{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"vscode-blackboxapp-blackboxagent","slug":"blackboxai-agent-coding-copilot","name":"BLACKBOXAI Agent - Coding Copilot","type":"agent","url":"https://marketplace.visualstudio.com/items?itemName=Blackboxapp.blackboxagent","page_url":"https://unfragile.ai/blackboxai-agent-coding-copilot","categories":["ai-agents","code-editors"],"tags":["ai","anthropic","autocomplete","bash","blackbox.ai","c","c#","c++","chatgpt","code-recommendation","codex","copilot","co-pilot","cpp","csharp","css","cybercoder","domination","go","golang","haskell","html","intellicode","intellisense","java","javascript","julia","jupyter","keybindings","kite","kotlin","lua","mcp","method completion","node","node.js","nodejs","objectivec","objective-c","ocaml","openai","perl","php","pilot","python","react","robocoder","ruby","rust","snippets","sonnet","swift","typescript"],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"vscode-blackboxapp-blackboxagent__cap_0","uri":"capability://planning.reasoning.autonomous.multi.step.code.generation.with.self.correction","name":"autonomous-multi-step-code-generation-with-self-correction","description":"Executes end-to-end coding tasks by chaining file reads, code generation, terminal command execution, and output analysis in a single workflow. The agent generates code, runs it, captures execution results, detects failures, and automatically refactors based on error output—all within the IDE context without requiring manual intervention between steps. Uses a judge layer that evaluates multiple agent outputs and selects the highest-quality result before committing changes.","intents":["I want to describe a feature and have the agent build it end-to-end, testing as it goes","I need the agent to fix broken code by running tests and iterating on failures","I want multiple coding approaches evaluated and the best one automatically selected"],"best_for":["solo developers building features without manual testing cycles","teams needing rapid prototyping with automated quality gates","developers working on codebases where test feedback is critical for correctness"],"limitations":["Requires explicit per-operation approval for file edits, command execution, and file reads—not truly autonomous despite marketing claims","Judge layer selection criteria are undocumented; unclear how 'best result' is determined","No built-in persistence for multi-session task state; each workflow starts fresh","Terminal command execution has full system access if approved—potential security risk in untrusted codebases"],"requires":["VS Code extension installed (Blackboxapp.blackboxagent)","BLACKBOX AI account (free tier available, no credit card required)","Project files readable by extension (file system permissions)","Terminal/shell access for command execution (bash, zsh, PowerShell, etc.)"],"input_types":["natural language task description","codebase context (files, folders, Git commits)","terminal output (captured from command execution)","error messages and stack traces"],"output_types":["generated/modified source code files","terminal command execution results","self-corrected code based on test failures","judge layer evaluation scores (format unknown)"],"categories":["planning-reasoning","code-generation-editing","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-blackboxapp-blackboxagent__cap_1","uri":"capability://automation.workflow.real.browser.automation.for.web.application.testing","name":"real-browser-automation-for-web-application-testing","description":"Launches and controls a real (non-headless) browser instance directly from the IDE, enabling the agent to navigate web applications, click UI elements, capture screenshots, and verify implementations in live environments. The agent can read browser state, interact with DOM elements, and validate that generated code works correctly in actual browser contexts before committing changes.","intents":["I want the agent to test my web app in a real browser to verify it works","I need to validate that my frontend code renders and behaves correctly","I want the agent to interact with my application and report visual/functional issues"],"best_for":["full-stack developers building web applications with frontend validation requirements","teams needing visual regression detection without separate testing infrastructure","developers working on interactive UIs where headless testing is insufficient"],"limitations":["Browser automation launches external browser window (not embedded in IDE)—interrupts developer workflow","No headless mode documented; full browser instance consumes significant system resources","Screenshot capture and element interaction capabilities are undocumented; unclear what UI elements can be reliably detected","No built-in visual regression or accessibility testing—only basic screenshot capture","Browser state is not persisted between IDE sessions; each test run starts fresh"],"requires":["VS Code extension installed","BLACKBOX AI account","Local or remote web server running (for testing generated code)","Browser installed on system (Chrome, Firefox, Safari, or Edge)","Explicit permission approval for browser tool usage"],"input_types":["web application URL","generated frontend code (HTML, CSS, JavaScript, React, etc.)","user interaction descriptions (click, navigate, fill form, etc.)"],"output_types":["browser screenshots","DOM state snapshots","interaction