{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"vscode-multi-multi-nightly","slug":"multi-nightly-frontier-ai-coding-agent","name":"Multi (Nightly) – Frontier AI Coding Agent","type":"agent","url":"https://marketplace.visualstudio.com/items?itemName=Multi.multi-nightly","page_url":"https://unfragile.ai/multi-nightly-frontier-ai-coding-agent","categories":["ai-agents"],"tags":["agent","ai","anthropic","assistant","automation","claude","cline","code generation","copilot","debugging","gemini","gemini cli","large language model","llm","multi","openai","pair programmer","refactoring","testing"],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"vscode-multi-multi-nightly__cap_0","uri":"capability://tool.use.integration.multi.provider.ai.model.orchestration.with.profile.based.switching","name":"multi-provider ai model orchestration with profile-based switching","description":"Abstracts 30+ AI providers (Claude, Gemini, OpenAI, Anthropic, OpenRouter, Ollama, etc.) behind a unified interface, allowing users to define reusable profiles that bundle provider + model + configuration settings. Profiles persist across sessions and can be switched via UI without reconfiguring API keys or model parameters, enabling seamless provider switching without workflow interruption.","intents":["Switch between Claude and GPT-4 mid-project without reconfiguring API keys","Test the same coding task across multiple models to compare quality","Use local Ollama for private work and cloud providers for complex tasks","Save provider configurations as named profiles for different project types"],"best_for":["Teams evaluating multiple AI providers for cost/quality tradeoffs","Developers building multi-model AI workflows","Organizations with provider-specific compliance requirements"],"limitations":["Profile switching does not automatically migrate in-flight tasks or context between providers","No built-in cost tracking or provider-specific rate limiting configuration","API key management mechanism (storage, rotation, expiration) not documented"],"requires":["Valid API key for at least one supported provider","VS Code 1.80+ (minimum version not officially specified)","Network connectivity for cloud providers"],"input_types":["provider selection (dropdown)","model name (text)","API key (credential)"],"output_types":["profile configuration (JSON-like structure)","model response (text/code)"],"categories":["tool-use-integration","provider-abstraction"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-multi-multi-nightly__cap_1","uri":"capability://automation.workflow.autonomous.file.system.operations.with.approval.gating","name":"autonomous file system operations with approval gating","description":"Executes read, write, and edit operations on project files with configurable approval controls. Users can enable auto-approval for file reads, writes, or require explicit confirmation per operation. The agent accesses files within the project scope and can modify code, configuration, and documentation files without manual intervention when approval is granted, enabling hands-off refactoring and code generation workflows.","intents":["Let the agent automatically refactor multiple files without clicking approve for each edit","Require explicit approval for file writes but auto-approve reads to prevent accidental overwrites","Generate boilerplate code across multiple files in a single task","Audit which files the agent modified by reviewing approval history"],"best_for":["Developers comfortable with autonomous code modification","Teams with code review processes that catch agent-generated changes","Refactoring and scaffolding workflows where manual approval per file is friction"],"limitations":["No file-level access control (cannot restrict agent to specific directories)","No rollback mechanism documented — reverted changes require manual git revert or undo","Approval controls are binary (auto-approve or require confirmation) with no granular per-file rules","No audit log of which files were modified by the agent vs. manually"],"requires":["VS Code with file system write permissions","Project directory with read/write access","Approval control settings configured in extension settings"],"input_types":["file path (string)","file content (text/code)","operation type (read/write/edit)"],"output_types":["modified file content (text/code)","operation confirmation (boolean)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-multi-multi-nightly__cap_10","uri":"capability://planning.reasoning.conversational.context.forking.and.task.branching","name":"conversational context forking and task branching","description":"Allows developers to fork the current agent conversation and task state at any point, creating a parallel branch that preserves the original context while exploring alternative approaches. Forked tasks maintain independent state and can be merged back or abandoned without affecting the original task. This enables safe experimentation with multiple solutions while maintaining a clear audit trail of exploration paths.","intents":["Explore two different implementation approaches in parallel without losing the original context","Test a risky refactoring in a fork before applying it to the main task","Compare results from different AI models or providers by forking and switching models","Preserve intermediate results from failed experiments for later analysis"],"best_for":["Exploratory development requiring parallel solution evaluation","Teams comparing multiple implementation