{ "profile": "full", "query": { "category": "ai_app_template", "ranking": "browse" }, "projects": [ { "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": "Svelte", "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.", "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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 158261, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 19 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "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 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T07:00:20.428Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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.", "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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T07:00:20.428Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T07:00:20.428Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "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", "verification.signals" ], "last_verified_at": "2026-11-10T07:00:20.428Z" }, { "project_id": "lobehub/lobehub", "repo": "lobehub/lobehub", "name": "lobehub", "github_url": "https://github.com/lobehub/lobehub", "homepage_url": "https://lobehub.com", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "agent", "agent-collaboration", "agent-harness", "loop-engineering", "mcp", "personal-assistant", "proactive-agent", "skills", "super-agent", "task-management" ], "description": "🤯 LobeHub - Super-Agents on Your Team. Add super-agents to the chats your team already uses.They take on work by themselves and get better every week.", "overview": "Use lobehub/lobehub 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 mcp overlap." }, { "repo": "CopilotKit/aimock", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "songquanpeng/one-api", "reason": "Similar ai app template with docker/serverless deployment overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "library_only", "local" ], "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: LobeHub is an AI agent application/interface platform, not an MCP server." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 84762, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 92, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 99, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T13:00:18.731Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.", "purpose": "Use lobehub/lobehub 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 mcp overlap." }, { "repo": "CopilotKit/aimock", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "songquanpeng/one-api", "reason": "Similar ai app template with docker/serverless deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: LobeHub is an AI agent application/interface platform, not an MCP server." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T13:00:18.731Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T13:00:18.731Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "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", "verification.signals" ], "last_verified_at": "2026-11-10T13:00:18.731Z" }, { "project_id": "streamlit/streamlit", "repo": "streamlit/streamlit", "name": "streamlit", "github_url": "https://github.com/streamlit/streamlit", "homepage_url": "https://streamlit.io", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "data-analysis", "data-science", "data-visualization", "deep-learning", "developer-tools", "machine-learning", "python", "streamlit" ], "description": "Streamlit — A faster way to build and share data apps.", "overview": "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "microsoft/genaiops-promptflow-template", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "related": [], "dependencies": [], "deployments": [ "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 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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 46287, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 14 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 54, "agent_score": 87, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 93, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T03:00:33.144Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options.", "purpose": "Use streamlit/streamlit 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": "microsoft/genaiops-promptflow-template", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "open-webui/open-webui", "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "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": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T03:00:33.144Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T03:00:33.144Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "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", "verification.signals" ], "last_verified_at": "2026-11-10T03:00:33.144Z" }, { "project_id": "microsoft/semantic-kernel", "repo": "microsoft/semantic-kernel", "name": "semantic-kernel", "github_url": "https://github.com/microsoft/semantic-kernel", "homepage_url": "https://aka.ms/semantic-kernel", "language": "C#", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "ai", "artificial-intelligence", "llm", "openai", "sdk" ], "description": "Integrate cutting-edge LLM technology quickly and easily into your apps", "overview": "Use microsoft/semantic-kernel 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": "e2b-dev/code-interpreter", "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." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "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 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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 28749, "recent_commits": 92, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 15 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 46, "agent_score": 86, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 75, "deployment": 80, "popularity": 89, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 83, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T00:30:28.799Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use microsoft/semantic-kernel when the user needs an ai app template project with library-only, local, cloud deployment options.", "purpose": "Use microsoft/semantic-kernel 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": "e2b-dev/code-interpreter", "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." } ] }, "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "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": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T00:30:28.799Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T00:30:28.799Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "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", "verification.signals" ], "last_verified_at": "2026-11-10T00:30:28.799Z" }, { "project_id": "microsoft/onnxruntime-genai", "repo": "microsoft/onnxruntime-genai", "name": "onnxruntime-genai", "github_url": "https://github.com/microsoft/onnxruntime-genai", "homepage_url": null, "language": "C++", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [], "description": "Generative AI with ONNX Runtime", "overview": "Use microsoft/onnxruntime-genai 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": "streamlit/streamlit", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "related": [], "dependencies": [], "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.", "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, cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1154, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 10 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 42, "agent_score": 80, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 72, "deployment": 80, "popularity": 61, "community": 100 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 81, "documentation": 92, "stability": 90, "adoption": 93, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T06:00:22.991Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use microsoft/onnxruntime-genai when the user needs an ai app template project with library-only, local, cloud deployment options.", "purpose": "Use microsoft/onnxruntime-genai 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": "streamlit/streamlit", "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.", "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, cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T06:00:22.991Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T06:00:22.991Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "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", "verification.signals" ], "last_verified_at": "2026-11-10T06:00:22.991Z" }, { "project_id": "CopilotKit/aimock", "repo": "CopilotKit/aimock", "name": "aimock", "github_url": "https://github.com/CopilotKit/aimock", "homepage_url": "http://aimock.copilotkit.dev/", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "ai-testing", "aimock", "llm", "mcp", "mock-server", "openai" ], "description": "Mock everything your AI app talks to — LLM APIs, MCP, A2A, AG-UI, vector DBs, search. One package, one port, zero dependencies.", "overview": "Use CopilotKit/aimock when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "lobehub/lobehub", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "microsoft/semantic-kernel", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "related": [], "dependencies": [ "MCP", "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": "high", "evidence": [ "Manual product trust override for CopilotKit/aimock." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"helm chart\" 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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1009, "recent_commits": 100, "contributors": 29, "issue_response_time_hours": null, "release_frequency_180d": 35 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 36, "agent_score": 78, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 63, "deployment": 100, "popularity": 60, "community": 74 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 75, "documentation": 92, "stability": 100, "adoption": 85, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T21:30:29.828Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use CopilotKit/aimock when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "purpose": "Use CopilotKit/aimock 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": "open-webui/open-webui", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "lobehub/lobehub", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "microsoft/semantic-kernel", "reason": "Similar ai app template with library_only/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override for CopilotKit/aimock." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"helm chart\" 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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T21:30:29.828Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-11-10T21:30:29.828Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "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", "verification.signals" ], "last_verified_at": "2026-11-10T21:30:29.828Z" }, { "project_id": "abetlen/llama-cpp-python", "repo": "abetlen/llama-cpp-python", "name": "llama-cpp-python", "github_url": "https://github.com/abetlen/llama-cpp-python", "homepage_url": "https://llama-cpp-python.readthedocs.io", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [], "description": "Python bindings for llama.cpp", "overview": "Use abetlen/llama-cpp-python when the user needs an ai app template project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "streamlit/streamlit", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "open-webui/open-webui", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with docker/library_only 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 repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 10673, "recent_commits": 2, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 35, "agent_score": 83, "score": 87, "agent_score_breakdown": { "documentation": 90, "maintenance": 61, "deployment": 90, "popularity": 81, "community": 100 }, "git_top_score": 87, "git_top_score_breakdown": { "community": 100, "maintenance": 55, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T06:00:19.083Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use abetlen/llama-cpp-python when the user needs an ai app template project with docker, library-only, local deployment options.", "purpose": "Use abetlen/llama-cpp-python 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": "streamlit/streamlit", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "open-webui/open-webui", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with docker/library_only deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T06:00:19.083Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T06:00:19.083Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "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", "verification.signals" ], "last_verified_at": "2026-11-10T06:00:19.083Z" }, { "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": [ "docker", "docker-compose", "fastapi", "fastapi-cloud", "full-stack", "github-actions", "jwt", "openapi", "playwright", "postgresql", "pytest", "python", "react", "shadcn-ui", "sqlmodel", "tailwindcss", "tanstack-query", "tanstack-router", "typescript", "vite" ], "description": "Full-stack web application template with FastAPI, React, SQLModel, PostgreSQL, Vite, Tailwind CSS, shadcn/ui, FastAPI Cloud, and Docker Compose.", "overview": "Use fastapi/full-stack-fastapi-template when the user needs an ai app template project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "lobehub/lobehub", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "open-webui/open-webui", "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": [], "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": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "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": 46216, "recent_commits": 14, "contributors": 82, "issue_response_time_hours": null, "release_frequency_180d": 3 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 32, "agent_score": 79, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 42, "deployment": 80, "popularity": 93, "community": 100 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 100, "maintenance": 46, "documentation": 92, "stability": 94, "adoption": 100, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T14:00:20.161Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use fastapi/full-stack-fastapi-template when the user needs an ai app template project with docker, local, cloud deployment options.", "purpose": "Use fastapi/full-stack-fastapi-template 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": "lobehub/lobehub", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "open-webui/open-webui", "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": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "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": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T14:00:20.161Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-11-10T14:00:20.161Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "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", "verification.signals" ], "last_verified_at": "2026-11-10T14:00:20.161Z" }, { "project_id": "ai-driven-dev/framework", "repo": "ai-driven-dev/framework", "name": "framework", "github_url": "https://github.com/ai-driven-dev/framework", "homepage_url": "https://www.ai-driven-dev.fr/", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "agent", "agentic", "ai", "ai-driven-dev", "ai-driven-development", "commands", "context-engineering", "harness-engineering", "hooks", "marketplace", "plugins", "rules", "sdlc", "skills" ], "description": "Marketplace Framework AI-Driven Dev : Context Engineering, Plugins, Agents, Skills, Hooks, Templates, SDLC", "overview": "Use ai-driven-dev/framework when the user needs an ai app template project with local, cloud deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with local deployment overlap." }, { "repo": "microsoft/semantic-kernel", "reason": "Similar ai app template with local/cloud deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "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" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 551, "recent_commits": 96, "contributors": 13, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 32, "agent_score": 67, "score": 88, "agent_score_breakdown": { "documentation": 90, "maintenance": 59, "deployment": 70, "popularity": 55, "community": 58 }, "git_top_score": 88, "git_top_score_breakdown": { "community": 100, "maintenance": 72, "documentation": 84, "stability": 100, "adoption": 78, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-06T22:30:28.321Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use ai-driven-dev/framework when the user needs an ai app template project with local, cloud deployment options.", "purpose": "Use ai-driven-dev/framework when the user needs an ai app template project with local, cloud deployment options.", "install": "Use the template bootstrap instructions from the repository.", "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": [ "local", "cloud" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with local deployment overlap." }, { "repo": "microsoft/semantic-kernel", "reason": "Similar ai app template with local/cloud deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "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": [ "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": "partial", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-06T22:30:28.321Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: releases180d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-11-06T22:30:28.321Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: releases180d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "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", "verification.signals" ], "last_verified_at": "2026-11-06T22:30:28.321Z" }, { "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": 15712, "recent_commits": 0, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 9 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 31, "agent_score": 80, "score": 84, "agent_score_breakdown": { "documentation": 90, "maintenance": 55, "deployment": 80, "popularity": 84, "community": 100 }, "git_top_score": 84, "git_top_score_breakdown": { "community": 100, "maintenance": 49, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T14:00:19.205Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T14:00:19.205Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-11-10T14:00:19.205Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "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", "verification.signals" ], "last_verified_at": "2026-11-10T14:00:19.205Z" }, { "project_id": "Azure-Samples/azure-search-openai-demo", "repo": "Azure-Samples/azure-search-openai-demo", "name": "azure-search-openai-demo", "github_url": "https://github.com/Azure-Samples/azure-search-openai-demo", "homepage_url": "https://azure.microsoft.com/products/search", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "ai-azd-templates", "azd-templates", "azure", "azure-ai-search", "azurecognitivesearch", "azureopenai", "chatgpt", "openai" ], "description": "A sample app for the Retrieval-Augmented Generation pattern running in Azure, using Azure AI Search for retrieval and Azure OpenAI large language models to power ChatGPT-style and Q&A experiences.", "overview": "Use Azure-Samples/azure-search-openai-demo when the user needs an ai app template project with docker, serverless, 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": "streamlit/streamlit", "reason": "Similar ai app template with local/cloud deployment overlap." } ], "related": [], "dependencies": [ "Vector database" ], "deployments": [ "docker", "serverless", "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" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" 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": 7805, "recent_commits": 1, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 7 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 29, "agent_score": 80, "score": 87, "agent_score_breakdown": { "documentation": 90, "maintenance": 51, "deployment": 90, "popularity": 78, "community": 100 }, "git_top_score": 87, "git_top_score_breakdown": { "community": 100, "maintenance": 47, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T13:00:27.977Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use Azure-Samples/azure-search-openai-demo when the user needs an ai app template project with docker, serverless, local deployment options.", "purpose": "Use Azure-Samples/azure-search-openai-demo when the user needs an ai app template project with docker, serverless, 