results (success/failure)","visual validation reports"],"categories":["automation-workflow","image-visual","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-blackboxapp-blackboxagent__cap_10","uri":"capability://code.generation.editing.file.creation.and.editing.with.approval.gates","name":"file-creation-and-editing-with-approval-gates","description":"Creates new files and edits existing files within the IDE with explicit per-operation approval. The agent can generate file content, determine file paths and names, and apply edits to existing code, but each file creation and edit requires user approval before execution. Supports all file types and languages.","intents":["I want the agent to create new files for generated code","I need the agent to modify existing files while I review changes","I want to prevent accidental file overwrites or deletions"],"best_for":["developers wanting explicit control over file modifications","teams with code review requirements","projects where file structure is critical"],"limitations":["Per-operation approval creates workflow friction—each file edit requires confirmation","Approval UI/UX is undocumented; unclear if diffs are shown before approval","Batch file operations are not documented—unclear if multiple files can be approved together","File conflict detection is undocumented—unclear how agent handles existing files","File permissions and ownership are not managed by extension","No rollback mechanism documented—unclear if approved edits can be undone","Concurrent file editing conflicts are not addressed"],"requires":["VS Code extension installed","BLACKBOX AI account","Write permissions on project files and directories","User interaction capability for approval"],"input_types":["file paths for creation/editing","file content (code, text, etc.)","edit operations (insert, replace, delete)"],"output_types":["created files","modified files","approval status","edit confirmation"],"categories":["code-generation-editing","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-blackboxapp-blackboxagent__cap_11","uri":"capability://automation.workflow.quick.setup.with.30.second.onboarding","name":"quick-setup-with-30-second-onboarding","description":"Enables rapid account creation and extension setup in under 30 seconds without complex configuration. Users can install the extension from VS Code marketplace, create a free BLACKBOX AI account, and immediately start using agent capabilities without API key management, model configuration, or advanced setup steps.","intents":["I want to quickly try BLACKBOX AI without lengthy setup","I need to get an AI agent working in my IDE immediately","I want minimal configuration before starting to use the agent"],"best_for":["developers wanting quick evaluation of AI agents","teams with limited onboarding time","individuals trying AI coding for the first time"],"limitations":["Quick setup may hide important configuration options","No information on post-setup customization or advanced configuration","Default model and agent selection is undocumented","No guided onboarding or tutorial documented","Setup time claim ('under 30 seconds') is unverified and may vary by user"],"requires":["VS Code installed","Internet connection","BLACKBOX AI account (free registration)"],"input_types":["email address (for account creation)","VS Code marketplace interaction"],"output_types":["installed extension","authenticated account","ready-to-use agent"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-blackboxapp-blackboxagent__cap_2","uri":"capability://tool.use.integration.multi.model.agent.orchestration.with.model.switching","name":"multi-model-agent-orchestration-with-model-switching","description":"Provides access to 300+ AI models and 15+ specialized coding agents (Claude Sonnet, GPT-5.4, Gemini, Codex, etc.) that can be manually selected or automatically chosen by a judge layer. Agents can be configured in sequential pipelines where each agent builds on the previous agent's output, enabling collaborative multi-step reasoning across different model architectures and specializations.","intents":["I want to try different AI models for the same task and compare results","I need specialized agents for different coding tasks (e.g., refactoring vs. testing)","I want the system to automatically pick the best model for my current task"],"best_for":["developers experimenting with different LLM approaches for code generation","teams with specific model preferences (e.g., Claude for reasoning, GPT for speed)","organizations needing model flexibility without vendor lock-in"],"limitations":["Model list is incomplete in documentation; specific versions for most agents are unknown","Auto-selection via judge layer lacks documented criteria—unclear how 'best' model is chosen","Switching models requires manual UI interaction; no programmatic model selection API documented","No information on model pricing, token limits, or rate limits for free tier","Sequential pipeline orchestration details are undocumented; unclear if agents can run in parallel or only sequentially","Custom model support (fine-tuned models, local models) is not documented"],"requires":["VS Code extension installed","BLACKBOX AI account with access to desired models","Internet connection for cloud-based model inference","API credentials for third-party models (if required; unclear from documentation)"],"input_types":["natural language