approaches","Workflows where experimentation must be audited and reversible"],"limitations":["Forking mechanism not documented — unclear if it copies context or creates references","Merge strategy for forked tasks not specified","No visualization of fork tree or branching history documented","Context duplication may consume significant memory for large tasks","No automatic conflict detection or resolution for merged forks"],"requires":["VS Code with sufficient memory for multiple task contexts","Task state persistence mechanism"],"input_types":["current task state","optional fork name or label"],"output_types":["forked task context (independent copy)","fork reference (for switching/merging)"],"categories":["planning-reasoning","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-multi-multi-nightly__cap_11","uri":"capability://automation.workflow.task.state.persistence.and.restoration.across.ide.sessions","name":"task state persistence and restoration across ide sessions","description":"Persists agent task state (decomposed subtasks, execution progress, conversational context, intermediate results) to disk or cloud storage, enabling developers to close the IDE and resume work later without losing progress. The 'Restore' feature reconstructs the full task context, including file modifications, shell command history, and agent reasoning, allowing seamless continuation of long-running tasks across multiple sessions.","intents":["Close VS Code mid-task and resume the next day with full context restored","Preserve task progress across IDE crashes or unexpected shutdowns","Share task state with team members for collaborative debugging or review","Maintain task history for auditing and learning from past agent decisions"],"best_for":["Long-running tasks spanning multiple IDE sessions","Teams requiring task continuity across developer handoffs","Workflows where task history and audit trail are important"],"limitations":["Task state persistence format and storage location not documented","Cloud sync mechanism not documented — unclear if state is stored locally or in cloud","State size limits not specified — large tasks may exceed storage quotas","Restoration accuracy not guaranteed — state may become stale if codebase changes between sessions","No conflict detection if task state diverges from current codebase state","Sharing mechanism not documented — unclear how to share task state with team members"],"requires":["VS Code with file system or cloud storage access","Sufficient storage space for task state snapshots"],"input_types":["task state (internal representation)","optional storage location or cloud service"],"output_types":["persisted task state (file or cloud object)","restored task context (for resumption)"],"categories":["automation-workflow","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-multi-multi-nightly__cap_12","uri":"capability://code.generation.editing.stack.aware.code.generation.with.project.configuration.understanding","name":"stack-aware code generation with project configuration understanding","description":"Analyzes project configuration files (package.json, pyproject.toml, go.mod, Cargo.toml, etc.), build scripts, and dependency manifests to understand the project's tech stack, frameworks, and conventions. The agent uses this understanding to generate code that follows project-specific patterns, uses the correct package manager, respects version constraints, and integrates with existing build/test infrastructure. This ensures generated code is immediately compatible with the project environment.","intents":["Generate code that uses the correct package manager (npm, yarn, pnpm, pip, cargo, etc.)","Create code that follows project-specific conventions and patterns","Ensure generated dependencies respect version constraints in package.json or requirements.txt","Generate build scripts and CI/CD configurations that integrate with existing infrastructure"],"best_for":["Projects with complex or non-standard tech stacks","Teams maintaining strict version constraints or dependency policies","Workflows requiring generated code to be immediately production-ready"],"limitations":["Configuration file parsing strategy not documented — unclear which formats are supported","Stack detection may fail for custom or monorepo configurations","No validation that generated code respects version constraints","No integration with dependency vulnerability scanning (e.g., npm audit)","Stack understanding is static — does not adapt to runtime environment changes"],"requires":["Project configuration files (package.json, pyproject.toml, etc.) in standard locations","Supported project types (Node.js, Python, Go, Rust, .NET, etc.)"],"input_types":["project configuration files (JSON, TOML, YAML)","build scripts and CI/CD configurations"],"output_types":["stack analysis (frameworks, dependencies, versions)","stack-aware code generation (respecting conventions and constraints)"],"categories":["code-generation-editing","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-multi-multi-nightly__cap_13","uri":"capability://planning.reasoning.deadline.aware.task.prioritization.and.execution.planning","name":"deadline-aware task prioritization and execution planning","description":"Accepts deadline constraints as input and uses them to prioritize task decomposition and execution order. The agent estimates task duration based on complexity and available time, reorders subtasks to meet deadlines, and alerts developers if tasks cannot be completed within the specified