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", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "serverless", "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": "streamlit/streamlit", "reason": "Similar ai app template with local/cloud deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" 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": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T13:00:27.977Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T13:00:27.977Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "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", "verification.signals" ], "last_verified_at": "2026-11-10T13:00:27.977Z" }, { "project_id": "enescingoz/awesome-n8n-templates", "repo": "enescingoz/awesome-n8n-templates", "name": "awesome-n8n-templates", "github_url": "https://github.com/enescingoz/awesome-n8n-templates", "homepage_url": "https://n8n.partnerlinks.io/h1pwwf5m4toe", "language": null, "license": "NOASSERTION", "project_kind": "collection", "collection_metadata": { "scope": "awesome_list", "curated": true, "estimated_items": 100, "freshness": "active" }, "category": [ "ai_app_template" ], "tags": [ "ai-agents", "ai-automation", "automation", "automation-templates", "awesome", "awesome-list", "integration", "low-code", "n8n", "n8n-automation", "n8n-template", "no-code-ai", "no-code-automation", "self-hosted", "telegram-bot", "workflow-automation" ], "description": "280+ free n8n automation templates — ready-to-use workflows for Gmail, Telegram, Slack, Discord, WhatsApp, Google Drive, Notion, OpenAI, and more. AI agents, RAG chatbots, email automation, social media, DevOps, and document processing. The largest open-source n8n template collection.", "overview": "Use enescingoz/awesome-n8n-templates when the user needs a curated ai app template resource collection with local, cloud usage paths.", "alternatives": [ { "repo": "n8n-io/self-hosted-ai-starter-kit", "reason": "Same ai app template intent with workflow overlap." }, { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with rag overlap." }, { "repo": "vonzosten/awesome-LangGraph", "reason": "Similar ai app template with local/cloud deployment overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "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: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 26297, "recent_commits": 0, "contributors": 45, "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": 28, "agent_score": 68, "score": 74, "agent_score_breakdown": { "documentation": 90, "maintenance": 17, "deployment": 70, "popularity": 88, "community": 90 }, "git_top_score": 74, "git_top_score_breakdown": { "community": 100, "maintenance": 12, "documentation": 92, "stability": 55, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-07T00:00:20.689Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "collection/resource hub has no single install target" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 1, "unknown": 0 }, "next_steps": [ "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use enescingoz/awesome-n8n-templates when the user needs a curated ai app template resource collection with local, cloud usage paths.", "purpose": "Use enescingoz/awesome-n8n-templates when the user needs a curated ai app template resource collection with local, cloud usage paths.", "install": "Reference collection; there is no direct install step.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "n8n-io/self-hosted-ai-starter-kit", "reason": "Same ai app template intent with workflow overlap." }, { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with rag overlap." }, { "repo": "vonzosten/awesome-LangGraph", "reason": "Similar ai app template with local/cloud deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "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: 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" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-07T00:00:20.689Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "collection/resource hub has no single install target" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 1, "unknown": 0 }, "next_steps": [ "Run a dependency and security scan before treating the score as a trust claim." ] }, "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", "verification.signals" ], "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Collection/resource hub; not a single installable runtime.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-11-07T00:00:20.689Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Collection/resource hub; not a single installable runtime.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "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", "verification.signals" ], "last_verified_at": "2026-11-07T00:00:20.689Z" }, { "project_id": "n8n-io/n8n-hosting", "repo": "n8n-io/n8n-hosting", "name": "n8n-hosting", "github_url": "https://github.com/n8n-io/n8n-hosting", "homepage_url": null, "language": "Go Template", "license": "MIT", "project_kind": "collection", "collection_metadata": { "scope": "starter_collection", "curated": true, "estimated_items": 10, "freshness": "active" }, "category": [ "ai_app_template" ], "tags": [], "description": "Example of self-hosting n8n in various environments like docker, kubernetes, etc.", "overview": "Use n8n-io/n8n-hosting when the user needs a curated ai app template resource collection with docker, kubernetes, local usage paths.", "alternatives": [ { "repo": "enescingoz/awesome-n8n-templates", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "repo": "vonzosten/awesome-LangGraph", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "repo": "SigNoz/dashboards", "reason": "Similar ai app template with local/cloud deployment overlap." } ], "related": [], "dependencies": [], "deployments": [ "docker", "kubernetes", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" 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: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1766, "recent_commits": 37, "contributors": 25, "issue_response_time_hours": null, "release_frequency_180d": 18 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 28, "agent_score": 73, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 53, "deployment": 90, "popularity": 65, "community": 70 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 68, "documentation": 92, "stability": 100, "adoption": 100, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T23:30:24.196Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "collection/resource hub has no single install target" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 1, "unknown": 0 }, "next_steps": [ "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use n8n-io/n8n-hosting when the user needs a curated ai app template resource collection with docker, kubernetes, local usage paths.", "purpose": "Use n8n-io/n8n-hosting when the user needs a curated ai app template resource collection with docker, kubernetes, local usage paths.", "install": "Reference collection; there is no direct install step.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "kubernetes", "local", "cloud" ], "alternatives": [ { "repo": "enescingoz/awesome-n8n-templates", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "repo": "vonzosten/awesome-LangGraph", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "repo": "SigNoz/dashboards", "reason": "Similar ai app template with local/cloud deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" 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: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T23:30:24.196Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "collection/resource hub has no single install target" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 1, "unknown": 0 }, "next_steps": [ "Run a dependency and security scan before treating the score as a trust claim." ] }, "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", "verification.signals" ], "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Collection/resource hub; not a single installable runtime.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T23:30:24.196Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Collection/resource hub; not a single installable runtime.", "Independent installation, security, or runtime probes have not been run for this project." ], "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", "verification.signals" ], "last_verified_at": "2026-11-10T23:30:24.196Z" }, { "project_id": "wasp-lang/open-saas", "repo": "wasp-lang/open-saas", "name": "open-saas", "github_url": "https://github.com/wasp-lang/open-saas", "homepage_url": "https://opensaas.sh", "language": "MDX", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "ai", "authentication", "aws-s3", "boilerplate", "chatgpt", "full-stack", "google-auth", "hacktoberfest", "nodejs", "open-source", "openai-api", "postgresql", "prisma", "react", "saas", "saas-boilerplate", "saas-starter", "saas-template", "typesafe", "typescript" ], "description": "A 100% free modern JS SaaS boilerplate (React, NodeJS, Prisma). Full-featured: Auth (email, google, github, slack, MS), Email sending, Background jobs, Landing page, Payments (Stripe, Polar.sh), Shadcn UI, S3 file upload. AI-ready with tailored AGENTS.md, skills, and Claude Code plugin. One cmd deploy. Powered by Wasp full-stack framework.", "overview": "Use wasp-lang/open-saas when the user needs an ai app template project with local, cloud deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "repo": "fastapi/full-stack-fastapi-template", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with local deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "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": [ "Matched \"template\" in metadata.", "Matched \"starter\" in metadata.", "Matched \"boilerplate\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "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: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 16290, "recent_commits": 20, "contributors": 54, "issue_response_time_hours": null, "release_frequency_180d": 4 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 27, "agent_score": 74, "score": 86, "agent_score_breakdown": { "documentation": 90, "maintenance": 40, "deployment": 70, "popularity": 84, "community": 99 }, "git_top_score": 86, "git_top_score_breakdown": { "community": 100, "maintenance": 51, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T14:30:33.590Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use wasp-lang/open-saas when the user needs an ai