task description","code context and codebase files","previous agent outputs (for sequential pipelines)"],"output_types":["model-specific code generation results","agent evaluation scores (from judge layer)","selected best output from multiple agents"],"categories":["tool-use-integration","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-blackboxapp-blackboxagent__cap_3","uri":"capability://safety.moderation.granular.permission.based.file.and.command.execution.control","name":"granular-permission-based-file-and-command-execution-control","description":"Implements per-operation approval gates for file creation, file editing, file reading, and terminal command execution. Each action requires explicit user approval before execution, preventing unauthorized modifications or system access. Permissions are evaluated at the operation level, not at the session level, ensuring fine-grained control over agent behavior.","intents":["I want to ensure the agent doesn't modify files I didn't approve","I need to review commands before they execute on my system","I want to prevent the agent from reading sensitive files"],"best_for":["developers working with untrusted or experimental agents","teams with security policies requiring audit trails for code changes","organizations handling sensitive codebases requiring explicit change approval"],"limitations":["Per-operation approval creates friction in 'autonomous' workflows—contradicts marketing claims of full autonomy","Approval UI/UX is undocumented; unclear if approvals are modal dialogs, sidebar prompts, or command-line confirmations","No batch approval or approval templates documented—each operation requires individual confirmation","Terminal command execution has full system access if approved—no sandboxing or command whitelisting","No audit logging documented; unclear if approval history is retained for compliance","Approval timeout behavior is unknown—unclear if unapproved operations are queued or discarded"],"requires":["VS Code extension installed","BLACKBOX AI account","User interaction capability (cannot run in headless/CI environments)"],"input_types":["file paths for creation/editing/reading","terminal commands for execution","browser tool usage requests"],"output_types":["approval/rejection decision","operation execution status","approval audit trail (if logged)"],"categories":["safety-moderation","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-blackboxapp-blackboxagent__cap_4","uri":"capability://memory.knowledge.codebase.context.integration.with.git.history","name":"codebase-context-integration-with-git-history","description":"Integrates full codebase context including file contents, folder structures, and Git commit history into agent prompts. Developers can add specific files, folders, URLs, and Git commits to the conversation context, enabling agents to understand project structure, recent changes, and implementation patterns before generating code.","intents":["I want the agent to understand my project structure before generating code","I need the agent to see recent Git commits to understand coding patterns","I want to add specific files or folders to the context for targeted code generation"],"best_for":["developers working on large codebases where context is critical for correctness","teams with established coding patterns that should be replicated by the agent","projects where Git history provides important context for implementation decisions"],"limitations":["Context window size is undocumented; unclear how much codebase can be included before hitting token limits","No automatic context selection—developers must manually add files/folders (no smart context pruning)","Git history integration is limited to commit messages; unclear if diffs or code changes are included","No codebase indexing documented; each context addition may require re-reading files (performance impact unknown)","URL context handling is undocumented; unclear if URLs are fetched, parsed, or just included as text","No conflict detection for context—unclear how agent handles contradictory information from multiple sources"],"requires":["VS Code extension installed","BLACKBOX AI account","Git repository initialized (for Git commit history)","Files/folders accessible within VS Code workspace"],"input_types":["file paths (relative or absolute)","folder paths","Git commit hashes or references","web URLs","screenshot images"],"output_types":["augmented agent prompts with codebase context","context-aware code generation","pattern-matching code suggestions"],"categories":["memory-knowledge","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-blackboxapp-blackboxagent__cap_5","uri":"capability://automation.workflow.blackbox.skills.reusable.expert.workflows","name":"blackbox-skills-reusable-expert-workflows","description":"Provides a system for creating, versioning, and sharing reusable expert workflows called 'Blackbox Skills' that can be autonomously invoked by agents. Skills are version-controlled in repositories and encapsulate domain-specific knowledge (e.g., testing patterns, refactoring strategies, deployment procedures) that agents can apply to multiple tasks.","intents":["I want to create reusable workflows that agents can apply to multiple projects","I need to share coding best practices across my team via reusable skills","I want agents to automatically invoke specialized workflows for specific task