timeframe. This enables deadline-driven development where the agent adapts its strategy to time constraints.","intents":["Specify a deadline and let the agent prioritize features to ship on time","Get alerts if the agent estimates a task cannot be completed by the deadline","Adjust task scope based on remaining time and complexity estimates","Focus on high-impact features first when time is limited"],"best_for":["Time-constrained projects with hard deadlines","Agile workflows with sprint-based planning","Rapid prototyping where scope must be adjusted to meet deadlines"],"limitations":["Duration estimation algorithm not documented — unclear how it estimates task complexity","No learning from past task durations — estimates may be inaccurate for new project types","Deadline constraints are static — no dynamic re-planning if tasks take longer than estimated","No integration with project management tools (Jira, Linear, etc.) for deadline sync","Prioritization strategy not documented — unclear how it weighs feature importance vs. time"],"requires":["Deadline specification (date/time)","Task complexity estimates or historical data"],"input_types":["deadline (date/time)","task description with scope/complexity hints"],"output_types":["prioritized task list","duration estimates per task","feasibility assessment (can/cannot meet deadline)"],"categories":["planning-reasoning","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-multi-multi-nightly__cap_14","uri":"capability://automation.workflow.flow.aware.context.management.with.developer.activity.tracking","name":"flow-aware context management with developer activity tracking","description":"Monitors developer activity patterns (active file, cursor position, typing speed, pause duration) to understand current focus and work flow. The agent uses this awareness to prioritize relevant suggestions, avoid interrupting deep focus periods, and surface task results at opportune moments. This enables non-intrusive agent assistance that adapts to developer work patterns.","intents":["Avoid interrupting the developer during active typing or deep focus","Surface task results and suggestions when the developer pauses or switches files","Prioritize suggestions related to the currently active file or function","Learn developer preferences and adapt agent behavior over time"],"best_for":["Developers with strong preference for uninterrupted focus time","Workflows where agent suggestions should be contextually relevant","Teams using flow-based development methodologies"],"limitations":["Activity tracking mechanism not documented — unclear what metrics are tracked","Privacy implications of activity monitoring not addressed","No opt-out mechanism documented for activity tracking","Flow state detection algorithm not specified — unclear how it identifies deep focus","No integration with external focus tools (Forest, Freedom, etc.)","Learning from developer preferences may take time to adapt"],"requires":["VS Code with access to editor activity events","User consent for activity monitoring (privacy implications)"],"input_types":["editor activity events (file changes, cursor position, typing)","optional focus mode preferences"],"output_types":["activity analysis (current focus, flow state)","suggestion timing and prioritization"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-multi-multi-nightly__cap_2","uri":"capability://automation.workflow.shell.command.execution.with.approval.control.and.background.task.management","name":"shell command execution with approval control and background task management","description":"Executes arbitrary shell commands in the host environment with configurable approval gating. Commands run with the same permissions as the VS Code process and can be auto-approved or require explicit confirmation. The agent manages background task execution, allowing long-running processes (tests, builds, deployments) to run asynchronously while the developer continues coding, with task state persisted across IDE sessions via the 'Restore' feature.","intents":["Run tests, linters, and build commands without leaving the editor","Execute deployment scripts with approval confirmation to prevent accidental production changes","Run long-running tasks (e.g., database migrations) in the background while continuing to code","Restore interrupted shell tasks after IDE restart"],"best_for":["Developers automating CI/CD workflows within the editor","Teams running tests and builds as part of agent-driven development","Workflows requiring shell access for environment setup or deployment"],"limitations":["Shell commands execute with full host process permissions — no sandboxing or capability restriction","No timeout configuration documented; long-running commands may hang indefinitely","Approval control is binary (auto-approve or require confirmation) with no command whitelisting","Background task state persistence mechanism ('Restore' feature) not documented","No built-in output capture or log streaming to IDE terminal"],"requires":["VS Code running on a system with shell access (bash, zsh, PowerShell, cmd.exe)","Approval control settings configured for shell execution","Project directory with appropriate shell permissions"],"input_types":["shell command (string)","working directory (path)","environment variables (optional)"],"output_types":["command output (stdout/stderr text)","exit code (integer)","task state (for background