{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"vscode-danielsanmedium-dscodegpt","slug":"codegpt-chat-ai-agents","name":"CodeGPT: Chat & AI Agents","type":"extension","url":"https://marketplace.visualstudio.com/items?itemName=DanielSanMedium.dscodegpt","page_url":"https://unfragile.ai/codegpt-chat-ai-agents","categories":["code-editors"],"tags":["agent","ai","chatgpt","claude","codegpt","copilot","gemini","gpt","keybindings","openai","opus"],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"vscode-danielsanmedium-dscodegpt__cap_0","uri":"capability://tool.use.integration.multi.provider.ai.model.orchestration.with.unified.interface","name":"multi-provider ai model orchestration with unified interface","description":"Abstracts 20+ AI provider APIs (OpenAI, Anthropic, Google, Mistral, Groq, DeepSeek, Azure, Bedrock, etc.) behind a single VS Code chat interface, allowing users to switch between models without changing workflow. Routes requests to selected provider's official API using user-supplied keys or CodeGPT's credit system, handling authentication, request formatting, and response parsing transparently.","intents":["I want to compare responses from Claude, GPT-4, and Gemini without switching tools","I need to use my existing OpenAI API credits instead of paying CodeGPT","I want to switch to a cheaper model provider mid-project without reconfiguring my IDE"],"best_for":["teams evaluating multiple AI providers","developers with existing API subscriptions wanting to consolidate tools","cost-conscious builders optimizing per-request spend"],"limitations":["No built-in model comparison or A/B testing — requires manual switching between providers","Provider API rate limits and quota management delegated to user — no unified rate limiting across providers","Latency varies significantly by provider; no automatic failover if primary provider is slow/unavailable","Credit system creates vendor lock-in for proprietary models (Claude Opus, GPT-5, Gemini 2.5) — cannot use own API keys for these"],"requires":["VS Code extension host (version unspecified in documentation)","API key for selected provider OR CodeGPT account with credits","Network connectivity to provider endpoints"],"input_types":["text prompts","code snippets","file references via #file-name syntax"],"output_types":["text responses","code generation","structured suggestions"],"categories":["tool-use-integration","multi-provider-orchestration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-danielsanmedium-dscodegpt__cap_1","uri":"capability://code.generation.editing.context.aware.code.generation.with.file.level.inclusion","name":"context-aware code generation with file-level inclusion","description":"Generates new code files or code snippets by accepting project context via #file-name syntax, allowing developers to reference specific files as context without manually copying/pasting. The agent mode creates files directly in the project workspace with user confirmation, using the selected AI model to synthesize code based on included context and natural language prompts.","intents":["I want to generate a new utility function that follows the patterns in my existing codebase","I need to create a new component that integrates with files I reference in chat","I want the AI to write code directly into my project instead of copying from chat"],"best_for":["solo developers building features incrementally","teams with consistent code patterns wanting AI to learn from existing files","rapid prototyping workflows where file creation overhead matters"],"limitations":["File inclusion is manual (#file-name syntax) — no automatic codebase indexing or semantic search for relevant context","Agent mode creates files directly without preview — Smart Diff shows changes but mechanism for user acceptance/rejection is undocumented","No multi-file transaction support — if generation spans multiple files, failures may leave partial state","Context window limits not specified — unclear how many files can be included before hitting model token limits","No built-in conflict detection — if file already exists, overwrite behavior is undocumented"],"requires":["VS Code with CodeGPT extension installed","Active AI provider connection (API key or credits)","Write permissions to project directory"],"input_types":["natural language prompts","file references (#file-name)","code snippets"],"output_types":["generated code files","code snippets","structured code with formatting"],"categories":["code-generation-editing","agent-based-automation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-danielsanmedium-dscodegpt__cap_10","uri":"capability://tool.use.integration.bring.your.own.key.byok.integration.with.20.providers","name":"bring-your-own-key (byok) integration with 20+ providers","description":"Allows users to supply their own API keys for 20+ AI providers (OpenAI, Anthropic, Google, Mistral, Groq, DeepSeek, Azure, Bedrock, Nvidia, Cohere, Fireworks, Perplexity, Cerebras, Grok, etc.), enabling direct API calls without CodeGPT intermediary. Users configure API keys in extension settings, and CodeGPT routes requests to provider endpoints using user credentials. Supports any model available from configured provider.","intents":["I want to use my existing OpenAI API subscription with CodeGPT","I need to use a specific provider that CodeGPT doesn't offer credits for","I want to avoid vendor lock-in and maintain control over my API keys"],"best_for":["teams with existing API subscriptions","enterprises wanting to avoid third-party intermediaries","developers