types"],"best_for":["teams with standardized coding practices that should be automated","organizations building domain-specific agent capabilities","developers creating shareable AI workflows for community use"],"limitations":["Skill creation, configuration, and management processes are completely undocumented","No information on skill versioning strategy or backward compatibility","Skill invocation criteria are undocumented; unclear how agents decide which skills to use","No skill marketplace or discovery mechanism documented","Skill composition (chaining multiple skills) is not documented","No skill testing or validation framework documented","Performance impact of skill invocation is unknown"],"requires":["VS Code extension installed","BLACKBOX AI account","Git repository for skill version control","Skill creation documentation (not provided)"],"input_types":["workflow definitions (format unknown)","task descriptions for skill matching","codebase context"],"output_types":["skill execution results","versioned skill artifacts","shared skill repositories"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-blackboxapp-blackboxagent__cap_6","uri":"capability://code.generation.editing.multi.language.code.generation.and.editing","name":"multi-language-code-generation-and-editing","description":"Supports code generation, completion, and editing across 40+ programming languages including Python, JavaScript, TypeScript, Java, C++, Rust, Go, Kotlin, Swift, Objective-C, Haskell, Lua, Perl, PHP, Ruby, and more. The agent can create, modify, and refactor code in any supported language while maintaining language-specific syntax, idioms, and best practices.","intents":["I want to generate code in multiple languages within the same project","I need the agent to refactor code while respecting language-specific patterns","I want to switch between languages without changing tools"],"best_for":["polyglot developers working on multi-language projects","teams building microservices in different languages","developers learning new languages and needing code generation assistance"],"limitations":["Language-specific quality varies; no documentation on which languages have best support","No information on language-specific syntax validation or linting","Refactoring quality across language boundaries is undocumented","No language detection mechanism documented; unclear if agent auto-detects language or requires manual specification","IDE syntax highlighting and language server integration is undocumented"],"requires":["VS Code extension installed","BLACKBOX AI account","Language-specific tooling installed (compilers, interpreters, linters) for validation"],"input_types":["natural language code descriptions","existing code in any supported language","language-specific requirements or patterns"],"output_types":["generated code in target language","refactored code maintaining language idioms","language-specific documentation"],"categories":["code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-blackboxapp-blackboxagent__cap_7","uri":"capability://automation.workflow.free.tier.access.with.no.credit.card.requirement","name":"free-tier-access-with-no-credit-card-requirement","description":"Provides free access to BLACKBOX AI agent capabilities without requiring credit card information. Free tier enables code generation, file editing, command execution, and browser automation with full feature access, though specific limitations (token limits, rate limits, model availability) are undocumented.","intents":["I want to try an AI coding agent without financial commitment","I need to evaluate BLACKBOX AI before purchasing a paid plan","I want to use the agent for personal projects without subscription costs"],"best_for":["individual developers and hobbyists","students learning AI-assisted coding","teams evaluating BLACKBOX AI before enterprise adoption"],"limitations":["Free tier limitations are completely undocumented—no information on token limits, rate limits, or feature restrictions","Unclear if free tier has access to all 300+ models or subset of models","No information on free tier upgrade path or pricing for paid plans","Sustainability model is unclear—how does free tier generate revenue?","No SLA or uptime guarantees documented for free tier","Unclear if free tier data is used for model training or improvement"],"requires":["VS Code extension installed","BLACKBOX AI account (free registration, no credit card)","Internet connection"],"input_types":["code generation requests","file editing requests","command execution requests"],"output_types":["generated code","edited files","command execution results"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-blackboxapp-blackboxagent__cap_8","uri":"capability://tool.use.integration.vs.code.native.extension.integration","name":"vs-code-native-extension-integration","description":"Integrates directly into VS Code as a native extension (marketplace identifier: Blackboxapp.blackboxagent) with 2.5M+ installations. The extension provides IDE-native access to agent capabilities without requiring external applications or browser tabs, enabling seamless workflow integration with file editing, terminal access, and codebase context.","intents":["I want to use AI agents without leaving my IDE","I need agent capabilities integrated into my existing VS Code workflow","I want to access agent tools via IDE commands and keybindings"],"best_for":["VS Code