{ "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": "Python", "license": "NOASSERTION", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "ai", "llm", "llm-ui", "llm-webui", "llms", "mcp", "ollama", "ollama-webui", "open-webui", "openai", "openapi", "rag", "self-hosted", "ui", "webui" ], "description": "User-friendly AI Interface (Supports Ollama, OpenAI API, ...)", "overview": "Use open-webui/open-webui when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "alternatives": [ { "repo": "lobehub/lobehub", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "CopilotKit/aimock", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Same ai app template intent with rag overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: Open WebUI is a user-facing AI interface/application platform, not an MCP server." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 153103, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 15 }, "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": "2026-09-25T06:31:10.496Z", "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.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T06:31:10.496Z", "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": "2026-09-25T06:31:10.496Z" }, "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": "2026-09-25T06:31:10.496Z" }, { "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", "ai", "cao", "chatgpt", "chief-agent-operator", "claude", "deepseek", "fable", "gemini", "glm", "gpt", "knowledge-base", "loop-engineering", "mcp", "openai", "skills" ], "description": "🤯 LobeHub is your Chief Agent Operator, organizing your agents into 7×24 operations by hiring, scheduling, and reporting on your entire AI team.", "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 \"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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 82819, "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": 67, "agent_score": 92, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 98, "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": "2026-09-25T14:01:21.445Z", "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 \"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": [ "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": "2026-09-25T14:01:21.445Z", "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": "2026-09-25T14:01:21.445Z" }, "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": "2026-09-25T14:01:21.445Z" }, { "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": "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." } ], "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": 45832, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 12 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 50, "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": "2026-09-25T03:01:04.006Z", "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": "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." } ] }, "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": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T03:01:04.006Z", "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": "2026-09-25T03:01:04.006Z" }, "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": "2026-09-25T03:01:04.006Z" }, { "project_id": "MervinPraison/PraisonAI", "repo": "MervinPraison/PraisonAI", "name": "PraisonAI", "github_url": "https://github.com/MervinPraison/PraisonAI", "homepage_url": "https://praison.ai/docs", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "agents", "ai", "ai-agent-framework", "ai-agent-sdk", "ai-agents", "ai-agents-framework", "ai-agents-sdk", "ai-framwork", "aiagent", "aiagentframework", "aiagents", "aiagentsframework", "framework", "hermes", "hermes-agent", "multi-agent", "multi-agent-system", "multi-agents", "multi-ai-agents", "openclaw" ], "description": "PraisonAI 🦞 — Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous self-improving agents that research, plan, code, and execute tasks. Deployed in 5 lines of code with built-in memory, RAG, and support for 100+ LLMs.", "overview": "Use MervinPraison/PraisonAI when the user needs an ai app template project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with rag overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Same ai app template intent with rag overlap." }, { "repo": "e2b-dev/fragments", "reason": "Same ai app template intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"boilerplate\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 9080, "recent_commits": 100, "contributors": 71, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 47, "agent_score": 86, "score": 95, "agent_score_breakdown": { "documentation": 90, "maintenance": 73, "deployment": 90, "popularity": 79, "community": 100 }, "git_top_score": 95, "git_top_score_breakdown": { "community": 100, "maintenance": 82, "documentation": 92, "stability": 100, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T05:01:09.499Z", "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 MervinPraison/PraisonAI when the user needs an ai app template project with docker, library-only, local deployment options.", "purpose": "Use