using niche providers (Groq, DeepSeek, Cerebras)","cost-optimized teams managing API spend directly"],"limitations":["API key management is user responsibility — no key rotation or expiration management","Provider rate limits and quotas are not abstracted — users must manage limits directly","No unified billing or usage tracking across providers — users must check each provider's dashboard","API key security depends on VS Code's credential storage — unclear if keys are encrypted","Provider outages are not handled — no automatic failover if primary provider is down","Configuration is manual — no auto-detection of available providers or models"],"requires":["VS Code with CodeGPT extension","API key for selected provider","Provider account with available quota/credits"],"input_types":["code prompts","file references","chat messages"],"output_types":["code suggestions","text responses","explanations"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-danielsanmedium-dscodegpt__cap_11","uri":"capability://code.generation.editing.smart.diff.preview.with.change.visualization","name":"smart diff preview with change visualization","description":"Displays proposed code changes in a diff view before application, allowing developers to review modifications line-by-line and accept or reject changes. Used by /Fix, /Refactor, and agent file creation features to show what will change before committing. Integrates with VS Code's native diff viewer for familiar UX.","intents":["I want to see exactly what the AI will change before applying it","I need to review and selectively accept parts of suggested changes","I want to understand the differences between original and refactored code"],"best_for":["developers wanting safety checks before AI modifications","teams with code review requirements","users learning from AI suggestions by seeing diffs"],"limitations":["Diff preview mechanism is undocumented — unclear if changes are applied immediately or require confirmation","No selective acceptance — unclear if users can accept/reject individual changes or only all-or-nothing","No conflict detection — if file changed since diff was generated, merge behavior is undocumented","No undo integration — unclear if accepting changes can be undone via Ctrl+Z","Diff is not persisted — no history of suggested changes or ability to compare multiple suggestions"],"requires":["VS Code with CodeGPT extension","Active AI provider connection","File open in editor or agent mode active"],"input_types":["original code","proposed changes"],"output_types":["diff visualization","line-by-line comparison","accept/reject options"],"categories":["code-generation-editing","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-danielsanmedium-dscodegpt__cap_12","uri":"capability://automation.workflow.agent.based.file.creation.and.project.modification","name":"agent-based file creation and project modification","description":"Enables AI agent mode that can create new files, modify existing files, and perform project-level operations based on natural language instructions. Agent analyzes project structure and context, then executes file operations directly in the workspace. Smart Diff preview shows changes before application, and user confirmation is required (mechanism undocumented).","intents":["I want the AI to create multiple files for a new feature automatically","I need to scaffold a new project structure without manual file creation","I want the AI to modify multiple files to implement a refactoring"],"best_for":["rapid prototyping workflows","scaffolding new projects or features","teams wanting to automate repetitive file creation"],"limitations":["Agent behavior is undocumented — unclear what operations are allowed (create, modify, delete, rename)","No transaction semantics — if multi-file operation fails partway, partial state may be left","No rollback mechanism — if agent creates wrong files, user must manually delete","File overwrite behavior is undocumented — unclear if agent warns before overwriting existing files","No integration with version control — created files are not automatically staged or committed","Agent reasoning is opaque — unclear how agent decides which files to create or modify","No rate limiting — unclear if agent operations are throttled to prevent runaway modifications"],"requires":["VS Code with CodeGPT extension","Active AI provider connection","Write permissions to project directory","Open project or workspace"],"input_types":["natural language instructions","project context","file references"],"output_types":["created files","modified files","project structure changes"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-danielsanmedium-dscodegpt__cap_2","uri":"capability://code.generation.editing.inline.code.error.detection.and.fixing","name":"inline code error detection and fixing","description":"Analyzes selected code or entire files for bugs, logic errors, and potential issues, then generates fixes with explanations. The /Fix command sends code to the selected AI model, which identifies problems and proposes corrections. Smart Diff preview shows proposed changes before application, allowing developers to review and accept/reject modifications.","intents":["I have a bug in my code and want the AI to identify and fix it","I want to understand what's wrong with this code before applying a fix","I need to fix multiple errors across a file without manual debugging"],"best_for":["developers debugging unfamiliar codebases","teams wanting AI-assisted code review for common error patterns","rapid iteration workflows