG0EYzj6RUg6fhfkQ2TPEptrqreaCw==","signedAt":"2026-06-21T14:27:58.114Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/claude-opus-47-gpt-55-gemini-31-cursor-ai-copilot-codex-cline-and-chatgpt-ai-copilot-ai-agents-and-debugger-code-assistants-code-chat-code-generator-generative-ai-code-completionaut","artifact":"https://unfragile.ai/claude-opus-47-gpt-55-gemini-31-cursor-ai-copilot-codex-cline-and-chatgpt-ai-copilot-ai-agents-and-debugger-code-assistants-code-chat-code-generator-generative-ai-code-completionaut","verify":"https://unfragile.ai/api/v1/verify?slug=claude-opus-47-gpt-55-gemini-31-cursor-ai-copilot-codex-cline-and-chatgpt-ai-copilot-ai-agents-and-debugger-code-assistants-code-chat-code-generator-generative-ai-code-completionaut","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}