users wanting native agent integration","developers with established VS Code workflows","teams standardized on VS Code as primary IDE"],"limitations":["VS Code only—no support for other IDEs (JetBrains, Sublime, Vim, etc.)","Minimum VS Code version requirement is undocumented","Extension UI/UX location is undocumented (sidebar, chat panel, command palette, inline)","Keybindings and command palette integration are undocumented","Conflicts with other VS Code extensions are not documented","Extension performance impact (memory, CPU) is undocumented","No offline mode—requires internet connection for all operations"],"requires":["Visual Studio Code installed","VS Code version (minimum version unknown)","BLACKBOX AI account","Internet connection"],"input_types":["IDE commands","file context from editor","terminal output","codebase files"],"output_types":["modified files in editor","terminal commands","agent responses"],"categories":["tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-blackboxapp-blackboxagent__cap_9","uri":"capability://automation.workflow.terminal.command.execution.with.output.feedback","name":"terminal-command-execution-with-output-feedback","description":"Executes arbitrary terminal commands on the host system with explicit user approval, captures command output, and provides output feedback to the agent for analysis and self-correction. The agent can run tests, build commands, deployment scripts, and other system operations, then analyze results to determine if the task succeeded or requires iteration.","intents":["I want the agent to run tests and fix code based on test failures","I need to execute build commands and verify compilation success","I want the agent to run deployment scripts and validate deployment status"],"best_for":["developers needing test-driven code generation","teams with automated build/test pipelines","developers working on projects with complex build requirements"],"limitations":["Full system access if approved—no sandboxing or command whitelisting","Command output parsing is undocumented; unclear how agent interprets complex output","Timeout behavior for long-running commands is undocumented","No environment variable management documented","Working directory context is undocumented—unclear if commands run in project root or current file directory","Shell selection is undocumented—unclear if agent uses bash, zsh, PowerShell, or system default","Output encoding and special character handling are undocumented"],"requires":["VS Code extension installed","BLACKBOX AI account","Terminal/shell access on host system","Required tools installed (compilers, test runners, build tools, etc.)","Explicit user approval for each command execution"],"input_types":["terminal command strings","command arguments and flags","environment context"],"output_types":["command exit codes","stdout/stderr output","command execution status","agent analysis of output"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":55,"verified":false,"data_access_risk":"high","permissions":["VS Code extension installed (Blackboxapp.blackboxagent)","BLACKBOX AI account (free tier available, no credit card required)","Project files readable by extension (file system permissions)","Terminal/shell access for command execution (bash, zsh, PowerShell, etc.)","VS Code extension installed","BLACKBOX AI account","Local or remote web server running (for testing generated code)","Browser installed on system (Chrome, Firefox, Safari, or Edge)","Explicit permission approval for browser tool usage","Write permissions on project files and directories"],"failure_modes":["Requires explicit per-operation approval for file edits, command execution, and file reads—not truly autonomous despite marketing claims","Judge layer selection criteria are undocumented; unclear how 'best result' is determined","No built-in persistence for multi-session task state; each workflow starts fresh","Terminal command execution has full system access if approved—potential security risk in untrusted codebases","Browser automation launches external browser window (not embedded in IDE)—interrupts developer workflow","No headless mode documented; full browser instance consumes significant system resources","Screenshot capture and element interaction capabilities are undocumented; unclear what UI elements can be reliably detected","No built-in visual regression or accessibility testing—only basic screenshot capture","Browser state is not persisted between IDE sessions; each test run starts fresh","Per-operation approval creates workflow friction—each file edit requires confirmation","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.88,"quality":0.49,"ecosystem":0.45,"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":"2026-05-24T12:16:34.118Z","last_scraped_at":"2026-05-03T15:20:29.937Z","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=blackboxai-agent-coding-copilot","compare_url":"https://unfragile.ai/compare?artifact=blackboxai-agent-coding-copilot"}},"signature":"WXwOD5kk1Kmw/lU8RNkkGs7FjpWVJaGBUXywzF3nEc63vshhkmtjK6s6EvejliIP/66IbyhyMEcQAEh29ku+CA==","signedAt":"2026-06-20T18:24:58.616Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/blackboxai-agent-coding-copilot","artifact":"https://unfragile.ai/blackboxai-agent-coding-copilot","verify":"https://unfragile.ai/api/v1/verify?slug=blackboxai-agent-coding-copilot","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"}}