where manual debugging is slow"],"limitations":["No semantic understanding of project intent — may suggest syntactically correct but logically wrong fixes","Limited to selected code or single file — cannot trace errors across multiple files or dependencies","No integration with debugger or test suite — fixes are not validated against tests before suggestion","Error detection quality depends on model capability — weaker models may miss subtle bugs","No context about error frequency or severity — treats all issues equally"],"requires":["VS Code with CodeGPT extension","Active AI provider connection","Code selection or file open in editor"],"input_types":["selected code","entire file content","error messages (if provided in prompt)"],"output_types":["fixed code","explanation of errors","diff preview"],"categories":["code-generation-editing","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-danielsanmedium-dscodegpt__cap_3","uri":"capability://text.generation.language.code.explanation.and.documentation.generation","name":"code explanation and documentation generation","description":"Generates human-readable explanations of selected code or entire functions using the /Explain command, breaking down logic, identifying patterns, and clarifying intent. Also provides /Document command to auto-generate documentation (docstrings, comments, README sections) based on code analysis, using the selected AI model to synthesize descriptions from code structure and context.","intents":["I need to understand what this legacy code does before refactoring it","I want to generate docstrings for my functions automatically","I need to document my API endpoints or complex algorithms quickly"],"best_for":["teams onboarding new developers to complex codebases","open-source maintainers documenting code for contributors","developers writing documentation as an afterthought"],"limitations":["Explanations are generated, not verified — may contain inaccuracies or misinterpretations of intent","Documentation style is model-dependent — no customization for project-specific conventions (JSDoc vs. Google style, etc.)","No integration with documentation generators (Sphinx, Javadoc) — output is plain text, not structured metadata","Context limited to selected code — cannot explain cross-file dependencies or architectural patterns","No version tracking — regenerating documentation may produce different output, making diffs noisy"],"requires":["VS Code with CodeGPT extension","Active AI provider connection","Code selection or file open in editor"],"input_types":["selected code","entire file content","function signatures"],"output_types":["natural language explanation","generated docstrings","markdown documentation","inline comments"],"categories":["text-generation-language","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-danielsanmedium-dscodegpt__cap_4","uri":"capability://code.generation.editing.code.refactoring.with.readability.and.maintainability.optimization","name":"code refactoring with readability and maintainability optimization","description":"Analyzes selected code and suggests refactoring improvements using the /Refactor command, targeting readability, maintainability, and adherence to best practices. The AI model identifies code smells, suggests design pattern applications, and proposes structural improvements. Smart Diff preview shows refactored code before application.","intents":["I want to improve the readability of this function without changing its behavior","I need to refactor code to follow project conventions","I want to apply design patterns to reduce code duplication"],"best_for":["teams enforcing code quality standards","developers learning refactoring techniques","legacy code modernization projects"],"limitations":["Refactoring suggestions are not validated against tests — may introduce subtle behavioral changes","No understanding of project-specific conventions — suggestions may conflict with team style guides","Limited to selected code scope — cannot refactor across multiple files or modules","No rollback mechanism — if refactoring breaks code, user must manually revert","Optimization targets are generic (readability, maintainability) — no customization for performance, security, or domain-specific concerns"],"requires":["VS Code with CodeGPT extension","Active AI provider connection","Code selection or file open in editor"],"input_types":["selected code","entire file content","function or class definitions"],"output_types":["refactored code","explanation of changes","diff preview"],"categories":["code-generation-editing","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-danielsanmedium-dscodegpt__cap_5","uri":"capability://code.generation.editing.unit.test.generation.from.code.context","name":"unit test generation from code context","description":"Generates unit tests for selected functions or entire files using the /Unit Testing command, analyzing code structure and logic to create test cases covering common scenarios, edge cases, and error conditions. The AI model synthesizes tests in the project's testing framework (Jest, pytest, JUnit, etc.) based on code analysis and context.","intents":["I need to write unit tests for this function but don't know where to start","I want to generate test cases that cover edge cases I might miss","I need to increase test coverage quickly for legacy code"],"best_for":["teams with low test coverage wanting to improve quickly","developers unfamiliar with testing best practices","rapid prototyping where test writing is a bottleneck"],"limitations":["Generated