app template project with local, cloud deployment options.", "purpose": "Use wasp-lang/open-saas when the user needs an ai app template project with local, cloud deployment options.", "install": "Use the template bootstrap instructions from the repository.", "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": [ "local", "cloud" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "repo": "fastapi/full-stack-fastapi-template", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"template\" in metadata.", "Matched \"starter\" in metadata.", "Matched \"boilerplate\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "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: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T14:30:33.590Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T14:30:33.590Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "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", "verification.signals" ], "last_verified_at": "2026-11-10T14:30:33.590Z" }, { "project_id": "cloudflare/templates", "repo": "cloudflare/templates", "name": "templates", "github_url": "https://github.com/cloudflare/templates", "homepage_url": "https://workers.cloudflare.com", "language": "TypeScript", "license": "MIT", "project_kind": "collection", "collection_metadata": { "scope": "starter_collection", "curated": true, "estimated_items": 10, "freshness": "active" }, "category": [ "ai_app_template" ], "tags": [], "description": "Templates for Cloudflare Workers", "overview": "Use cloudflare/templates when the user needs a curated ai app template resource collection with cloudflare, serverless, local usage paths. It is marked Cloudflare-ready.", "alternatives": [ { "repo": "cloudflare/vibesdk-templates", "reason": "Similar ai app template with cloudflare/serverless deployment overlap." }, { "repo": "lobehub/lobe-chat-plugins", "reason": "Similar ai app template with serverless/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with serverless/local deployment overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers" ], "deployments": [ "cloudflare", "serverless", "local" ], "difficulty": "beginner", "cloudflare_ready": true, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: none detected." ] } }, "quality_signals": { "stars": 2170, "recent_commits": 7, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 5 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 27, "agent_score": 79, "score": 86, "agent_score_breakdown": { "documentation": 90, "maintenance": 46, "deployment": 100, "popularity": 67, "community": 100 }, "git_top_score": 86, "git_top_score_breakdown": { "community": 100, "maintenance": 46, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T19:30:22.862Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "collection/resource hub has no single install target" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 1, "unknown": 0 }, "next_steps": [ "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use cloudflare/templates when the user needs a curated ai app template resource collection with cloudflare, serverless, local usage paths.", "purpose": "Use cloudflare/templates when the user needs a curated ai app template resource collection with cloudflare, serverless, local usage paths. It is marked Cloudflare-ready.", "install": "Reference collection; there is no direct install step.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "users expecting a single installable runtime or library", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "cloudflare", "serverless", "local" ], "alternatives": [ { "repo": "cloudflare/vibesdk-templates", "reason": "Similar ai app template with cloudflare/serverless deployment overlap." }, { "repo": "lobehub/lobe-chat-plugins", "reason": "Similar ai app template with serverless/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with serverless/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: none detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T19:30:22.862Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "collection/resource hub has no single install target" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 1, "unknown": 0 }, "next_steps": [ "Run a dependency and security scan before treating the score as a trust claim." ] }, "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", "verification.signals" ], "caveats": [ "users expecting a single installable runtime or library", "Partial or estimated quality signals: contributors90d.", "Collection/resource hub; not a single installable runtime.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T19:30:22.862Z" }, "caveats": [ "users expecting a single installable runtime or library", "Partial or estimated quality signals: contributors90d.", "Collection/resource hub; not a single installable runtime.", "Independent installation, security, or runtime probes have not been run for this project." ], "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", "verification.signals" ], "last_verified_at": "2026-11-10T19:30:22.862Z" }, { "project_id": "TheArchitectit/agent-guardrails-template", "repo": "TheArchitectit/agent-guardrails-template", "name": "agent-guardrails-template", "github_url": "https://github.com/TheArchitectit/agent-guardrails-template", "homepage_url": null, "language": "Go", "license": "BSD-3-Clause", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "ai-agents", "claude", "gemini", "gpt", "guardrails", "llm", "safety", "template" ], "description": "Template repository with AI agent guardrails, safety protocols, and sprint task framework. For Claude, GPT, Gemini, and all LLMs.", "overview": "Use TheArchitectit/agent-guardrails-template 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/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with docker/local deployment overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Similar ai app template with docker/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 metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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, postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1, "recent_commits": 100, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 10 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 27, "agent_score": 58, "score": 68, "agent_score_breakdown": { "documentation": 90, "maintenance": 52, "deployment": 90, "popularity": 0, "community": 47 }, "git_top_score": 68, "git_top_score_breakdown": { "community": 48, "maintenance": 67, "documentation": 92, "stability": 100, "adoption": 0, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-05T15:30:12.604Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use TheArchitectit/agent-guardrails-template when the user needs an ai app template project with docker, library-only, local deployment options.", "purpose": "Use TheArchitectit/agent-guardrails-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": "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." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Similar ai app template with docker/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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, postgres, filesystem.", "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": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-05T15:30:12.604Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-05T15:30:12.604Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "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", "verification.signals" ], "last_verified_at": "2026-11-05T15:30:12.604Z" }, { "project_id": "songquanpeng/one-api", "repo": "songquanpeng/one-api", "name": "one-api", "github_url": "https://github.com/songquanpeng/one-api", "homepage_url": "https://oneapi.justsong.cn/", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "api", "api-gateway", "azure-openai-api", "chatgpt", "claude", "ernie-bot", "gemini", "gpt", "openai", "openai-api", "proxy" ], "description": "LLM API 管理 & 分发系统，支持 OpenAI、Azure、Anthropic Claude、Google Gemini、DeepSeek、字节豆包、ChatGLM、文心一言、讯飞星火、通义千问、360 智脑、腾讯混元等主流模型，统一 API 适配，可用于 key 管理与二次分发。单可执行文件，提供 Docker 镜像，一键部署，开箱即用。LLM API management & key redistribution system, unifying multiple providers under a single API. Single binary, Docker-ready, with an English UI.", "overview": "Use songquanpeng/one-api when the user needs an ai app template project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "TheArchitectit/agent-guardrails-template", "reason": "Similar ai app template with docker/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with docker/serverless deployment overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "LLM provider" ], "deployments": [ "docker", "cloudflare", "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 repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: postgres." ] } }, "quality_signals": { "stars": 37383, "recent_commits": 0, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 26, "agent_score": 78, "score": 74, "agent_score_breakdown": { "documentation": 90, "maintenance": 26, "deployment": 100, "popularity": 91, "community": 100 }, "git_top_score": 74, "git_top_score_breakdown": { "community": 100, "maintenance": 18, "documentation": 92, "stability": 45, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T07:00:18.789Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use songquanpeng/one-api when the user needs an ai app template project with docker, cloudflare, serverless deployment options.", "purpose": "Use songquanpeng/one-api when the user needs an ai app template project with docker, cloudflare, serverless deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment 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", "cloudflare", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "TheArchitectit/agent-guardrails-template", "reason": "Similar ai app template with docker/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with docker/serverless deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: postgres." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T07:00:18.789Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T07:00:18.789Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "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", "verification.signals" ], "last_verified_at": "2026-11-10T07:00:18.789Z" }, { "project_id": "miaixzo/bus", "repo": "miaixzo/bus", "name": "bus", "github_url": "https://github.com/miaixzo/bus", "homepage_url": "https://miaixz.org", "language": "Java", "license": "Apache-2.0", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "ai", "cache", "crypto", "dubbo", "gateway", "graalvm", "hl7", "limiter", "logger", "mapper", "mybatis", "opencv", "pagger", "sensitive", "socket", "spring-boot", "starter", "tracer" ], "description": "Bus (Enterprise Application/Service Bus) is a foundational framework and service suite; a lightweight enterprise-grade application/service framework built on Java 21+, providing standardized service suites and distributed middleware solutions.", "overview": "Use miaixzo/bus 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": "microsoft/semantic-kernel", "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." } ], "related": [], "dependencies": [], "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 \"starter\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 802, "recent_commits": 58, "contributors": 9, "issue_response_time_hours": null, "release_frequency_180d": 26 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 13, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 26, "agent_score": 67, "score": 86, "agent_score_breakdown": { "documentation": 90, "maintenance": 52, "deployment": 80, "popularity": 58, "community": 54 }, "git_top_score": 86, "git_top_score_breakdown": { "community": 98, "maintenance": 67, "documentation": 84, "stability": 100, "adoption": 80, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-07T07:00:16.400Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use miaixzo/bus when the user needs an ai app template project with library-only, local, cloud deployment options.", "purpose": "Use miaixzo/bus 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": "microsoft/semantic-kernel", "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." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"starter\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 13, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-07T07:00:16.400Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-07T07:00:16.400Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "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", "verification.signals" ], "last_verified_at": "2026-11-07T07:00:16.400Z" }, { "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/?utm_source=github&utm_medium=referral&utm_campaign=repo_website&utm_content=code-interpreter", "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": "microsoft/semantic-kernel", "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." } ], "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": 2428, "recent_commits": 10, "contributors": 22, "issue_response_time_hours": null, "release_frequency_180d": 16 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 25, "agent_score": 70, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 45, "deployment": 80, "popularity": 68, "community": 67 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 100, "maintenance": 51, "documentation": 92, "stability": 100, "adoption": 98, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T18:30:16.581Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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": "microsoft/semantic-kernel", "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." } ] }, "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": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T18:30:16.581Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T18:30:16.581Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "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", "verification.signals" ], "last_verified_at": "2026-11-10T18:30:16.581Z" }, { "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": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "e2b-dev/fragments", "reason": "Same ai app template intent with rag 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": 1977, "recent_commits": 0, "contributors": 7, "issue_response_time_hours": null, "release_frequency_180d": 14 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 22, "agent_score": 70, "score": 86, "agent_score_breakdown": { "documentation": 90, "maintenance": 43, "deployment": 100, "popularity": 66, "community": 52 }, "git_top_score": 86, "git_top_score_breakdown": { "community": 96, "maintenance": 41, "documentation": 92, "stability": 100, "adoption": 98, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-06T22:30:32.349Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "e2b-dev/fragments", "reason": "Same ai app template intent with rag 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" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-06T22:30:32.349Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "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", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-06T22:30:32.349Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "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", "verification.signals" ], "last_verified_at": "2026-11-06T22:30:32.349Z" } ], "knowledge": [ { "project": { "id": "open-webui/open-webui", "owner": "open-webui", "name": "open-webui", "full_name": "open-webui/open-webui", "github_url": "https://github.com/open-webui/open-webui", "homepage_url": "https://openwebui.com", "description": "User-friendly AI Interface (Supports Ollama, OpenAI API, ...)", "language": "Svelte", "topics": [ "ai", "llm", "llm-ui", "llm-webui", "llms", "mcp", "ollama", "ollama-webui", "open-webui", "openai", "openapi", "rag", "self-hosted", "ui", "webui" ], "license": "NOASSERTION", "stars": 158261, "forks": 23003, "open_issues": 180, "default_branch": "main", "created_at": "2023-10-06T22:08:27Z", "updated_at": "2026-11-10T06:47:23Z", "pushed_at": "2026-11-10T06:58:24Z", "synced_at": "2026-11-10T07:00:20.428Z" }, "agent_card": { "project_id": "open-webui/open-webui", "project_kind": "project", "category": "ai_app_template", "difficulty": "intermediate", "deployment": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "lobehub/lobehub", "reason": "Same ai app template intent with mcp overlap." }, { "project_id": "CopilotKit/aimock", "reason": "Same ai app template intent with mcp overlap." }, { "project_id": "vstorm-co/full-stack-ai-agent-template", "reason": "Same ai app template intent with rag overlap." } ], "summary_for_agent": "Use open-webui/open-webui when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "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.", "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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T07:00:20.428Z" }, "metrics": { "project_id": "open-webui/open-webui", "stars_30d_delta": 4119, "commits_30d": 100, "releases_180d": 19, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T07:00:20.428Z" } }, { "project": { "id": "lobehub/lobehub", "owner": "lobehub", "name": "lobehub", "full_name": "lobehub/lobehub", "github_url": "https://github.com/lobehub/lobehub", "homepage_url": "https://lobehub.com", "description": "🤯 LobeHub - Super-Agents on Your Team. Add super-agents to the chats your team already uses.They take on work by themselves and get better every week.", "language": "TypeScript", "topics": [ "agent", "agent-collaboration", "agent-harness", "loop-engineering", "mcp", "personal-assistant", "proactive-agent", "skills", "super-agent", "task-management" ], "license": "NOASSERTION", "stars": 84762, "forks": 16195, "open_issues": 1312, "default_branch": "canary", "created_at": "2023-05-21T07:19:12Z", "updated_at": "2026-11-10T12:59:06Z", "pushed_at": "2026-11-10T12:56:57Z", "synced_at": "2026-11-10T13:00:18.731Z" }, "agent_card": { "project_id": "lobehub/lobehub", "project_kind": "project", "category": "ai_app_template", "difficulty": "intermediate", "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "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" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Same ai app template intent with mcp overlap." }, { "project_id": "CopilotKit/aimock", "reason": "Same ai app template intent with mcp overlap." }, { "project_id": "songquanpeng/one-api", "reason": "Similar ai app template with docker/serverless deployment overlap." } ], "summary_for_agent": "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: LobeHub is an AI agent application/interface platform, not an MCP server." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T13:00:18.731Z" }, "metrics": { "project_id": "lobehub/lobehub", "stars_30d_delta": 1672, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T13:00:18.731Z" } }, { "project": { "id": "streamlit/streamlit", "owner": "streamlit", "name": "streamlit", "full_name": "streamlit/streamlit", "github_url": "https://github.com/streamlit/streamlit", "homepage_url": "https://streamlit.io", "description": "Streamlit — A faster way to build and share data apps.", "language": "Python", "topics": [ "data-analysis", "data-science", "data-visualization", "deep-learning", "developer-tools", "machine-learning", "python", "streamlit" ], "license": "Apache-2.0", "stars": 46287, "forks": 4449, "open_issues": 1198, "default_branch": "develop", "created_at": "2019-08-24T00:14:52Z", "updated_at": "2026-11-10T01:51:24Z", "pushed_at": "2026-11-10T00:49:03Z", "synced_at": "2026-11-10T03:00:33.144Z" }, "agent_card": { "project_id": "streamlit/streamlit", "project_kind": "project", "category": "ai_app_template", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "microsoft/genaiops-promptflow-template", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "summary_for_agent": "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options.", "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T03:00:33.144Z" }, "metrics": { "project_id": "streamlit/streamlit", "stars_30d_delta": 360, "commits_30d": 100, "releases_180d": 14, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 54, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T03:00:33.144Z" } }, { "project": { "id": "microsoft/semantic-kernel", "owner": "microsoft", "name": "semantic-kernel", "full_name": "microsoft/semantic-kernel", "github_url": "https://github.com/microsoft/semantic-kernel", "homepage_url": "https://aka.ms/semantic-kernel", "description": "Integrate cutting-edge LLM technology quickly and easily into your apps", "language": "C#", "topics": [ "ai", "artificial-intelligence", "llm", "openai", "sdk" ], "license": "MIT", "stars": 28749, "forks": 4858, "open_issues": 338, "default_branch": "main", "created_at": "2023-02-27T17:39:42Z", "updated_at": "2026-11-09T23:11:23Z", "pushed_at": "2026-11-09T22:13:44Z", "synced_at": "2026-11-10T00:30:28.799Z" }, "agent_card": { "project_id": "microsoft/semantic-kernel", "project_kind": "project", "category": "ai_app_template", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "summary_for_agent": "Use