{ "project": { "project_id": "fastapi/full-stack-fastapi-template", "repo": "fastapi/full-stack-fastapi-template", "name": "full-stack-fastapi-template", "github_url": "https://github.com/fastapi/full-stack-fastapi-template", "homepage_url": null, "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "backend", "chakra-ui", "docker", "fastapi", "frontend", "json", "json-schema", "jwt", "letsencrypt", "openapi", "postgresql", "python", "react", "sqlmodel", "swagger", "tanstack-query", "tanstack-router", "traefik", "typescript" ], "description": "Full stack, modern web application template. Using FastAPI, React, SQLModel, PostgreSQL, Docker, GitHub Actions, automatic HTTPS and more.", "overview": "Use fastapi/full-stack-fastapi-template when the user needs an ai app template project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "lobehub/lobehub", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "wasp-lang/open-saas", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "repo": "pcliangx/AppGenesisForge", "reason": "Similar ai app template with docker/local deployment overlap." } ], "related": [], "dependencies": [], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 44578, "recent_commits": 32, "contributors": 78, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 38, "agent_score": 80, "score": 82, "agent_score_breakdown": { "documentation": 90, "maintenance": 40, "deployment": 90, "popularity": 93, "community": 100 }, "git_top_score": 82, "git_top_score_breakdown": { "community": 100, "maintenance": 47, "documentation": 92, "stability": 70, "adoption": 100, "agent_readability": 90 }, "summary": { "tl_dr": "Use fastapi/full-stack-fastapi-template when the user needs an ai app template project with docker, library-only, local deployment options.", "purpose": "Use fastapi/full-stack-fastapi-template when the user needs an ai app template project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "lobehub/lobehub", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "wasp-lang/open-saas", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "repo": "pcliangx/AppGenesisForge", "reason": "Similar ai app template with docker/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-03T20:30:21.232Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-03T20:30:21.232Z" }, "related": [ { "project_id": "vstorm-co/full-stack-ai-agent-template", "repo": "vstorm-co/full-stack-ai-agent-template", "name": "full-stack-ai-agent-template", "github_url": "https://github.com/vstorm-co/full-stack-ai-agent-template", "homepage_url": "https://vstorm-co.github.io/full-stack-ai-agent-template/", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "agent-framework", "ai-agent-template", "ai-agents", "crewai", "docker", "fastapi", "full-stack", "langchain", "langgraph", "llm", "nextjs", "postgresql", "pydantic-ai", "pydantic-deep", "python", "rag", "react", "typescript", "vstorm", "websocket" ], "description": "Full-stack AI app generator — FastAPI + Next.js with AI Agents, RAG, streaming, auth, and 20+ integrations out of the box.", "overview": "Use vstorm-co/full-stack-ai-agent-template when the user needs an ai app template project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with rag overlap." }, { "repo": "MervinPraison/PraisonAI", "reason": "Same ai app template intent with rag overlap." }, { "repo": "pcliangx/AppGenesisForge", "reason": "Similar ai app template with docker/library_only deployment overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1682, "recent_commits": 20, "contributors": 7, "issue_response_time_hours": null, "release_frequency_180d": 20 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 28, "agent_score": 71, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 45, "deployment": 100, "popularity": 65, "community": 52 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 95, "maintenance": 59, "documentation": 92, "stability": 100, "adoption": 96, "agent_readability": 100 }, "summary": { "tl_dr": "Use vstorm-co/full-stack-ai-agent-template when the user needs an ai app template project with docker, vercel, serverless deployment options.", "purpose": "Use vstorm-co/full-stack-ai-agent-template when the user needs an ai app template project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with rag overlap." }, { "repo": "MervinPraison/PraisonAI", "reason": "Same ai app template intent with rag overlap." }, { "repo": "pcliangx/AppGenesisForge", "reason": "Similar ai app template with docker/library_only deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-04T01:00:23.490Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-04T01:00:23.490Z" }, { "project_id": "open-webui/open-webui", "repo": "open-webui/open-webui", "name": "open-webui", "github_url": "https://github.com/open-webui/open-webui", "homepage_url": "https://openwebui.com", "language": "Python", "license": "NOASSERTION", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "ai", "llm", "llm-ui", "llm-webui", "llms", "mcp", "ollama", "ollama-webui", "open-webui", "openai", "openapi", "rag", "self-hosted", "ui", "webui" ], "description": "User-friendly AI Interface (Supports Ollama, OpenAI API, ...)", "overview": "Use open-webui/open-webui when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "alternatives": [ { "repo": "lobehub/lobehub", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "CopilotKit/aimock", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Same ai app template intent with rag overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: Open WebUI is a user-facing AI interface/application platform, not an MCP server." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 147884, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 24 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 92, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 100, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use open-webui/open-webui when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "purpose": "Use open-webui/open-webui when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "lobehub/lobehub", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "CopilotKit/aimock", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Same ai app template intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: Open WebUI is a user-facing AI interface/application platform, not an MCP server." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-05T06:00:17.491Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-05T06:00:17.491Z" }, { "project_id": "microsoft/genaiops-promptflow-template", "repo": "microsoft/genaiops-promptflow-template", "name": "genaiops-promptflow-template", "github_url": "https://github.com/microsoft/genaiops-promptflow-template", "homepage_url": null, "language": "Python", "license": "NOASSERTION", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "aistudio", "azure", "azuremachinelearning", "cloud", "docker", "evaluation", "experimentation", "genai", "genaiops", "largelanguagemodels", "llm", "llmops", "machine-learning", "mlops", "mlops-template", "orchestration", "prompt", "promptengineering", "promptflow", "python" ], "description": "GenAIOps with Prompt Flow is a \"GenAIOps template and guidance\" to help you build LLM-infused apps using Prompt Flow. It offers a range of features including Centralized Code Hosting, Lifecycle Management, Variant and Hyperparameter Experimentation, A/B Deployment, reporting for all runs and experiments and so on.", "overview": "Use microsoft/genaiops-promptflow-template when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "alternatives": [ { "repo": "mozilla-ai/otari", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "bentoml/OpenLLM", "reason": "Similar ai app template with docker/kubernetes deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 363, "recent_commits": 0, "contributors": 18, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 7, "agent_score": 62, "score": 70, "agent_score_breakdown": { "documentation": 90, "maintenance": 11, "deployment": 100, "popularity": 51, "community": 63 }, "git_top_score": 70, "git_top_score_breakdown": { "community": 100, "maintenance": 7, "documentation": 92, "stability": 55, "adoption": 81, "agent_readability": 100 }, "summary": { "tl_dr": "Use microsoft/genaiops-promptflow-template when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "purpose": "Use microsoft/genaiops-promptflow-template when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "mozilla-ai/otari", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "bentoml/OpenLLM", "reason": "Similar ai app template with docker/kubernetes deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-02T20:30:17.998Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-02T20:30:17.998Z" }, { "project_id": "mozilla-ai/otari", "repo": "mozilla-ai/otari", "name": "otari", "github_url": "https://github.com/mozilla-ai/otari", "homepage_url": "https://otari.ai/docs/gateway", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "ai", "ai-gateway", "anthropic", "api-key-management", "budgets", "cost-tracking", "gateway", "litellm-alternative", "llm", "llm-gateway", "llm-proxy", "llm-routing", "llmops", "multi-provider", "open-source", "openai", "openai-compatible", "python", "self-hosted" ], "description": "Open-source, OpenAI-compatible LLM gateway you run yourself. One endpoint for 40+ providers, with virtual keys, budgets, and usage tracking.", "overview": "Use mozilla-ai/otari when the user needs an ai app template project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 361, "recent_commits": 100, "contributors": 16, "issue_response_time_hours": null, "release_frequency_180d": 4 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 30, "agent_score": 67, "score": 84, "agent_score_breakdown": { "documentation": 90, "maintenance": 43, "deployment": 90, "popularity": 51, "community": 61 }, "git_top_score": 