execution)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-multi-multi-nightly__cap_3","uri":"capability://search.retrieval.codebase.aware.semantic.search.and.navigation","name":"codebase-aware semantic search and navigation","description":"Searches the project codebase using semantic understanding to locate relevant code, functions, classes, and documentation. The agent can query the codebase to understand architecture, find dependencies, and locate code patterns without requiring explicit file paths. Search results are ranked by relevance and integrated into the agent's context window, enabling informed code generation and refactoring decisions based on existing codebase patterns.","intents":["Find all usages of a function to understand its impact before refactoring","Locate similar code patterns to maintain consistency when generating new code","Understand the codebase structure and architecture before implementing features","Search for error handling patterns to apply consistent error management"],"best_for":["Developers working in large or unfamiliar codebases","Teams maintaining consistency across distributed code patterns","Refactoring workflows requiring impact analysis"],"limitations":["Search scope boundaries not documented — unclear if it searches entire project or respects .gitignore","No indexing strategy documented — unclear if search is real-time or pre-indexed","Search result ranking algorithm not specified","No query syntax documentation (e.g., regex, fuzzy matching, type-aware search)","Performance impact on large codebases (1M+ LOC) not documented"],"requires":["Project directory with readable source files","Supported language files (scope of supported languages not documented)"],"input_types":["search query (natural language or code pattern)","optional filters (file type, directory)"],"output_types":["ranked list of matching code snippets","file paths and line numbers","context around matches"],"categories":["search-retrieval","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-multi-multi-nightly__cap_4","uri":"capability://planning.reasoning.task.decomposition.and.multi.step.planning.with.forking","name":"task decomposition and multi-step planning with forking","description":"Breaks down complex coding tasks into actionable sub-tasks, plans execution order, and manages task state across multiple steps. The 'Forking' feature allows branching a task to explore alternative approaches while preserving the original task context, enabling parallel exploration of solutions. Task state is persisted and can be restored, allowing developers to pause, review, and resume work across IDE sessions without losing progress or conversational context.","intents":["Break down a large feature request into subtasks (API design, implementation, tests, docs)","Explore multiple implementation approaches by forking a task and comparing results","Pause a long-running task and resume it later with full context preserved","Review task progress and intermediate results before proceeding to the next step"],"best_for":["Complex feature development requiring multi-step planning","Exploratory development where multiple approaches need evaluation","Long-running tasks spanning multiple IDE sessions"],"limitations":["Task decomposition strategy not documented — unclear if it uses chain-of-thought, tree search, or other planning algorithms","Forking mechanism not specified — unclear if it creates separate task branches or copies context","No task dependency management documented — unclear if it handles task ordering or parallelization","Task state persistence format and storage location not documented","No built-in task visualization or progress tracking UI documented"],"requires":["VS Code with extension state storage","Sufficient context window in selected AI model to hold task state"],"input_types":["task description (natural language)","optional constraints (deadline, tech stack, requirements)"],"output_types":["task decomposition (list of subtasks)","execution plan (ordered steps)","task state (for persistence and forking)"],"categories":["planning-reasoning","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-multi-multi-nightly__cap_5","uri":"capability://tool.use.integration.multi.platform.ide.integration.with.unified.agent.interface","name":"multi-platform ide integration with unified agent interface","description":"Extends the agent interface across VS Code, JetBrains IDEs (IntelliJ, PyCharm, WebStorm, GoLand, CLion, RustRover, Android Studio, Rider, PhpStorm, RubyMine), and alternative editors (Cursor, Windsurf, Kiro, Antigravity) through a unified agent architecture. The same agent logic, model configuration, and task state synchronize across platforms, allowing developers to switch editors without reconfiguring the agent or losing task context.","intents":["Use the same AI agent across VS Code and JetBrains IDEs without reconfiguring","Switch from VS Code to Cursor for a specific task while preserving agent state","Maintain consistent agent behavior and model configuration across team members using different editors","Migrate from one editor to another without losing task history or profiles"],"best_for":["Teams using heterogeneous editor environments (VS Code + JetBrains + Cursor)","Developers switching between editors for different project types","Organizations standardizing on a single AI agent across multiple IDEs"],"limitations":["Integration method per platform not documented — unclear if it uses native APIs, LSP, or custom plugins","UI/UX patterns vary by platform — sidebar, command palette, inline suggestions may differ","Feature