microsoft/semantic-kernel when the user needs an ai app template project with library-only, local, cloud deployment options.", "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T00:30:28.799Z" }, "metrics": { "project_id": "microsoft/semantic-kernel", "stars_30d_delta": 113, "commits_30d": 92, "releases_180d": 15, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 46, "maintenance_score": 75, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T00:30:28.799Z" } }, { "project": { "id": "microsoft/onnxruntime-genai", "owner": "microsoft", "name": "onnxruntime-genai", "full_name": "microsoft/onnxruntime-genai", "github_url": "https://github.com/microsoft/onnxruntime-genai", "homepage_url": null, "description": "Generative AI with ONNX Runtime", "language": "C++", "topics": [], "license": "MIT", "stars": 1154, "forks": 386, "open_issues": 335, "default_branch": "main", "created_at": "2023-11-13T20:37:15Z", "updated_at": "2026-11-10T01:00:39Z", "pushed_at": "2026-11-10T05:59:07Z", "synced_at": "2026-11-10T06:00:22.991Z" }, "agent_card": { "project_id": "microsoft/onnxruntime-genai", "project_kind": "project", "category": "ai_app_template", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "streamlit/streamlit", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "summary_for_agent": "Use microsoft/onnxruntime-genai when the user needs an ai app template project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "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, cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T06:00:22.991Z" }, "metrics": { "project_id": "microsoft/onnxruntime-genai", "stars_30d_delta": 21, "commits_30d": 100, "releases_180d": 10, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 42, "maintenance_score": 72, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T06:00:22.991Z" } }, { "project": { "id": "CopilotKit/aimock", "owner": "CopilotKit", "name": "aimock", "full_name": "CopilotKit/aimock", "github_url": "https://github.com/CopilotKit/aimock", "homepage_url": "http://aimock.copilotkit.dev/", "description": "Mock everything your AI app talks to — LLM APIs, MCP, A2A, AG-UI, vector DBs, search. One package, one port, zero dependencies.", "language": "TypeScript", "topics": [ "ai-testing", "aimock", "llm", "mcp", "mock-server", "openai" ], "license": "MIT", "stars": 1009, "forks": 82, "open_issues": 5, "default_branch": "main", "created_at": "2026-03-03T02:40:16Z", "updated_at": "2026-11-10T02:16:06Z", "pushed_at": "2026-11-10T21:23:46Z", "synced_at": "2026-11-10T21:30:29.828Z" }, "agent_card": { "project_id": "CopilotKit/aimock", "project_kind": "project", "category": "ai_app_template", "difficulty": "beginner", "deployment": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Same ai app template intent with mcp overlap." }, { "project_id": "lobehub/lobehub", "reason": "Same ai app template intent with mcp overlap." }, { "project_id": "microsoft/semantic-kernel", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "summary_for_agent": "Use CopilotKit/aimock when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override for CopilotKit/aimock." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"helm chart\" 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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T21:30:29.828Z" }, "metrics": { "project_id": "CopilotKit/aimock", "stars_30d_delta": 42, "commits_30d": 100, "releases_180d": 35, "contributors_90d": 29, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 36, "maintenance_score": 63, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-10T21:30:29.828Z" } }, { "project": { "id": "abetlen/llama-cpp-python", "owner": "abetlen", "name": "llama-cpp-python", "full_name": "abetlen/llama-cpp-python", "github_url": "https://github.com/abetlen/llama-cpp-python", "homepage_url": "https://llama-cpp-python.readthedocs.io", "description": "Python bindings for llama.cpp", "language": "Python", "topics": [], "license": "MIT", "stars": 10673, "forks": 1485, "open_issues": 711, "default_branch": "main", "created_at": "2023-03-23T09:30:33Z", "updated_at": "2026-11-08T23:45:31Z", "pushed_at": "2026-11-08T23:30:46Z", "synced_at": "2026-11-10T06:00:19.083Z" }, "agent_card": { "project_id": "abetlen/llama-cpp-python", "project_kind": "project", "category": "ai_app_template", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "streamlit/streamlit", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "open-webui/open-webui", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "project_id": "lobehub/lobehub", "reason": "Similar ai app template with docker/library_only deployment overlap." } ], "summary_for_agent": "Use abetlen/llama-cpp-python when the user needs an ai app template project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T06:00:19.083Z" }, "metrics": { "project_id": "abetlen/llama-cpp-python", "stars_30d_delta": 32, "commits_30d": 2, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 1, "git_score": 35, "maintenance_score": 61, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T06:00:19.083Z" } }, { "project": { "id": "fastapi/full-stack-fastapi-template", "owner": "fastapi", "name": "full-stack-fastapi-template", "full_name": "fastapi/full-stack-fastapi-template", "github_url": "https://github.com/fastapi/full-stack-fastapi-template", "homepage_url": null, "description": "Full-stack web application template with FastAPI, React, SQLModel, PostgreSQL, Vite, Tailwind CSS, shadcn/ui, FastAPI Cloud, and Docker Compose.", "language": "TypeScript", "topics": [ "docker", "docker-compose", "fastapi", "fastapi-cloud", "full-stack", "github-actions", "jwt", "openapi", "playwright", "postgresql", "pytest", "python", "react", "shadcn-ui", "sqlmodel", "tailwindcss", "tanstack-query", "tanstack-router", "typescript", "vite" ], "license": "MIT", "stars": 46216, "forks": 9221, "open_issues": 11, "default_branch": "master", "created_at": "2019-02-23T15:08:34Z", "updated_at": "2026-11-10T13:21:05Z", "pushed_at": "2026-11-03T13:46:50Z", "synced_at": "2026-11-10T14:00:20.161Z" }, "agent_card": { "project_id": "fastapi/full-stack-fastapi-template", "project_kind": "project", "category": "ai_app_template", "difficulty": "intermediate", "deployment": [ "docker", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "lobehub/lobehub", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "project_id": "open-webui/open-webui", "reason": "Similar ai app template with docker/local deployment overlap." }, { "project_id": "wasp-lang/open-saas", "reason": "Similar ai app template with local/cloud deployment overlap." } ], "summary_for_agent": "Use fastapi/full-stack-fastapi-template when the user needs an ai app template project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "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." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T14:00:20.161Z" }, "metrics": { "project_id": "fastapi/full-stack-fastapi-template", "stars_30d_delta": 284, "commits_30d": 14, "releases_180d": 3, "contributors_90d": 82, "issue_first_response_median_hours": null, "recent_push_days": 7, "git_score": 32, "maintenance_score": 42, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-10T14:00:20.161Z" } }, { "project": { "id": "ai-driven-dev/framework", "owner": "ai-driven-dev", "name": "framework", "full_name": "ai-driven-dev/framework", "github_url": "https://github.com/ai-driven-dev/framework", "homepage_url": "https://www.ai-driven-dev.fr/", "description": "Marketplace Framework AI-Driven Dev : Context Engineering, Plugins, Agents, Skills, Hooks, Templates, SDLC", "language": "TypeScript", "topics": [ "agent", "agentic", "ai", "ai-driven-dev", "ai-driven-development", "commands", "context-engineering", "harness-engineering", "hooks", "marketplace", "plugins", "rules", "sdlc", "skills" ], "license": "MIT", "stars": 551, "forks": 62, "open_issues": 91, "default_branch": "main", "created_at": "2026-02-06T20:59:32Z", "updated_at": "2026-11-06T21:09:31Z", "pushed_at": "2026-11-06T22:11:13Z", "synced_at": "2026-11-06T22:30:28.321Z" }, "agent_card": { "project_id": "ai-driven-dev/framework", "project_kind": "project", "category": "ai_app_template", "difficulty": "beginner", "deployment": [ "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "project_id": "lobehub/lobehub", "reason": "Similar ai app template with local deployment overlap." }, { "project_id": "microsoft/semantic-kernel", "reason": "Similar ai app template with local/cloud deployment overlap." } ], "summary_for_agent": "Use ai-driven-dev/framework when the user needs an ai app template project with local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-06T22:30:28.321Z" }, "metrics": { "project_id": "ai-driven-dev/framework", "stars_30d_delta": 49, "commits_30d": 96, "releases_180d": 100, "contributors_90d": 13, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 32, "maintenance_score": 59, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "calculated_at": "2026-11-06T22:30:28.321Z" } }, { "project": { "id": "apache/answer", "owner": "apache", "name": "answer", "full_name": "apache/answer", "github_url": "https://github.com/apache/answer", "homepage_url": "https://answer.apache.org", "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.", "language": "Go", "topics": [ "community", "forum", "go", "golang", "hacktoberfest", "q-and-a", "question", "react", "typescript" ], "license": "Apache-2.0", "stars": 15712, "forks": 1385, "open_issues": 135, "default_branch": "main", "created_at": "2022-09-29T05:16:19Z", "updated_at": "2026-11-10T12:31:02Z", "pushed_at": "2026-11-10T07:50:41Z", "synced_at": "2026-11-10T14:00:19.205Z" }, "agent_card": { "project_id": "apache/answer", "project_kind": "project", "category": "ai_app_template", "difficulty": "intermediate", "deployment": [ "docker", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "wasp-lang/open-saas", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "project_id": "open-webui/open-webui", "reason": "Similar ai app template with docker/local deployment overlap." }, { "project_id": "lobehub/lobehub", "reason": "Similar ai app template with docker/local deployment overlap." } ], "summary_for_agent": "Use apache/answer when the user needs an ai app template project with docker, local, cloud deployment options.", "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." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T14:00:19.205Z" }, "metrics": { "project_id": "apache/answer", "stars_30d_delta": 24, "commits_30d": 0, "releases_180d": 9, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 31, "maintenance_score": 55, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T14:00:19.205Z" } }, { "project": { "id": "Azure-Samples/azure-search-openai-demo", "owner": "Azure-Samples", "name": "azure-search-openai-demo", "full_name": "Azure-Samples/azure-search-openai-demo", "github_url": "https://github.com/Azure-Samples/azure-search-openai-demo", "homepage_url": "https://azure.microsoft.com/products/search", "description": "A sample app for the Retrieval-Augmented Generation pattern running in Azure, using Azure AI Search for retrieval and Azure OpenAI large language models to power ChatGPT-style and Q&A experiences.", "language": "Python", "topics": [ "ai-azd-templates", "azd-templates", "azure", "azure-ai-search", "azurecognitivesearch", "azureopenai", "chatgpt", "openai" ], "license": "MIT", "stars": 7805, "forks": 5472, "open_issues": 533, "default_branch": "main", "created_at": "2023-02-08T21:00:54Z", "updated_at": "2026-11-10T08:55:35Z", "pushed_at": "2026-11-09T23:50:20Z", "synced_at": "2026-11-10T13:00:27.977Z" }, "agent_card": { "project_id": "Azure-Samples/azure-search-openai-demo", "project_kind": "project", "category": "ai_app_template", "difficulty": "beginner", "deployment": [ "docker", "serverless", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Same ai app template intent with rag overlap." }, { "project_id": "vstorm-co/full-stack-ai-agent-template", "reason": "Same ai app template intent with rag overlap." }, { "project_id": "streamlit/streamlit", "reason": "Similar ai app template with local/cloud deployment overlap." } ], "summary_for_agent": "Use Azure-Samples/azure-search-openai-demo when the user needs an ai app template project with docker, serverless, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" 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." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T13:00:27.977Z" }, "metrics": { "project_id": "Azure-Samples/azure-search-openai-demo", "stars_30d_delta": 27, "commits_30d": 1, "releases_180d": 7, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 29, "maintenance_score": 51, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T13:00:27.977Z" } }, { "project": { "id": "enescingoz/awesome-n8n-templates", "owner": "enescingoz", "name": "awesome-n8n-templates", "full_name": "enescingoz/awesome-n8n-templates", "github_url": "https://github.com/enescingoz/awesome-n8n-templates", "homepage_url": "https://n8n.partnerlinks.io/h1pwwf5m4toe", "description": "280+ free n8n automation templates — ready-to-use workflows for Gmail, Telegram, Slack, Discord, WhatsApp, Google Drive, Notion, OpenAI, and more. AI agents, RAG chatbots, email automation, social media, DevOps, and document processing. The largest open-source n8n template collection.", "language": null, "topics": [ "ai-agents", "ai-automation", "automation", "automation-templates", "awesome", "awesome-list", "integration", "low-code", "n8n", "n8n-automation", "n8n-template", "no-code-ai", "no-code-automation", "self-hosted", "telegram-bot", "workflow-automation" ], "license": "NOASSERTION", "stars": 26297, "forks": 6605, "open_issues": 88, "default_branch": "main", "created_at": "2025-05-08T18:34:01Z", "updated_at": "2026-11-06T19:06:53Z", "pushed_at": "2026-09-12T13:00:32Z", "synced_at": "2026-11-07T00:00:20.689Z" }, "agent_card": { "project_id": "enescingoz/awesome-n8n-templates", "project_kind": "collection", "collection_metadata": { "scope": "awesome_list", "curated": true, "estimated_items": 100, "freshness": "active" }, "category": "ai_app_template", "difficulty": "intermediate", "deployment": [ "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "n8n-io/self-hosted-ai-starter-kit", "reason": "Same ai app template intent with workflow overlap." }, { "project_id": "open-webui/open-webui", "reason": "Same ai app template intent with rag overlap." }, { "project_id": "vonzosten/awesome-LangGraph", "reason": "Similar ai app template with local/cloud deployment overlap." } ], "summary_for_agent": "Use enescingoz/awesome-n8n-templates when the user needs a curated ai app template resource collection with local, cloud usage paths.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "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: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-07T00:00:20.689Z" }, "metrics": { "project_id": "enescingoz/awesome-n8n-templates", "stars_30d_delta": 575, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 45, "issue_first_response_median_hours": null, "recent_push_days": 55, "git_score": 28, "maintenance_score": 17, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-07T00:00:20.689Z" } }, { "project": { "id": "n8n-io/n8n-hosting", "owner": "n8n-io", "name": "n8n-hosting", "full_name": "n8n-io/n8n-hosting", "github_url": "https://github.com/n8n-io/n8n-hosting", "homepage_url": null, "description": "Example of self-hosting n8n in various environments like docker, kubernetes, etc.", "language": "Go Template", "topics": [], "license": "MIT", "stars": 1766, "forks": 875, "open_issues": 50, "default_branch": "main", "created_at": "2024-04-02T16:39:57Z", "updated_at": "2026-11-10T21:37:17Z", "pushed_at": "2026-11-10T18:58:47Z", "synced_at": "2026-11-10T23:30:24.196Z" }, "agent_card": { "project_id": "n8n-io/n8n-hosting", "project_kind": "collection", "collection_metadata": { "scope": "starter_collection", "curated": true, "estimated_items": 10, "freshness": "active" }, "category": "ai_app_template", "difficulty": "beginner", "deployment": [ "docker", "kubernetes", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "enescingoz/awesome-n8n-templates", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "project_id": "vonzosten/awesome-LangGraph", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "project_id": "SigNoz/dashboards", "reason": "Similar ai app template with local/cloud deployment overlap." } ], "summary_for_agent": "Use n8n-io/n8n-hosting when the user needs a curated ai app template resource collection with docker, kubernetes, local usage paths.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" 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: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T23:30:24.196Z" }, "metrics": { "project_id": "n8n-io/n8n-hosting", "stars_30d_delta": 19, "commits_30d": 37, "releases_180d": 18, "contributors_90d": 25, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 28, "maintenance_score": 53, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-10T23:30:24.196Z" } }, { "project": { "id": "wasp-lang/open-saas", "owner": "wasp-lang", "name": "open-saas", "full_name": "wasp-lang/open-saas", "github_url": "https://github.com/wasp-lang/open-saas", "homepage_url": "https://opensaas.sh", "description": "A 100% free modern JS SaaS boilerplate (React, NodeJS, Prisma). Full-featured: Auth (email, google, github, slack, MS), Email sending, Background jobs, Landing page, Payments (Stripe, Polar.sh), Shadcn UI, S3 file upload. AI-ready with tailored AGENTS.md, skills, and Claude Code plugin. One cmd deploy. Powered by Wasp full-stack framework.", "language": "MDX", "topics": [ "ai", "authentication", "aws-s3", "boilerplate", "chatgpt", "full-stack", "google-auth", "hacktoberfest", "nodejs", "open-source", "openai-api", "postgresql", "prisma", "react", "saas", "saas-boilerplate", "saas-starter", "saas-template", "typesafe", "typescript" ], "license": "MIT", "stars": 16290, "forks": 1974, "open_issues": 111, "default_branch": "main", "created_at": "2023-12-01T13:54:36Z", "updated_at": "2026-11-10T11:22:40Z", "pushed_at": "2026-11-06T17:29:33Z", "synced_at": "2026-11-10T14:30:33.590Z" }, "agent_card": { "project_id": "wasp-lang/open-saas", "project_kind": "project", "category": "ai_app_template", "difficulty": "intermediate", "deployment": [ "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "project_id": "fastapi/full-stack-fastapi-template", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "project_id": "lobehub/lobehub", "reason": "Similar ai app template with local deployment overlap." } ], "summary_for_agent": "Use wasp-lang/open-saas when the user needs an ai app template project with local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"template\" in metadata.", "Matched \"starter\" in metadata.", "Matched \"boilerplate\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "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: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T14:30:33.590Z" }, "metrics": { "project_id": "wasp-lang/open-saas", "stars_30d_delta": 216, "commits_30d": 20, "releases_180d": 4, "contributors_90d": 54, "issue_first_response_median_hours": null, "recent_push_days": 3, "git_score": 27, "maintenance_score": 40, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-10T14:30:33.590Z" } }, { "project": { "id": "cloudflare/templates", "owner": "cloudflare", "name": "templates", "full_name": "cloudflare/templates", "github_url": "https://github.com/cloudflare/templates", "homepage_url": "https://workers.cloudflare.com", "description": "Templates for Cloudflare Workers", "language": "TypeScript", "topics": [], "license": "MIT", "stars": 2170, "forks": 1066, "open_issues": 181, "default_branch": "main", "created_at": "2017-12-19T16:38:32Z", "updated_at": "2026-11-10T01:17:37Z", "pushed_at": "2026-11-04T23:29:41Z", "synced_at": "2026-11-10T19:30:22.862Z" }, "agent_card": { "project_id": "cloudflare/templates", "project_kind": "collection", "collection_metadata": { "scope": "starter_collection", "curated": true, "estimated_items": 10, "freshness": "active" }, "category": "ai_app_template", "difficulty": "beginner", "deployment": [ "cloudflare", "serverless", "local" ], "cloudflare_ready": true, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library" ], "alternatives": [ { "project_id": "cloudflare/vibesdk-templates", "reason": "Similar ai app template with cloudflare/serverless deployment overlap." }, { "project_id": "lobehub/lobe-chat-plugins", "reason": "Similar ai app template with serverless/local deployment overlap." }, { "project_id": "lobehub/lobehub", "reason": "Similar ai app template with serverless/local deployment overlap." } ], "summary_for_agent": "Use cloudflare/templates when the user needs a curated ai app template resource collection with cloudflare, serverless, local usage paths. It is marked Cloudflare-ready.