{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"awesome-github-models","slug":"github-models","name":"GitHub Models","type":"repo","url":"https://github.com/marketplace/models","page_url":"https://unfragile.ai/github-models","categories":["model-training"],"tags":[],"pricing":{"model":"open_source","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"awesome-github-models__cap_0","uri":"capability://search.retrieval.model.discovery.and.browsing.via.github.marketplace","name":"model discovery and browsing via github marketplace","description":"Provides a curated marketplace interface for discovering available AI models across multiple providers (OpenAI, Anthropic, Meta, Mistral, etc.) with filtering, search, and comparison capabilities. Users browse model cards containing specifications, pricing, capabilities, and usage examples without requiring direct API knowledge or account setup with individual providers.","intents":["Find the right AI model for my use case without evaluating each provider separately","Compare model capabilities, pricing, and performance characteristics side-by-side","Discover new or lesser-known models that fit my specific requirements","Access model documentation and examples before committing to integration"],"best_for":["Developers prototyping generative AI applications who need model selection guidance","Teams evaluating multiple model providers for cost and capability tradeoffs","Non-technical stakeholders researching AI capabilities for product decisions"],"limitations":["Limited to models available in GitHub Marketplace — does not include all open-source models or proprietary models outside partnerships","Model cards may not include real-time pricing updates or availability status","No built-in benchmarking or performance testing — comparisons rely on provider-supplied specifications"],"requires":["GitHub account (free tier sufficient)","Web browser with JavaScript enabled","No API keys required for browsing"],"input_types":["search queries","filter parameters (model type, provider, capability)"],"output_types":["model metadata (name, provider, pricing, capabilities)","model cards with documentation links","comparison matrices"],"categories":["search-retrieval","marketplace"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-github-models__cap_1","uri":"capability://tool.use.integration.provisioned.model.api.access.with.github.authentication","name":"provisioned model api access with github authentication","description":"Enables direct API access to marketplace models using GitHub credentials and authentication tokens, eliminating the need to manage separate API keys for each provider. Requests are routed through GitHub's infrastructure with unified rate limiting, billing, and access control tied to GitHub accounts or organizations.","intents":["Use AI models in my application without managing multiple API keys across providers","Leverage GitHub organization billing and access controls for model API usage","Integrate models into GitHub Actions workflows or Codespaces without credential management complexity","Scale model usage with unified rate limiting and quota management"],"best_for":["Teams already using GitHub for development who want unified credential management","Organizations wanting to centralize AI model spending and access controls","Developers building GitHub-native applications (Actions, Codespaces, Apps)"],"limitations":["Requires GitHub account and authentication — cannot use with service accounts or API-only integrations outside GitHub ecosystem","Rate limits and quotas are GitHub-managed, not provider-managed — may differ from direct provider APIs","Billing is aggregated through GitHub, which may not provide granular per-model cost tracking compared to direct provider dashboards","Limited to models available in GitHub Marketplace — cannot use this authentication method for models outside the marketplace"],"requires":["GitHub account (free or paid)","GitHub Personal Access Token (PAT) or GitHub App authentication","Network access to GitHub API endpoints","Optional: GitHub organization with appropriate permissions for team access"],"input_types":["GitHub authentication token","API request parameters (model ID, input text/images)"],"output_types":["API responses from underlying model providers","usage metrics and billing data"],"categories":["tool-use-integration","authentication"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-github-models__cap_2","uri":"capability://text.generation.language.interactive.model.experimentation.and.testing.in.browser","name":"interactive model experimentation and testing in browser","description":"Provides a web-based playground interface where developers can test models with sample inputs, adjust parameters (temperature, max tokens, system prompts), and view outputs in real-time without writing code. Supports multiple input modalities (text, images for vision models) and maintains conversation history for multi-turn interactions.","intents":["Test a model's behavior and output quality before integrating it into my application","Experiment with different prompts and parameters to optimize model performance","Evaluate how a model handles edge cases, adversarial inputs, or domain-specific queries","Share model behavior examples with team members or stakeholders without requiring code"],"best_for":["Product managers and non-technical stakeholders evaluating model capabilities","Developers doing rapid prompt engineering and parameter tuning","Teams documenting model behavior for internal knowledge sharing"],"limitations":["Limited to models available in the marketplace — cannot test custom fine-tuned models or local models","Playground sessions are ephemeral — no persistent storage of experiments or results across sessions","No built-in benchmarking or systematic evaluation tools — testing is manual and ad-hoc","Rate limiting applies to playground usage, which may restrict extensive testing of large models"],"requires":["GitHub account with marketplace access","Web browser with modern JavaScript support","API quota available for the selected model"],"input_types":["text prompts","images (for vision models)","parameter adjustments (temperature, top_p, max_tokens, system prompt)"],"output_types":["model-generated text or structured responses","token usage and latency metrics","conversation history"],"categories":["text-generation-language","experimentation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-github-models__cap_3","uri":"capability://code.generation.editing.code.generation.with.model.api.integration.examples","name":"code