MervinPraison/PraisonAI when the user needs an ai app template project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with rag overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Same ai app template intent with rag overlap." }, { "repo": "e2b-dev/fragments", "reason": "Same ai app template intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"boilerplate\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, 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": "partial", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T05:01:09.499Z", "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.", "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": "2026-09-20T05:01:09.499Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d.", "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": "2026-09-20T05:01:09.499Z" }, { "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": 45761, "recent_commits": 16, "contributors": 82, "issue_response_time_hours": null, "release_frequency_180d": 3 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 45, "agent_score": 79, "score": 86, "agent_score_breakdown": { "documentation": 90, "maintenance": 42, "deployment": 80, "popularity": 93, "community": 100 }, "git_top_score": 86, "git_top_score_breakdown": { "community": 100, "maintenance": 47, "documentation": 92, "stability": 94, "adoption": 100, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T17:01:07.607Z", "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": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T17:01:07.607Z", "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": "2026-09-25T17:01:07.607Z" }, "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": "2026-09-25T17:01:07.607Z" }, { "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": "lobehub/lobehub", "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." } ], "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": 28601, "recent_commits": 20, "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": 39, "agent_score": 83, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 62, "deployment": 80, "popularity": 89, "community": 100 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 70, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T01:01:14.257Z", "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": "lobehub/lobehub", "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." } ] }, "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": "2026-09-25T01:01:14.257Z", "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": "2026-09-25T01:01:14.257Z" }, "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": "2026-09-25T01:01:14.257Z" }, { "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 extensions for onnxruntime", "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": "MervinPraison/PraisonAI", "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": 1128, "recent_commits": 94, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 8 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 39, "agent_score": 79, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 67, "deployment": 80, "popularity": 61, "community": 100 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 78, "documentation": 92, "stability": 90, "adoption": 93, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T06:01:05.621Z", "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": "MervinPraison/PraisonAI", "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": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T06:01:05.621Z", "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": "2026-09-25T06:01:05.621Z" }, "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": "2026-09-25T06:01:05.621Z" }, { "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": "MervinPraison/PraisonAI", "reason": "Same ai app template intent with rag 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": 25482, "recent_commits": 38, "contributors": 46, "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": 36, "agent_score": 71, "score": 82, "agent_score_breakdown": { "documentation": 90, "maintenance": 30, "deployment": 70, "popularity": 88, "community": 91 }, "git_top_score": 82, "git_top_score_breakdown": { "community": 100, "maintenance": 40, "documentation": 92, "stability": 70, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T16:01:01.092Z", "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": "MervinPraison/PraisonAI", "reason": "Same ai app template intent with rag 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": "2026-09-20T16:01:01.092Z", "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": "2026-09-20T16:01:01.092Z" }, "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": "2026-09-20T16:01:01.092Z" }, { "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": "open-webui/open-webui", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "MervinPraison/PraisonAI", "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": 10631, "recent_commits": 2, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "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": "2026-09-25T05:31:17.268Z", "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": "open-webui/open-webui", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "MervinPraison/PraisonAI", "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": 30, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T05:31:17.268Z", "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": "2026-09-25T05:31:17.268Z" }, "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": "2026-09-25T05:31:17.268Z" }, { "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": [ "Runtime blocker: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 943, "recent_commits": 100, "contributors": 25, "issue_response_time_hours": null, "release_frequency_180d": 61 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 35, "agent_score": 77, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 62, "deployment": 100, "popularity": 59, "community": 70 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 74, "documentation": 92, "stability": 100, "adoption": 84, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T02:31:12.181Z", "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": [ "Runtime blocker: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T02:31:12.181Z", "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": "2026-09-26T02:31:12.181Z" }, "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": "2026-09-26T02:31:12.181Z" }, { "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": 15680, "recent_commits": 22, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 8 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 32, "agent_score": 80, "score": 88, "agent_score_breakdown": { "documentation": 90, "maintenance": 55, "deployment": 80, "popularity": 84, "community": 100 }, "git_top_score": 88, "git_top_score_breakdown": { "community": 100, "maintenance": 67, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T17:01:05.917Z", "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": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T17:01:05.917Z", "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": "2026-09-25T17:01:05.917Z" }, "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": "2026-09-25T17:01:05.917Z" }, { "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": "lobehub/lobehub", "reason": "Similar ai app template with docker/serverless deployment overlap." }, { "repo": "TheArchitectit/agent-guardrails-template", "reason": "Similar ai app template with docker/local 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": 37019, "recent_commits": 0, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 31, "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": "2026-09-25T06:31:08.248Z", "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": "lobehub/lobehub", "reason": "Similar ai app template with docker/serverless deployment overlap." }, { "repo": "TheArchitectit/agent-guardrails-template", "reason": "Similar ai app template with docker/local 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": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T06:31:08.248Z", "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": "2026-09-25T06:31:08.248Z" }, "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": "2026-09-25T06:31:08.248Z" }, { "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": 16005, "recent_commits": 0, "contributors": 53, "issue_response_time_hours": null, "release_frequency_180d": 4 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 31, "agent_score": 73, "score": 82, "agent_score_breakdown": { "documentation": 90, "maintenance": 36, "deployment": 70, "popularity": 84, "community": 98 }, "git_top_score": 82, "git_top_score_breakdown": { "community": 100, "maintenance": 32, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T17:31:05.077Z", "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": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T17:31:05.077Z", "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": "2026-09-25T17:31:05.077Z" }, "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": "2026-09-25T17:31:05.077Z" }, { "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": "MervinPraison/PraisonAI", "reason": "Same ai app template intent with agent_memory 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": 479, "recent_commits": 86, "contributors": 7, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 30, "agent_score": 65, "score": 86, "agent_score_breakdown": { "documentation": 90, "maintenance": 56, "deployment": 70, "popularity": 54, "community": 52 }, "git_top_score": 86, "git_top_score_breakdown": { "community": 90, "maintenance": 70, "documentation": 84, "stability": 100, "adoption": 75, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T14:01:08.884Z", "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": "MervinPraison/PraisonAI", "reason": "Same ai app template intent with agent_memory 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": 34, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T14:01:08.884Z", "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": "2026-09-20T14:01:08.884Z" }, "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": "2026-09-20T14:01:08.884Z" }, { "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": "MervinPraison/PraisonAI", "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." } ], "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": 