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: none detected." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T19:30:22.862Z" }, "metrics": { "project_id": "cloudflare/templates", "stars_30d_delta": 26, "commits_30d": 7, "releases_180d": 5, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 5, "git_score": 27, "maintenance_score": 46, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T19:30:22.862Z" } }, { "project": { "id": "TheArchitectit/agent-guardrails-template", "owner": "TheArchitectit", "name": "agent-guardrails-template", "full_name": "TheArchitectit/agent-guardrails-template", "github_url": "https://github.com/TheArchitectit/agent-guardrails-template", "homepage_url": null, "description": "Template repository with AI agent guardrails, safety protocols, and sprint task framework. For Claude, GPT, Gemini, and all LLMs.", "language": "Go", "topics": [ "ai-agents", "claude", "gemini", "gpt", "guardrails", "llm", "safety", "template" ], "license": "BSD-3-Clause", "stars": 1, "forks": 0, "open_issues": 1, "default_branch": "main", "created_at": "2026-01-10T22:19:10Z", "updated_at": "2026-11-05T04:13:51Z", "pushed_at": "2026-11-05T10:05:30Z", "synced_at": "2026-11-05T15:30:12.604Z" }, "agent_card": { "project_id": "TheArchitectit/agent-guardrails-template", "project_kind": "project", "category": "ai_app_template", "difficulty": "beginner", "deployment": [ "docker", "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Similar ai app template with docker/local deployment overlap." }, { "project_id": "lobehub/lobehub", "reason": "Similar ai app template with docker/local deployment overlap." }, { "project_id": "vstorm-co/full-stack-ai-agent-template", "reason": "Similar ai app template with docker/local deployment overlap." } ], "summary_for_agent": "Use TheArchitectit/agent-guardrails-template when the user needs an ai app template project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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, postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-05T15:30:12.604Z" }, "metrics": { "project_id": "TheArchitectit/agent-guardrails-template", "stars_30d_delta": 1, "commits_30d": 100, "releases_180d": 10, "contributors_90d": 2, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 27, "maintenance_score": 52, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-05T15:30:12.604Z" } }, { "project": { "id": "songquanpeng/one-api", "owner": "songquanpeng", "name": "one-api", "full_name": "songquanpeng/one-api", "github_url": "https://github.com/songquanpeng/one-api", "homepage_url": "https://oneapi.justsong.cn/", "description": "LLM API 管理 & 分发系统，支持 OpenAI、Azure、Anthropic Claude、Google Gemini、DeepSeek、字节豆包、ChatGLM、文心一言、讯飞星火、通义千问、360 智脑、腾讯混元等主流模型，统一 API 适配，可用于 key 管理与二次分发。单可执行文件，提供 Docker 镜像，一键部署，开箱即用。LLM API management & key redistribution system, unifying multiple providers under a single API. Single binary, Docker-ready, with an English UI.", "language": "JavaScript", "topics": [ "api", "api-gateway", "azure-openai-api", "chatgpt", "claude", "ernie-bot", "gemini", "gpt", "openai", "openai-api", "proxy" ], "license": "MIT", "stars": 37383, "forks": 6886, "open_issues": 1045, "default_branch": "main", "created_at": "2023-04-22T12:39:24Z", "updated_at": "2026-11-10T06:41:36Z", "pushed_at": "2026-01-09T03:26:43Z", "synced_at": "2026-11-10T07:00:18.789Z" }, "agent_card": { "project_id": "songquanpeng/one-api", "project_kind": "project", "category": "ai_app_template", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "library_only", "local" ], "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" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "project_id": "TheArchitectit/agent-guardrails-template", "reason": "Similar ai app template with docker/local deployment overlap." }, { "project_id": "lobehub/lobehub", "reason": "Similar ai app template with docker/serverless deployment overlap." } ], "summary_for_agent": "Use songquanpeng/one-api when the user needs an ai app template project with docker, cloudflare, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: postgres." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T07:00:18.789Z" }, "metrics": { "project_id": "songquanpeng/one-api", "stars_30d_delta": 277, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 305, "git_score": 26, "maintenance_score": 26, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T07:00:18.789Z" } }, { "project": { "id": "miaixzo/bus", "owner": "miaixzo", "name": "bus", "full_name": "miaixzo/bus", "github_url": "https://github.com/miaixzo/bus", "homepage_url": "https://miaixz.org", "description": "Bus (Enterprise Application/Service Bus) is a foundational framework and service suite; a lightweight enterprise-grade application/service framework built on Java 21+, providing standardized service suites and distributed middleware solutions.", "language": "Java", "topics": [ "ai", "cache", "crypto", "dubbo", "gateway", "graalvm", "hl7", "limiter", "logger", "mapper", "mybatis", "opencv", "pagger", "sensitive", "socket", "spring-boot", "starter", "tracer" ], "license": "Apache-2.0", "stars": 802, "forks": 37, "open_issues": 1, "default_branch": "main", "created_at": "2024-04-19T02:00:47Z", "updated_at": "2026-11-05T09:07:38Z", "pushed_at": "2026-11-07T00:46:10Z", "synced_at": "2026-11-07T07:00:16.400Z" }, "agent_card": { "project_id": "miaixzo/bus", "project_kind": "project", "category": "ai_app_template", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "microsoft/semantic-kernel", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "summary_for_agent": "Use miaixzo/bus when the user needs an ai app template project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"starter\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-07T07:00:16.400Z" }, "metrics": { "project_id": "miaixzo/bus", "stars_30d_delta": 0, "commits_30d": 58, "releases_180d": 26, "contributors_90d": 9, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 26, "maintenance_score": 52, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 13, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-07T07:00:16.400Z" } }, { "project": { "id": "e2b-dev/code-interpreter", "owner": "e2b-dev", "name": "code-interpreter", "full_name": "e2b-dev/code-interpreter", "github_url": "https://github.com/e2b-dev/code-interpreter", "homepage_url": "https://e2b.dev/?utm_source=github&utm_medium=referral&utm_campaign=repo_website&utm_content=code-interpreter", "description": "Python & JS/TS SDK for running AI-generated code/code interpreting in your AI app ", "language": "Python", "topics": [ "ai", "ai-data-analysis", "anthropic", "code-interpreter", "cohere", "gpt", "javascript", "jupyter", "jupyter-notebook", "llm", "openai", "python", "typescript" ], "license": "Apache-2.0", "stars": 2428, "forks": 231, "open_issues": 21, "default_branch": "main", "created_at": "2024-03-11T22:08:25Z", "updated_at": "2026-11-07T10:02:54Z", "pushed_at": "2026-11-03T16:31:07Z", "synced_at": "2026-11-10T18:30:16.581Z" }, "agent_card": { "project_id": "e2b-dev/code-interpreter", "project_kind": "project", "category": "ai_app_template", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "microsoft/semantic-kernel", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "summary_for_agent": "Use e2b-dev/code-interpreter when the user needs an ai app template project with library-only, local, cloud deployment options.", "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." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T18:30:16.581Z" }, "metrics": { "project_id": "e2b-dev/code-interpreter", "stars_30d_delta": 11, "commits_30d": 10, "releases_180d": 16, "contributors_90d": 22, "issue_first_response_median_hours": null, "recent_push_days": 7, "git_score": 25, "maintenance_score": 45, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-10T18:30:16.581Z" } }, { "project": { "id": "vstorm-co/full-stack-ai-agent-template", "owner": "vstorm-co", "name": "full-stack-ai-agent-template", "full_name": "vstorm-co/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/", "description": "Full-stack AI app generator — FastAPI + Next.js with AI Agents, RAG, streaming, auth, and 20+ integrations out of the box.", "language": "Python", "topics": [ "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" ], "license": "MIT", "stars": 1977, "forks": 393, "open_issues": 12, "default_branch": "main", "created_at": "2025-12-19T12:23:15Z", "updated_at": "2026-11-06T13:26:46Z", "pushed_at": "2026-11-06T15:51:38Z", "synced_at": "2026-11-06T22:30:32.349Z" }, "agent_card": { "project_id": "vstorm-co/full-stack-ai-agent-template", "project_kind": "project", "category": "ai_app_template", "difficulty": "beginner", "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "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" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Same ai app template intent with rag overlap." }, { "project_id": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "e2b-dev/fragments", "reason": "Same ai app template intent with rag overlap." } ], "summary_for_agent": "Use vstorm-co/full-stack-ai-agent-template when the user needs an ai app template project with docker, vercel, serverless deployment options.", "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." ] } }, "schema_version": "v1", "generated_at": "2026-11-06T22:30:32.349Z" }, "metrics": { "project_id": "vstorm-co/full-stack-ai-agent-template", "stars_30d_delta": 51, "commits_30d": 0, "releases_180d": 14, "contributors_90d": 7, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 22, "maintenance_score": 43, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-06T22:30:32.349Z" } } ], "search": { "applied_filters": { "category": "ai_app_template" }, "known_filter_values": { "category": [ "agent_framework", "ai_app_template", "ai_observability", "browser_agent", "coding_agent", "llm_eval", "llm_gateway", "local_llm_runtime", "mcp_server", "prompt_tooling", "rag_framework", "vector_database", "workflow_automation" ], "deployment": [ "cloud", "cloudflare", "docker", "kubernetes", "library_only", "local", "serverless", "vercel" ], "difficulty": [ "advanced", "beginner", "intermediate" ], "language": [ "Astro", "C", "C#", "C++", "Clojure", "Dart", "Dockerfile", "Elixir", "Go", "Go Template", "Haskell", "HTML", "Java", "JavaScript", "Jupyter Notebook", "Kotlin", "Lua", "MDX", "Nix", "OCaml", "Pascal", "PHP", "PowerShell", "Python", "ReScript", "Ruby", "Rust", "Shell", "Svelte", "Swift", "TeX", "TypeScript", "Wolfram Language", "Zig" ], 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