parity across platforms not guaranteed — some capabilities may be unavailable on certain IDEs","State synchronization mechanism not documented — unclear if it uses cloud sync or local file sharing","JetBrains integration may require separate plugin installation (not confirmed)"],"requires":["VS Code 1.80+ OR JetBrains IDE (version not specified) OR Cursor/Windsurf/Kiro/Antigravity","Extension/plugin installation per platform","Consistent API key configuration across platforms"],"input_types":["editor platform (VS Code, IntelliJ, PyCharm, etc.)","agent configuration (profiles, approval settings)"],"output_types":["unified agent interface","synchronized task state","platform-specific UI rendering"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-multi-multi-nightly__cap_6","uri":"capability://automation.workflow.worktree.isolated.task.execution.with.branch.based.sandboxing","name":"worktree-isolated task execution with branch-based sandboxing","description":"Executes agent tasks in isolated git worktrees or branches, preventing modifications to the current working directory and codebase. The agent creates a temporary branch, performs all file modifications and shell commands within that isolated context, and allows the developer to review changes before merging. This enables safe experimentation and prevents accidental corruption of the main codebase during agent execution.","intents":["Let the agent refactor code without risking the current branch","Experiment with multiple implementation approaches in parallel without affecting main code","Review all agent-generated changes in a single diff before applying to main branch","Safely run untested shell commands in an isolated environment"],"best_for":["Risk-averse teams requiring code review before applying agent changes","Exploratory development with multiple parallel experiments","Workflows where agent modifications must be audited before merging"],"limitations":["Worktree mechanism not documented — unclear if it uses git worktree, temporary branches, or copy-on-write","Merge strategy not specified — unclear if it auto-merges or requires manual conflict resolution","Performance impact of branch isolation not documented","Cleanup of temporary branches/worktrees not documented — risk of orphaned branches","Incompatibility with monorepo or workspace configurations not documented"],"requires":["Git repository initialized in project directory","Sufficient disk space for worktree/branch copies","Git version supporting worktrees (Git 2.5+)"],"input_types":["task description","optional branch name or worktree configuration"],"output_types":["isolated branch/worktree reference","diff of changes","merge status (ready/conflicts)"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-multi-multi-nightly__cap_7","uri":"capability://search.retrieval.web.page.fetching.and.external.context.integration","name":"web page fetching and external context integration","description":"Fetches and parses web pages to integrate external documentation, API references, and web-based resources into the agent's context. The agent can retrieve HTML content from URLs, extract relevant information, and use it to inform code generation and decision-making. This enables the agent to reference live documentation, API specs, and external resources without requiring developers to manually copy-paste content.","intents":["Fetch API documentation from a URL and use it to generate correct API calls","Retrieve framework documentation to ensure generated code follows best practices","Integrate external requirements or specifications into code generation","Reference live web content to verify current versions or configurations"],"best_for":["Workflows requiring integration with external APIs or frameworks","Teams using web-based documentation or specifications","Rapid prototyping where manual documentation lookup is friction"],"limitations":["Web page parsing strategy not documented — unclear if it uses HTML parsing, markdown extraction, or full DOM rendering","No caching mechanism documented — each fetch may incur network latency","Authentication not documented — unclear if it can fetch pages behind login/paywalls","Content size limits not specified — large pages may exceed context window","No built-in content filtering for ads, tracking, or irrelevant content","Rate limiting or request throttling not documented"],"requires":["Network connectivity to fetch external URLs","URLs must be publicly accessible (authentication not documented)"],"input_types":["URL (string)","optional query or content filter"],"output_types":["parsed web page content (text/markdown)","extracted structured data (optional)"],"categories":["search-retrieval","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-multi-multi-nightly__cap_8","uri":"capability://automation.workflow.in.flow.background.task.execution.with.ide.context.preservation","name":"in-flow background task execution with ide context preservation","description":"Executes long-running agent tasks asynchronously in the background while the developer continues active coding in the editor. The agent manages task queues, preserves IDE context (open files, cursor position, selections), and allows developers to review task progress or results without interrupting their current work. Background tasks can be monitored via a task panel or sidebar widget and resumed/paused as needed.","intents":["Run tests or linters in the background while writing code","Generate documentation or boilerplate code without blocking