tests may not cover actual business logic requirements — only code structure","Test framework detection is undocumented — unclear how tool determines Jest vs. pytest vs. other frameworks","No integration with test runners — tests are generated but not executed or validated","Edge case coverage depends on model capability — weaker models may miss important scenarios","No mocking or fixture generation — tests may fail if dependencies are not available","Tests are not integrated into CI/CD — user must manually add to test suite"],"requires":["VS Code with CodeGPT extension","Active AI provider connection","Code selection or file open in editor","Testing framework installed in project"],"input_types":["selected function or class","entire file content","function signatures"],"output_types":["test code","test cases","assertion statements","mock setup code"],"categories":["code-generation-editing","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-danielsanmedium-dscodegpt__cap_6","uri":"capability://text.generation.language.context.aware.chat.interface.with.project.awareness","name":"context-aware chat interface with project awareness","description":"Provides a chat sidebar in VS Code where developers can ask questions, request code generation, and discuss code with the selected AI model. Supports #file-name syntax to include specific files as context, allowing the model to understand project structure and provide relevant answers. Chat maintains conversation history within a session, enabling multi-turn interactions.","intents":["I want to ask the AI about my codebase without leaving VS Code","I need to discuss architecture decisions with an AI that understands my project","I want to reference specific files in my questions without copy-pasting code"],"best_for":["solo developers wanting AI pair programming","teams using AI for code review and architecture discussions","developers learning new frameworks or patterns"],"limitations":["Codebase understanding is limited to explicitly included files (#file-name) — no automatic indexing or semantic search","Chat history is session-scoped — no persistence across VS Code restarts or sharing between team members","No multi-user collaboration — chat is single-user only","Context window limits not specified — unclear how many files can be included before hitting model limits","No integration with version control — cannot reference commits, branches, or PR history","No structured output — responses are plain text, not code blocks or structured data"],"requires":["VS Code with CodeGPT extension","Active AI provider connection","Open project or workspace"],"input_types":["natural language prompts","file references (#file-name)","code snippets","follow-up questions"],"output_types":["text responses","code suggestions","explanations","architectural guidance"],"categories":["text-generation-language","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-danielsanmedium-dscodegpt__cap_7","uri":"capability://code.generation.editing.context.aware.code.autocomplete.with.model.based.suggestions","name":"context-aware code autocomplete with model-based suggestions","description":"Provides inline code completion suggestions as developers type, using the selected AI model to generate context-aware completions based on surrounding code, file context, and project patterns. Integrates with VS Code's IntelliSense system to offer completions alongside built-in suggestions, allowing developers to accept or dismiss AI suggestions.","intents":["I want AI-powered autocomplete that understands my code patterns","I need faster code writing with intelligent suggestions","I want to see multiple completion options from an AI model"],"best_for":["developers writing boilerplate or repetitive code","teams with consistent code patterns wanting AI to learn them","rapid development workflows where typing speed matters"],"limitations":["Autocomplete latency not specified — may introduce typing delays if model inference is slow","Trigger conditions undocumented — unclear when autocomplete activates (keystroke, delay, etc.)","No conflict resolution with built-in IntelliSense — unclear how AI suggestions are prioritized vs. language server suggestions","Context window for completion is undocumented — may not include full file or project context","No learning from accepted/rejected suggestions — model does not improve over time based on user feedback","Completion quality depends on model capability — weaker models may suggest incorrect or irrelevant code"],"requires":["VS Code with CodeGPT extension","Active AI provider connection","Code file open in editor"],"input_types":["current file content","cursor position","surrounding code context"],"output_types":["code completion suggestions","multiple completion options","inline suggestions"],"categories":["code-generation-editing","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-danielsanmedium-dscodegpt__cap_8","uri":"capability://tool.use.integration.local.ai.model.support.via.ollama.lm.studio.and.docker","name":"local ai model support via ollama, lm studio, and docker","description":"Enables use of locally-hosted AI models through integration with Ollama, LM Studio, and Docker, allowing developers to run inference without sending code to external APIs. Users configure local model endpoints in CodeGPT settings, and the extension routes requests to local endpoints instead of cloud providers. Supports any model compatible with these platforms (Llama, Mistral, etc.).","intents":["I want to use AI coding assistance without sending