generation with model api integration examples","description":"Generates starter code snippets and integration examples for using marketplace models in applications, supporting multiple languages (Python, JavaScript, TypeScript, C#, Java) and frameworks. Examples include authentication setup, request formatting, error handling, and streaming responses, tailored to the selected model's API specification.","intents":["Get working code examples for integrating a model into my application quickly","Understand the correct API request format and authentication flow for a specific model","Copy-paste starter code that handles errors, retries, and streaming responses","See language-specific examples for my tech stack without searching documentation"],"best_for":["Developers integrating marketplace models into production applications","Teams onboarding new developers who need quick integration examples","Polyglot teams working across multiple programming languages"],"limitations":["Generated code examples are templates — require customization for production use (error handling, logging, monitoring)","Examples may not cover advanced use cases like batch processing, fine-tuning, or custom model deployment","Code generation is based on model specifications, not actual tested implementations — may contain outdated patterns if provider APIs change","Limited to languages and frameworks supported by the marketplace — no examples for niche or emerging frameworks"],"requires":["GitHub account with marketplace access","Development environment for the target language (Python 3.8+, Node.js 14+, etc.)","API credentials (GitHub token or provider API key) to run generated code"],"input_types":["selected model ID","target programming language","optional: framework or library preference"],"output_types":["code snippets in selected language","authentication setup instructions","error handling patterns","streaming response examples"],"categories":["code-generation-editing","integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-github-models__cap_4","uri":"capability://data.processing.analysis.model.usage.tracking.and.cost.estimation","name":"model usage tracking and cost estimation","description":"Tracks API calls and token usage for models accessed through the marketplace, providing real-time cost estimates based on provider pricing and actual consumption. Aggregates usage across models and time periods, with breakdowns by model, user, or organization for billing and optimization purposes.","intents":["Understand how much I'm spending on AI model APIs across my application","Identify which models or features are driving the highest costs","Estimate costs before deploying a feature that uses a model","Set up alerts or quotas to prevent unexpected spending"],"best_for":["Teams managing AI infrastructure costs and budgets","Organizations with multiple projects or teams using different models","Developers optimizing model selection based on cost-performance tradeoffs"],"limitations":["Cost estimates are based on published pricing — actual costs may vary due to volume discounts, regional pricing, or promotional rates","Usage tracking has latency — real-time data may be delayed by minutes to hours depending on provider billing systems","No built-in cost optimization recommendations — users must manually analyze usage patterns and make optimization decisions","Billing aggregation is GitHub-centric — does not integrate with external cost management tools (Kubecost, CloudHealth) without additional setup"],"requires":["GitHub account with billing access","Active usage of marketplace models","Optional: GitHub organization with cost tracking permissions"],"input_types":["API usage data (automatically collected)","model pricing specifications (from provider)"],"output_types":["usage reports (tokens, API calls, time period)","cost breakdowns (by model, user, organization)","cost estimates and projections","billing alerts and quota notifications"],"categories":["data-processing-analysis","billing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-github-models__cap_5","uri":"capability://automation.workflow.github.actions.integration.for.model.powered.automation","name":"github actions integration for model-powered automation","description":"Enables marketplace models to be invoked directly from GitHub Actions workflows using GitHub-authenticated API calls, allowing developers to automate tasks like code review, documentation generation, test case generation, and issue triage without managing external credentials. Actions can be triggered on events (push, pull request, issue creation) and results can be posted back to GitHub (comments, labels, status checks).","intents":["Automatically generate code reviews or suggestions on pull requests using an AI model","Generate documentation or test cases from code changes without manual effort","Triage and categorize issues using AI classification","Automate repetitive tasks in my CI/CD pipeline using AI models"],"best_for":["Teams using GitHub Actions for CI/CD who want to add AI capabilities","Open-source projects wanting to automate code review or documentation without external services","Organizations standardizing on GitHub for development and wanting unified AI tooling"],"limitations":["Limited to models available in GitHub Marketplace — cannot use custom models or models from external providers without additional integration","Workflow execution is subject to GitHub Actions rate limits and timeout constraints (6-hour max job duration)","Results are posted back to GitHub only — no native integration with external systems (Slack, Jira, email) without additional workflow steps","Debugging failed model calls requires examining GitHub Actions logs, which may not provide detailed error context from the model provider"],"requires":["GitHub repository with Actions enabled","GitHub Actions workflow file (.github/workflows/*.yml)","Marketplace model access through GitHub account","Optional: GitHub App or Personal Access Token for posting results back to GitHub"],"input_types":["GitHub event context (pull request diff, issue body, commit message)","workflow parameters (model ID, prompt, temperature)"],"output_types":["pull request comments or reviews","issue labels or assignments","commit status checks","workflow artifacts (generated code, documentation)"],"categories":["automation-workflow","integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-github-models__cap_6","uri":"capability://code.generation.editing.codespaces.integration.for.model.powered.development","name":"codespaces