editor interaction","Execute long-running refactoring tasks while the developer works on other files","Monitor multiple parallel agent tasks and switch between them"],"best_for":["Developers with long-running tasks (tests, builds, deployments) that should not block coding","Workflows requiring parallel execution of multiple agent tasks","Teams using continuous integration patterns within the editor"],"limitations":["Task queue and scheduling mechanism not documented","Concurrency limits not specified — unclear how many parallel tasks are supported","Task priority or ordering not documented","IDE context preservation mechanism not specified — unclear if it snapshots state or maintains live references","Task result notification mechanism not documented (polling, webhooks, etc.)","No built-in task progress visualization or ETA estimation"],"requires":["VS Code with sufficient memory for background task execution","Task state persistence (mechanism not documented)"],"input_types":["task definition (command, script, or agent instruction)","optional priority or scheduling parameters"],"output_types":["task status (queued, running, completed, failed)","task results (output, logs, artifacts)","IDE context snapshot (for resumption)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-multi-multi-nightly__cap_9","uri":"capability://safety.moderation.approval.gated.autonomous.decision.making.with.configurable.thresholds","name":"approval-gated autonomous decision making with configurable thresholds","description":"Implements configurable approval gates for autonomous agent actions (file reads, writes, shell execution, todo updates), allowing developers to define which operations require explicit confirmation vs. auto-approval. Approval thresholds can be set per operation type, enabling fine-grained control over agent autonomy. The extension tracks approval history and can suggest approval patterns based on past decisions.","intents":["Auto-approve file reads but require confirmation for writes to prevent accidental overwrites","Require approval for shell commands that modify system state but auto-approve read-only queries","Audit which operations the agent performed and which required manual approval","Adjust approval thresholds based on task type or risk level"],"best_for":["Teams balancing agent autonomy with safety and auditability","Workflows where certain operations are high-risk and require human oversight","Organizations with compliance requirements for code change tracking"],"limitations":["Approval threshold configuration UI not documented","No per-file or per-directory approval rules — only operation-type granularity","No approval history export or audit log feature documented","No machine learning-based approval suggestions (mentioned as possible but not confirmed)","Approval decision cannot be conditional on operation parameters (e.g., file size, command type)"],"requires":["VS Code with extension settings access","Manual configuration of approval thresholds"],"input_types":["operation type (read/write/execute/todo)","approval threshold (auto/confirm)"],"output_types":["approval decision (approved/rejected)","approval history (operation log)"],"categories":["safety-moderation","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":42,"verified":false,"data_access_risk":"high","permissions":["Valid API key for at least one supported provider","VS Code 1.80+ (minimum version not officially specified)","Network connectivity for cloud providers","VS Code with file system write permissions","Project directory with read/write access","Approval control settings configured in extension settings","VS Code with sufficient memory for multiple task contexts","Task state persistence mechanism","VS Code with file system or cloud storage access","Sufficient storage space for task state snapshots"],"failure_modes":["Profile switching does not automatically migrate in-flight tasks or context between providers","No built-in cost tracking or provider-specific rate limiting configuration","API key management mechanism (storage, rotation, expiration) not documented","No file-level access control (cannot restrict agent to specific directories)","No rollback mechanism documented — reverted changes require manual git revert or undo","Approval controls are binary (auto-approve or require confirmation) with no granular per-file rules","No audit log of which files were modified by the agent vs. manually","Forking mechanism not documented — unclear if it copies context or creates references","Merge strategy for forked tasks not specified","No visualization of fork tree or branching history documented","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.55,"quality":0.35,"ecosystem":0.35000000000000003,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.28,"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":"2026-05-03T15:20:33.198Z","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=multi-nightly-frontier-ai-coding-agent","compare_url":"https://unfragile.ai/compare?artifact=multi-nightly-frontier-ai-coding-agent"}},"signature":"9RRW2RnPZZDMx4EQi5Z5LkQHRf6KTHPU7cGela7xDr0kGvgeKO1e2TCn9fNf+3TjOwCCz/wxJm2JDN0mOS4UAQ==","signedAt":"2026-06-22T22:01:32.282Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/multi-nightly-frontier-ai-coding-agent","artifact":"https://unfragile.ai/multi-nightly-frontier-ai-coding-agent","verify":"https://unfragile.ai/api/v1/verify?slug=multi-nightly-frontier-ai-coding-agent","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"}}