7771, "recent_commits": 0, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 7 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "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": "2026-09-25T15:31:18.872Z", "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": "MervinPraison/PraisonAI", "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." } ] }, "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": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T15:31:18.872Z", "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": "2026-09-25T15:31:18.872Z" }, "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": "2026-09-25T15:31:18.872Z" }, { "project_id": "818000/bus", "repo": "818000/bus", "name": "bus", "github_url": "https://github.com/818000/bus", "homepage_url": null, "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 818000/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": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "MervinPraison/PraisonAI", "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": 818, "recent_commits": 64, "contributors": 9, "issue_response_time_hours": null, "release_frequency_180d": 28 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 29, "agent_score": 68, "score": 86, "agent_score_breakdown": { "documentation": 90, "maintenance": 53, "deployment": 80, "popularity": 58, "community": 54 }, "git_top_score": 86, "git_top_score_breakdown": { "community": 98, "maintenance": 68, "documentation": 84, "stability": 100, "adoption": 80, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T23:01:01.470Z", "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 818000/bus when the user needs an ai app template project with library-only, local, cloud deployment options.", "purpose": "Use 818000/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": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "MervinPraison/PraisonAI", "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": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T23:01:01.470Z", "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": "2026-09-20T23:01:01.470Z" }, "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": "2026-09-20T23:01:01.470Z" }, { "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": 2128, "recent_commits": 13, "contributors": 100, "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": "partial" }, "quality_score": 27, "agent_score": 79, "score": 87, "agent_score_breakdown": { "documentation": 90, "maintenance": 46, "deployment": 100, "popularity": 67, "community": 100 }, "git_top_score": 87, "git_top_score_breakdown": { "community": 100, "maintenance": 49, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T23:01:08.669Z", "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": "2026-09-25T23:01:08.669Z", "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": "2026-09-25T23:01:08.669Z" }, "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": "2026-09-25T23:01:08.669Z" }, { "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": "SigNoz/dashboards", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "repo": "vonzosten/awesome-LangGraph", "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": 1742, "recent_commits": 20, "contributors": 22, "issue_response_time_hours": null, "release_frequency_180d": 19 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 26, "agent_score": 72, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 50, "deployment": 90, "popularity": 65, "community": 67 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 62, "documentation": 92, "stability": 100, "adoption": 100, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T05:01:09.953Z", "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": "SigNoz/dashboards", "reason": "Similar ai app template with local/cloud deployment 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": "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": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T05:01:09.953Z", "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": "2026-09-26T05:01:09.953Z" }, "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": "2026-09-26T05:01:09.953Z" }, { "project_id": "ai-builders-foundation/ai-builders-curriculum", "repo": "ai-builders-foundation/ai-builders-curriculum", "name": "ai-builders-curriculum", "github_url": "https://github.com/ai-builders-foundation/ai-builders-curriculum", "homepage_url": null, "language": "TypeScript", "license": "MIT", "project_kind": "collection", "collection_metadata": { "scope": "cookbook", "curated": true, "estimated_items": 25, "freshness": "active" }, "category": [ "ai_app_template" ], "tags": [], "description": "Open, vendor-neutral curriculum and hackathon starter kits for learning to build full-stack AI applications end-to-end. MIT-licensed. A project of the AI Builders Foundation (501c3).", "overview": "Use ai-builders-foundation/ai-builders-curriculum when the user needs a curated ai app template resource collection with library-only, local, cloud usage paths.", "alternatives": [ { "repo": "cloudflare/templates", "reason": "Similar ai app template with local deployment overlap." }, { "repo": "enescingoz/awesome-n8n-templates", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "repo": "n8n-io/n8n-hosting", "reason": "Similar ai app template with local/cloud deployment overlap." } ], "related": [], "dependencies": [], "deployments": [ "library_only", "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", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"starter\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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": 1420, "recent_commits": 0, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 25, "agent_score": 56, "score": 65, "agent_score_breakdown": { "documentation": 90, "maintenance": 6, "deployment": 80, "popularity": 63, "community": 46 }, "git_top_score": 65, "git_top_score_breakdown": { "community": 77, "maintenance": 4, "documentation": 92, "stability": 55, "adoption": 90, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T14:01:05.154Z", "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 ai-builders-foundation/ai-builders-curriculum when the user needs a curated ai app template resource collection with library-only, local, cloud usage paths.", "purpose": "Use ai-builders-foundation/ai-builders-curriculum when the user needs a curated ai app template resource collection with library-only, 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", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "cloudflare/templates", "reason": "Similar ai app template with local deployment overlap." }, { "repo": "enescingoz/awesome-n8n-templates", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "repo": "n8n-io/n8n-hosting", "reason": "Similar ai app template with local/cloud deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"starter\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T14:01:05.154Z", "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", "users expecting a complete hosted product", "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": "2026-09-20T14:01:05.154Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "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": "2026-09-20T14:01:05.154Z" }, { "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": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "microsoft/semantic-kernel", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 2415, "recent_commits": 1, "contributors": 22, "issue_response_time_hours": null, "release_frequency_180d": 24 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 24, "agent_score": 69, "score": 87, "agent_score_breakdown": { "documentation": 90, "maintenance": 41, "deployment": 80, "popularity": 68, "community": 67 }, "git_top_score": 87, "git_top_score_breakdown": { "community": 100, "maintenance": 41, "documentation": 92, "stability": 100, "adoption": 98, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T22:01:08.022Z", "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": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "microsoft/semantic-kernel", "reason": "Similar ai app template with library_only/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T22:01:08.022Z", "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": "2026-09-25T22:01:08.022Z" }, "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": "2026-09-25T22:01:08.022Z" } ], "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": "Python", "topics": [ "ai", "llm", "llm-ui", "llm-webui", "llms", "mcp", "ollama", "ollama-webui", "open-webui", "openai", "openapi", "rag", "self-hosted", "ui", "webui" ], "license": "NOASSERTION", "stars": 153103, "forks": 22396, "open_issues": 314, "default_branch": "main", "created_at": "2023-10-06T22:08:27Z", "updated_at": "2026-09-25T06:25:24Z", "pushed_at": "2026-09-25T05:06:56Z", "synced_at": "2026-09-25T06:31:10.496Z" }, "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.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-25T06:31:10.496Z" }, "metrics": { "project_id": "open-webui/open-webui", "stars_30d_delta": 3311, "commits_30d": 100, "releases_180d": 15, "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": "2026-09-25T06:31:10.496Z" } }, { "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 is your Chief Agent Operator, organizing your agents into 7×24 operations by hiring, scheduling, and reporting on your entire AI team.", "language": "TypeScript", "topics": [ "agent", "agent-collaboration", "agent-harness", "ai", "cao", "chatgpt", "chief-agent-operator", "claude", "deepseek", "fable", "gemini", "glm", "gpt", "knowledge-base", "loop-engineering", "mcp", "openai", "skills" ], "license": "NOASSERTION", "stars": 82819, "forks": 15920, "open_issues": 980, "default_branch": "canary", "created_at": "2023-05-21T07:19:12Z", "updated_at": "2026-09-25T13:43:51Z", "pushed_at": "2026-09-25T13:56:34Z", "synced_at": "2026-09-25T14:01:21.445Z" }, "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 \"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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-25T14:01:21.445Z" }, "metrics": { "project_id": "lobehub/lobehub", "stars_30d_delta": 851, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 67, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-09-25T14:01:21.445Z" } }, { "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": 45832, "forks": 4392, "open_issues": 1189, "default_branch": "develop", "created_at": "2019-08-24T00:14:52Z", "updated_at": "2026-09-24T23:49:02Z", "pushed_at": "2026-09-25T02:44:20Z", "synced_at": "2026-09-25T03:01:04.006Z" }, "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": "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." } ], "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": "2026-09-25T03:01:04.006Z" }, "metrics": { "project_id": "streamlit/streamlit", "stars_30d_delta": 228, "commits_30d": 100, "releases_180d": 12, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 50, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-25T03:01:04.006Z" } }, { "project": { "id": "MervinPraison/PraisonAI", "owner": "MervinPraison", "name": "PraisonAI", "full_name": "MervinPraison/PraisonAI", "github_url": "https://github.com/MervinPraison/PraisonAI", "homepage_url": "https://praison.ai/docs", "description": "PraisonAI 🦞 — Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous self-improving agents that research, plan, code, and execute tasks. Deployed in 5 lines of code with built-in memory, RAG, and support for 100+ LLMs.", "language": "Python", "topics": [ "agents", "ai", "ai-agent-framework", "ai-agent-sdk", "ai-agents", "ai-agents-framework", "ai-agents-sdk", "ai-framwork", "aiagent", "aiagentframework", "aiagents", "aiagentsframework", "framework", "hermes", "hermes-agent", "multi-agent", "multi-agent-system", "multi-agents", "multi-ai-agents", "openclaw" ], "license": "MIT", "stars": 9080, "forks": 1453, "open_issues": 88, "default_branch": "main", "created_at": "2024-03-19T16:45:25Z", "updated_at": "2026-09-19T22:13:55Z", "pushed_at": "2026-09-18T09:43:26Z", "synced_at": "2026-09-20T05:01:09.499Z" }, "agent_card": { "project_id": "MervinPraison/PraisonAI", "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": "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": "e2b-dev/fragments", "reason": "Same ai app template intent with rag overlap." } ], "summary_for_agent": "Use MervinPraison/PraisonAI when the user needs an ai app template project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"boilerplate\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-20T05:01:09.499Z" }, "metrics": { "project_id": "MervinPraison/PraisonAI", "stars_30d_delta": 177, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 71, "issue_first_response_median_hours": null, "recent_push_days": 1, "git_score": 47, "maintenance_score": 73, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "calculated_at": "2026-09-20T05:01:09.499Z" } }, { "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": 45761, "forks": 9094, "open_issues": 12, "default_branch": "master", "created_at": "2019-02-23T15:08:34Z", "updated_at": "2026-09-25T16:25:07Z", "pushed_at": "2026-09-18T17:40:40Z", "synced_at": "2026-09-25T17:01:07.607Z" }, "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": "2026-09-25T17:01:07.607Z" }, "metrics": { "project_id": "fastapi/full-stack-fastapi-template", "stars_30d_delta": 771, "commits_30d": 16, "releases_180d": 3, "contributors_90d": 82, "issue_first_response_median_hours": null, "recent_push_days": 6, "git_score": 45, "maintenance_score": 42, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-25T17:01:07.607Z" } }, { "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": 28601, "forks": 4788, "open_issues": 322, "default_branch": "main", "created_at": "2023-02-27T17:39:42Z", "updated_at": "2026-09-25T00:28:58Z", "pushed_at": "2026-09-19T01:54:57Z", "synced_at": "2026-09-25T01:01:14.257Z" }, "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": "lobehub/lobehub", "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." } ], "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": "2026-09-25T01:01:14.257Z" }, "metrics": { "project_id": "microsoft/semantic-kernel", "stars_30d_delta": 119, "commits_30d": 20, "releases_180d": 15, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 5, "git_score": 39, "maintenance_score": 62, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-25T01:01:14.257Z" } }, { "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 extensions for onnxruntime", "language": "C++", "topics": [], "license": "MIT", "stars": 1128, "forks": 360, "open_issues": 239, "default_branch": "main", "created_at": "2023-11-13T20:37:15Z", "updated_at": "2026-09-24T21:49:21Z", "pushed_at": "2026-09-25T05:34:13Z", "synced_at": "2026-09-25T06:01:05.621Z" }, "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": "MervinPraison/PraisonAI", "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": "2026-09-25T06:01:05.621Z" }, "metrics": { "project_id": "microsoft/onnxruntime-genai", "stars_30d_delta": 21, "commits_30d": 94, "releases_180d": 8, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 39, "maintenance_score": 67, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-25T06:01:05.621Z" } }, { "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": 