my code to external servers","I need to run AI models locally for privacy or compliance reasons","I want to use open-source models without API costs"],"best_for":["enterprises with data privacy requirements","developers working on sensitive/proprietary code","cost-conscious teams wanting to avoid API fees","teams with GPU infrastructure for local inference"],"limitations":["Local model quality is lower than cloud models — open-source models (Llama, Mistral) are less capable than GPT-4 or Claude","Inference latency depends on local hardware — slower than cloud APIs on consumer hardware","Model management is manual — users must download, install, and maintain models via Ollama/LM Studio","No automatic model selection or optimization — users must choose appropriate model for their hardware","Endpoint configuration is undocumented — unclear how to configure Docker or custom endpoints","No fallback to cloud if local model fails — errors are not handled gracefully"],"requires":["VS Code with CodeGPT extension","Ollama, LM Studio, or Docker installed locally","Local model downloaded and running","GPU recommended for reasonable inference speed (CPU inference is very slow)"],"input_types":["code prompts","file references","chat messages"],"output_types":["code suggestions","text responses","explanations"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-danielsanmedium-dscodegpt__cap_9","uri":"capability://tool.use.integration.credit.based.pricing.system.with.proprietary.model.access","name":"credit-based pricing system with proprietary model access","description":"Provides access to proprietary AI models (Claude Opus 4.6, GPT-5, Gemini 2.5 Pro) through a credit-based subscription system, where users purchase credits and consume them per API call. No API key required for credit-based access — users sign into CodeGPT account and credits are deducted per request. Pricing is transparent per-model, with different credit costs for different models.","intents":["I want to use Claude or GPT-4 without managing my own API keys","I need predictable, pay-as-you-go pricing for AI coding assistance","I want to try multiple models without committing to separate subscriptions"],"best_for":["individual developers wanting simple pricing","teams wanting centralized billing without managing multiple API keys","users wanting to avoid API key management overhead"],"limitations":["Vendor lock-in — credits only work with CodeGPT, cannot use own API keys for proprietary models","Pricing not transparent in documentation — credit costs per model not specified","No usage analytics or cost tracking — unclear how many credits are consumed per request","No bulk discounts or enterprise pricing mentioned — unclear if available","Credit expiration policy not documented — unclear if credits expire or roll over","No refund policy documented — unclear if unused credits are refundable"],"requires":["CodeGPT account (free signup)","Credit purchase (pricing not specified)","Internet connectivity to CodeGPT servers"],"input_types":["code prompts","file references","chat messages"],"output_types":["code suggestions","text responses","explanations"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":51,"verified":false,"data_access_risk":"high","permissions":["VS Code extension host (version unspecified in documentation)","API key for selected provider OR CodeGPT account with credits","Network connectivity to provider endpoints","VS Code with CodeGPT extension installed","Active AI provider connection (API key or credits)","Write permissions to project directory","VS Code with CodeGPT extension","API key for selected provider","Provider account with available quota/credits","Active AI provider connection"],"failure_modes":["No built-in model comparison or A/B testing — requires manual switching between providers","Provider API rate limits and quota management delegated to user — no unified rate limiting across providers","Latency varies significantly by provider; no automatic failover if primary provider is slow/unavailable","Credit system creates vendor lock-in for proprietary models (Claude Opus, GPT-5, Gemini 2.5) — cannot use own API keys for these","File inclusion is manual (#file-name syntax) — no automatic codebase indexing or semantic search for relevant context","Agent mode creates files directly without preview — Smart Diff shows changes but mechanism for user acceptance/rejection is undocumented","No multi-file transaction support — if generation spans multiple files, failures may leave partial state","Context window limits not specified — unclear how many files can be included before hitting model token limits","No built-in conflict detection — if file already exists, overwrite behavior is undocumented","API key management is user responsibility — no key rotation or expiration management","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.87,"quality":0.35,"ecosystem":0.35000000000000003,"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":"2026-05-24T12:16:34.118Z","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=codegpt-chat-ai-agents","compare_url":"https://unfragile.ai/compare?artifact=codegpt-chat-ai-agents"}},"signature":"XJ7mq/khCwAF1AS/LzyoeyTSfIEifxtJmNIICWmv3kIimDMtchEKo8ck0Z8UWLhriPwF1gEXyDFYmvtWPY54CA==","signedAt":"2026-06-21T14:20:58.622Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/codegpt-chat-ai-agents","artifact":"https://unfragile.ai/codegpt-chat-ai-agents","verify":"https://unfragile.ai/api/v1/verify?slug=codegpt-chat-ai-agents","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"}}