integration for model-powered development","description":"Enables marketplace models to be accessed and used directly within GitHub Codespaces development environments, allowing developers to use models for code completion, refactoring suggestions, documentation generation, and debugging without leaving their IDE. Models are accessed through GitHub authentication, and results can be inserted directly into the editor.","intents":["Get AI-powered code suggestions and completions while coding in Codespaces","Generate documentation or test cases for code I'm writing","Refactor or optimize code using an AI model without switching tools","Debug issues by asking an AI model to analyze error messages and suggest fixes"],"best_for":["Developers using GitHub Codespaces as their primary development environment","Teams wanting to standardize on GitHub for both development and AI tooling","Remote teams using cloud-based development environments"],"limitations":["Limited to models available in GitHub Marketplace — cannot use custom models or external provider models without additional setup","Codespaces environment must have sufficient compute resources to handle model API calls and latency","IDE integration is limited to Codespaces (VS Code in browser) — does not extend to local VS Code or other editors","Model responses are inserted into the editor as suggestions — no built-in version control or undo for AI-generated changes"],"requires":["GitHub Codespaces enabled on repository","GitHub account with Codespaces access","Marketplace model access","VS Code in browser (Codespaces default environment)"],"input_types":["code context (selected text, file content, cursor position)","natural language prompts or commands","error messages or debugging context"],"output_types":["code suggestions or completions","refactored code","generated documentation or tests","debugging suggestions"],"categories":["code-generation-editing","integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-github-models__cap_7","uri":"capability://data.processing.analysis.model.performance.benchmarking.and.comparison","name":"model performance benchmarking and comparison","description":"Provides standardized benchmarking tools and datasets for comparing model performance across dimensions like latency, accuracy, cost, and output quality. Allows developers to run models against common benchmarks (MMLU, HumanEval, etc.) and view comparative results across marketplace models, helping inform model selection decisions.","intents":["Compare model performance on standard benchmarks to choose the best model for my use case","Understand the latency and cost tradeoffs between different models","Verify that a model meets my performance requirements before integration","Track how model performance changes over time or across versions"],"best_for":["Teams evaluating multiple models for production use cases","Researchers comparing model capabilities across providers","Organizations with strict performance or cost requirements"],"limitations":["Benchmarks are standardized and may not reflect real-world performance on domain-specific tasks","Benchmark results are point-in-time snapshots — do not account for model updates or provider infrastructure changes","Running custom benchmarks requires uploading datasets, which may have privacy or compliance implications","Benchmark results are aggregated across all users — individual results may vary due to network conditions, load, or other factors"],"requires":["GitHub account with marketplace access","Optional: custom dataset for domain-specific benchmarking"],"input_types":["benchmark selection (MMLU, HumanEval, etc.)","optional: custom dataset (text, code, images)"],"output_types":["benchmark results (accuracy, latency, cost)","comparative rankings across models","performance trend data"],"categories":["data-processing-analysis","evaluation"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":24,"verified":false,"data_access_risk":"high","permissions":["GitHub account (free tier sufficient)","Web browser with JavaScript enabled","No API keys required for browsing","GitHub account (free or paid)","GitHub Personal Access Token (PAT) or GitHub App authentication","Network access to GitHub API endpoints","Optional: GitHub organization with appropriate permissions for team access","GitHub account with marketplace access","Web browser with modern JavaScript support","API quota available for the selected model"],"failure_modes":["Limited to models available in GitHub Marketplace — does not include all open-source models or proprietary models outside partnerships","Model cards may not include real-time pricing updates or availability status","No built-in benchmarking or performance testing — comparisons rely on provider-supplied specifications","Requires GitHub account and authentication — cannot use with service accounts or API-only integrations outside GitHub ecosystem","Rate limits and quotas are GitHub-managed, not provider-managed — may differ from direct provider APIs","Billing is aggregated through GitHub, which may not provide granular per-model cost tracking compared to direct provider dashboards","Limited to models available in GitHub Marketplace — cannot use this authentication method for models outside the marketplace","Limited to models available in the marketplace — cannot test custom fine-tuned models or local models","Playground sessions are ephemeral — no persistent storage of experiments or results across sessions","No built-in benchmarking or systematic evaluation tools — testing is manual and ad-hoc","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.26,"ecosystem":0.39999999999999997,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.3,"quality":0.2,"ecosystem":0.15,"match_graph":0.3,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-06-17T09:51:03.040Z","last_scraped_at":"2026-05-03T14:00:20.516Z","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=github-models","compare_url":"https://unfragile.ai/compare?artifact=github-models"}},"signature":"g114O6ywCng5uRdkLUdJZy+Ynr4UZTEF51Q9LLBtBtVMo+dc9vJagDsqojm2wTMfuPoyf/ij+t21ohOdCjwQAA==","signedAt":"2026-06-21T04:22:46.665Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/github-models","artifact":"https://unfragile.ai/github-models","verify":"https://unfragile.ai/api/v1/verify?slug=github-models","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"}}