25482, "forks": 6475, "open_issues": 15, "default_branch": "main", "created_at": "2025-05-08T18:34:01Z", "updated_at": "2026-09-20T15:01:10Z", "pushed_at": "2026-09-12T13:00:32Z", "synced_at": "2026-09-20T16:01:01.092Z" }, "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": "MervinPraison/PraisonAI", "reason": "Same ai app template intent with rag 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": "2026-09-20T16:01:01.092Z" }, "metrics": { "project_id": "enescingoz/awesome-n8n-templates", "stars_30d_delta": 733, "commits_30d": 38, "releases_180d": 0, "contributors_90d": 46, "issue_first_response_median_hours": null, "recent_push_days": 8, "git_score": 36, "maintenance_score": 30, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-20T16:01:01.092Z" } }, { "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": 10631, "forks": 1456, "open_issues": 683, "default_branch": "main", "created_at": "2023-03-23T09:30:33Z", "updated_at": "2026-09-24T05:55:41Z", "pushed_at": "2026-09-22T08:48:04Z", "synced_at": "2026-09-25T05:31:17.268Z" }, "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": "open-webui/open-webui", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "project_id": "MervinPraison/PraisonAI", "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": "2026-09-25T05:31:17.268Z" }, "metrics": { "project_id": "abetlen/llama-cpp-python", "stars_30d_delta": 49, "commits_30d": 2, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 2, "git_score": 35, "maintenance_score": 61, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-09-25T05:31:17.268Z" } }, { "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": 943, "forks": 73, "open_issues": 9, "default_branch": "main", "created_at": "2026-03-03T02:40:16Z", "updated_at": "2026-09-25T12:06:05Z", "pushed_at": "2026-09-24T06:38:30Z", "synced_at": "2026-09-26T02:31:12.181Z" }, "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": [ "Runtime blocker: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-26T02:31:12.181Z" }, "metrics": { "project_id": "CopilotKit/aimock", "stars_30d_delta": 49, "commits_30d": 100, "releases_180d": 61, "contributors_90d": 25, "issue_first_response_median_hours": null, "recent_push_days": 1, "git_score": 35, "maintenance_score": 62, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-26T02:31:12.181Z" } }, { "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": 15680, "forks": 1368, "open_issues": 141, "default_branch": "main", "created_at": "2022-09-29T05:16:19Z", "updated_at": "2026-09-25T16:19:24Z", "pushed_at": "2026-09-22T08:04:05Z", "synced_at": "2026-09-25T17:01:05.917Z" }, "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": "2026-09-25T17:01:05.917Z" }, "metrics": { "project_id": "apache/answer", "stars_30d_delta": 25, "commits_30d": 22, "releases_180d": 8, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 3, "git_score": 32, "maintenance_score": 55, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-25T17:01:05.917Z" } }, { "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": 37019, "forks": 6869, "open_issues": 1038, "default_branch": "main", "created_at": "2023-04-22T12:39:24Z", "updated_at": "2026-09-25T05:57:28Z", "pushed_at": "2026-01-09T03:26:43Z", "synced_at": "2026-09-25T06:31:08.248Z" }, "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": "lobehub/lobehub", "reason": "Similar ai app template with docker/serverless deployment overlap." }, { "project_id": "TheArchitectit/agent-guardrails-template", "reason": "Similar ai app template with docker/local 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": "2026-09-25T06:31:08.248Z" }, "metrics": { "project_id": "songquanpeng/one-api", "stars_30d_delta": 441, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 259, "git_score": 31, "maintenance_score": 26, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-25T06:31:08.248Z" } }, { "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": 16005, "forks": 1925, "open_issues": 107, "default_branch": "main", "created_at": "2023-12-01T13:54:36Z", "updated_at": "2026-09-25T17:18:04Z", "pushed_at": "2026-09-22T11:19:05Z", "synced_at": "2026-09-25T17:31:05.077Z" }, "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": "2026-09-25T17:31:05.077Z" }, "metrics": { "project_id": "wasp-lang/open-saas", "stars_30d_delta": 465, "commits_30d": 0, "releases_180d": 4, "contributors_90d": 53, "issue_first_response_median_hours": null, "recent_push_days": 3, "git_score": 31, "maintenance_score": 36, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-25T17:31:05.077Z" } }, { "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": 479, "forks": 45, "open_issues": 78, "default_branch": "main", "created_at": "2026-02-06T20:59:32Z", "updated_at": "2026-09-19T17:07:48Z", "pushed_at": "2026-09-20T10:43:15Z", "synced_at": "2026-09-20T14:01:08.884Z" }, "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": "MervinPraison/PraisonAI", "reason": "Same ai app template intent with agent_memory 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": "2026-09-20T14:01:08.884Z" }, "metrics": { "project_id": "ai-driven-dev/framework", "stars_30d_delta": 52, "commits_30d": 86, "releases_180d": 100, "contributors_90d": 7, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 30, "maintenance_score": 56, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "calculated_at": "2026-09-20T14:01:08.884Z" } }, { "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": 7771, "forks": 5469, "open_issues": 531, "default_branch": "main", "created_at": "2023-02-08T21:00:54Z", "updated_at": "2026-09-25T12:01:34Z", "pushed_at": "2026-09-24T22:20:20Z", "synced_at": "2026-09-25T15:31:18.872Z" }, "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": "MervinPraison/PraisonAI", "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." } ], "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": "2026-09-25T15:31:18.872Z" }, "metrics": { "project_id": "Azure-Samples/azure-search-openai-demo", "stars_30d_delta": 30, "commits_30d": 0, "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": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-25T15:31:18.872Z" } }, { "project": { "id": "818000/bus", "owner": "818000", "name": "bus", "full_name": "818000/bus", "github_url": "https://github.com/818000/bus", "homepage_url": null, "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": 818, "forks": 37, "open_issues": 1, "default_branch": "main", "created_at": "2024-04-19T02:00:47Z", "updated_at": "2026-09-20T05:33:51Z", "pushed_at": "2026-09-20T05:33:46Z", "synced_at": "2026-09-20T23:01:01.470Z" }, "agent_card": { "project_id": "818000/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": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "MervinPraison/PraisonAI", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "summary_for_agent": "Use 818000/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": "2026-09-20T23:01:01.470Z" }, "metrics": { "project_id": "818000/bus", "stars_30d_delta": 87, "commits_30d": 64, "releases_180d": 28, "contributors_90d": 9, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 29, "maintenance_score": 53, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-20T23:01:01.470Z" } }, { "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": 2128, "forks": 1035, "open_issues": 202, "default_branch": "main", "created_at": "2017-12-19T16:38:32Z", "updated_at": "2026-09-25T17:26:07Z", "pushed_at": "2026-09-23T15:51:36Z", "synced_at": "2026-09-25T23:01:08.669Z" }, "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": "2026-09-25T23:01:08.669Z" }, "metrics": { "project_id": "cloudflare/templates", "stars_30d_delta": 43, "commits_30d": 13, "releases_180d": 4, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 2, "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": "2026-09-25T23:01:08.669Z" } }, { "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": 1742, "forks": 874, "open_issues": 44, "default_branch": "main", "created_at": "2024-04-02T16:39:57Z", "updated_at": "2026-09-26T00:16:29Z", "pushed_at": "2026-09-25T13:13:41Z", "synced_at": "2026-09-26T05:01:09.953Z" }, "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": "SigNoz/dashboards", "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." } ], "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": "2026-09-26T05:01:09.953Z" }, "metrics": { "project_id": "n8n-io/n8n-hosting", "stars_30d_delta": 21, "commits_30d": 20, "releases_180d": 19, "contributors_90d": 22, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 26, "maintenance_score": 50, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-26T05:01:09.953Z" } }, { "project": { "id": "ai-builders-foundation/ai-builders-curriculum", "owner": "ai-builders-foundation", "name": "ai-builders-curriculum", "full_name": "ai-builders-foundation/ai-builders-curriculum", "github_url": "https://github.com/ai-builders-foundation/ai-builders-curriculum", "homepage_url": null, "description": "Open, vendor-neutral curriculum and hackathon starter kits for learning to build full-stack AI applications end-to-end. 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"alternatives": [ { "project_id": "cloudflare/templates", "reason": "Similar ai app template with local deployment overlap." }, { "project_id": "enescingoz/awesome-n8n-templates", "reason": "Similar ai app template with local/cloud deployment overlap." }, { "project_id": "n8n-io/n8n-hosting", "reason": "Similar ai app template with local/cloud deployment overlap." } ], "summary_for_agent": "Use ai-builders-foundation/ai-builders-curriculum when the user needs a curated ai app template resource collection with library-only, local, cloud usage paths.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"starter\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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": "2026-09-20T14:01:05.154Z" }, "metrics": { "project_id": "ai-builders-foundation/ai-builders-curriculum", "stars_30d_delta": 766, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 1, "issue_first_response_median_hours": null, "recent_push_days": 37, "git_score": 25, "maintenance_score": 6, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-20T14:01:05.154Z" } }, { "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": 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