84, "git_top_score_breakdown": { "community": 100, "maintenance": 57, "documentation": 84, "stability": 100, "adoption": 70, "agent_readability": 100 }, "summary": { "tl_dr": "Use mozilla-ai/otari when the user needs an ai app template project with docker, library-only, local deployment options.", "purpose": "Use mozilla-ai/otari when the user needs an ai app template project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-03T05:30:21.789Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-03T05:30:21.789Z" }, { "project_id": "apache/answer", "repo": "apache/answer", "name": "answer", "github_url": "https://github.com/apache/answer", "homepage_url": "https://answer.apache.org", "language": "Go", "license": "Apache-2.0", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "community", "forum", "go", "golang", "hacktoberfest", "q-and-a", "question", "react", "typescript" ], "description": "A Q&A platform software for teams at any scales. Whether it's a community forum, help center, or knowledge management platform, you can always count on Apache Answer.", "overview": "Use apache/answer when the user needs an ai app template project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "wasp-lang/open-saas", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "repo": "open-webui/open-webui", "reason": "Similar ai app template with docker/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with docker/local deployment overlap." } ], "related": [], "dependencies": [], "deployments": [ "docker", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Manual quality burn-down override for apache/answer." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 15633, "recent_commits": 27, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 7 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 32, "agent_score": 80, "score": 88, "agent_score_breakdown": { "documentation": 90, "maintenance": 53, "deployment": 80, "popularity": 84, "community": 100 }, "git_top_score": 88, "git_top_score_breakdown": { "community": 100, "maintenance": 68, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 90 }, "summary": { "tl_dr": "Use apache/answer when the user needs an ai app template project with docker, local, cloud deployment options.", "purpose": "Use apache/answer when the user needs an ai app template project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "wasp-lang/open-saas", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "repo": "open-webui/open-webui", "reason": "Similar ai app template with docker/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with docker/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Manual quality burn-down override for apache/answer." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: contributors90d." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-03T20:30:19.445Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: contributors90d." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-03T20:30:19.445Z" }, { "project_id": "e2b-dev/code-interpreter", "repo": "e2b-dev/code-interpreter", "name": "code-interpreter", "github_url": "https://github.com/e2b-dev/code-interpreter", "homepage_url": "https://e2b.dev", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "ai", "ai-data-analysis", "anthropic", "code-interpreter", "cohere", "gpt", "javascript", "jupyter", "jupyter-notebook", "llm", "openai", "python", "typescript" ], "description": "Python & JS/TS SDK for running AI-generated code/code interpreting in your AI app ", "overview": "Use e2b-dev/code-interpreter when the user needs an ai app template project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "microsoft/semantic-kernel", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 2371, "recent_commits": 14, "contributors": 19, "issue_response_time_hours": null, "release_frequency_180d": 28 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 44, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 25, "agent_score": 69, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 46, "deployment": 80, "popularity": 67, "community": 64 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 100, "maintenance": 54, "documentation": 92, "stability": 100, "adoption": 98, "agent_readability": 100 }, "summary": { "tl_dr": "Use e2b-dev/code-interpreter when the user needs an ai app template project with library-only, local, cloud deployment options.", "purpose": "Use e2b-dev/code-interpreter when the user needs an ai app template project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "microsoft/semantic-kernel", "reason": "Similar ai app template with library_only/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 44, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-04T06:30:16.384Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-04T06:30:16.384Z" }, { "project_id": "MervinPraison/PraisonAI", "repo": "MervinPraison/PraisonAI", "name": "PraisonAI", "github_url": "https://github.com/MervinPraison/PraisonAI", "homepage_url": "https://praison.ai/docs", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "agents", "ai", "ai-agent-framework", "ai-agent-sdk", "ai-agents", "ai-agents-framework", "ai-agents-sdk", "ai-framwork", "aiagent", "aiagentframework", "aiagents", "aiagentsframework", "framework", "hermes", "hermes-agent", "multi-agent", "multi-agent-system", "multi-agents", "multi-ai-agents", "openclaw" ], "description": "PraisonAI 🦞 — Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous self-improving agents that research, plan, code, and execute tasks. Deployed in 5 lines of code with built-in memory, RAG, and support for 100+ LLMs.", "overview": "Use MervinPraison/PraisonAI when the user needs an ai app template project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with rag overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Same ai app template intent with rag overlap." }, { "repo": "e2b-dev/fragments", "reason": "Same ai app template intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"boilerplate\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 8543, "recent_commits": 100, "contributors": 57, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 45, "agent_score": 85, "score": 95, "agent_score_breakdown": { "documentation": 90, "maintenance": 70, "deployment": 90, "popularity": 79, "community": 100 }, "git_top_score": 95, "git_top_score_breakdown": { "community": 100, "maintenance": 80, "documentation": 92, "stability": 100, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use MervinPraison/PraisonAI when the user needs an ai app template project with docker, library-only, local deployment options.", "purpose": "Use MervinPraison/PraisonAI when the user needs an ai app template project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with rag overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Same ai app template intent with rag overlap." }, { "repo": "e2b-dev/fragments", "reason": "Same ai app template intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"boilerplate\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-03T00:00:19.147Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-03T00:00:19.147Z" }, { "project_id": "ojasskapre/nextjs-starter-template", "repo": "ojasskapre/nextjs-starter-template", "name": "nextjs-starter-template", "github_url": "https://github.com/ojasskapre/nextjs-starter-template", "homepage_url": null, "language": "TypeScript", "license": null, "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "langchain", "langchain-js", "nextjs", "stripe", "supabase", "tailwindcss", "typescript" ], "description": "A starter template for building Next.js applications with Supabase for authentication, TypeScript, and Tailwind CSS. Includes branches for creating Langchain and LLM chat interfaces and integrating Stripe subscription payments, making it ideal for setting up modern, scalable web apps with robust auth, AI-driven features, and payment processing.", "overview": "Use ojasskapre/nextjs-starter-template when the user needs an ai app template project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "e2b-dev/fragments", "reason": "Similar ai app template with docker/local deployment overlap." }, { "repo": "wasp-lang/open-saas", "reason": "Similar ai app template with local/cloud deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"template\" in metadata.", "Matched \"starter\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 59, "recent_commits": 0, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 4, "agent_score": 53, "score": 59, "agent_score_breakdown": { "documentation": 90, "maintenance": 6, "deployment": 90, "popularity": 35, "community": 46 }, "git_top_score": 59, "git_top_score_breakdown": { "community": 63, "maintenance": 4, "documentation": 92, "stability": 55, "adoption": 51, "agent_readability": 100 }, "summary": { "tl_dr": "Use ojasskapre/nextjs-starter-template when the user needs an ai app template project with docker, library-only, local deployment options.", "purpose": "Use ojasskapre/nextjs-starter-template when the user needs an ai app template project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "e2b-dev/fragments", "reason": "Similar ai app template with docker/local deployment overlap." }, { "repo": "wasp-lang/open-saas", "reason": "Similar ai app template with local/cloud deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"template\" in metadata.", "Matched \"starter\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-02T21:30:20.678Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-02T21:30:20.678Z" } ], "resolved_from": { "requested_id": "fastapi/full-stack-fastapi-template", "resolved_id": "fastapi/full-stack-fastapi-template", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1047, "generated_at": "2026-08-06T02:51:36.803Z", "snapshot_id": "d1:1047:2026-08-06T01:31:06.473Z", "latest_synced_at": "2026-08-06T01:31:06.473Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }