{ "query": { "category": "ai_app_template" }, "recommendations": [ { "project_id": "open-webui/open-webui", "repo": "open-webui/open-webui", "name": "open-webui", "github_url": "https://github.com/open-webui/open-webui", "homepage_url": "https://openwebui.com", "language": "Svelte", "license": "NOASSERTION", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "ai", "llm", "llm-ui", "llm-webui", "llms", "mcp", "ollama", "ollama-webui", "open-webui", "openai", "openapi", "rag", "self-hosted", "ui", "webui" ], "description": "User-friendly AI Interface (Supports Ollama, OpenAI API, ...)", "overview": "Use open-webui/open-webui when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "alternatives": [ { "repo": "lobehub/lobehub", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "CopilotKit/aimock", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Same ai app template intent with rag overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: Open WebUI is a user-facing AI interface/application platform, not an MCP server." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 158261, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 19 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 92, "score": 44, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 100, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T07:00:20.428Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use open-webui/open-webui when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "purpose": "Use open-webui/open-webui when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "lobehub/lobehub", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "CopilotKit/aimock", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Same ai app template intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: Open WebUI is a user-facing AI interface/application platform, not an MCP server." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T07:00:20.428Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, contributors90d.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use open-webui/open-webui when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "It is classified as ai_app_template.", "Ranking signals: community 84/100, maintenance 76/100." ], "ranking_signals": { "use_case_match": 20, "community": 84, "maintenance": 76, "readiness": 0, "license_fit": 0 }, "matched_constraints": { "category": "ai_app_template" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T07:00:20.428Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, contributors90d.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-11-10T07:00:20.428Z", "reason": "Use open-webui/open-webui when the user needs an ai app template project with docker, kubernetes, library-only deployment options. It is classified as ai_app_template. Ranking signals: community 84/100, maintenance 76/100.", "reasons": [ "Use open-webui/open-webui when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "It is classified as ai_app_template.", "Ranking signals: community 84/100, maintenance 76/100." ], "decision_summary": "open-webui/open-webui is an exploration candidate: recommendation score 44/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Ranked within ai_app_template using quality and readiness signals.", "deployment_fit": "Supports docker, kubernetes, library_only deployment paths.", "maturity": "High maturity signal from community and maintenance scores.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/open-webui/open-webui to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/open-webui/open-webui for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (category) as the initial acceptance checklist.", "Prototype the docker deployment path before committing to a migration.", "Compare against /alternatives/open-webui/open-webui before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/open-webui/open-webui", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/open-webui/open-webui", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/open-webui/open-webui", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/open-webui/open-webui", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/open-webui/open-webui", "kind": "compare" } ], "matched_constraints": { "category": "ai_app_template" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 20, "community": 84, "maintenance": 76, "readiness": 0, "license_fit": 0 }, "confidence": "low", "project": { "id": "open-webui/open-webui", "owner": "open-webui", "name": "open-webui", "full_name": "open-webui/open-webui", "github_url": "https://github.com/open-webui/open-webui", "homepage_url": "https://openwebui.com", "description": "User-friendly AI Interface (Supports Ollama, OpenAI API, ...)", "language": "Svelte", "topics": [ "ai", "llm", "llm-ui", "llm-webui", "llms", "mcp", "ollama", "ollama-webui", "open-webui", "openai", "openapi", "rag", "self-hosted", "ui", "webui" ], "license": "NOASSERTION", "stars": 158261, "forks": 23003, "open_issues": 180, "default_branch": "main", "created_at": "2023-10-06T22:08:27Z", "updated_at": "2026-11-10T06:47:23Z", "pushed_at": "2026-11-10T06:58:24Z", "synced_at": "2026-11-10T07:00:20.428Z" }, "agent_card": { "project_id": "open-webui/open-webui", "project_kind": "project", "category": "ai_app_template", "difficulty": "intermediate", "deployment": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "lobehub/lobehub", "reason": "Same ai app template intent with mcp overlap." }, { "project_id": "CopilotKit/aimock", "reason": "Same ai app template intent with mcp overlap." }, { "project_id": "vstorm-co/full-stack-ai-agent-template", "reason": "Same ai app template intent with rag overlap." } ], "summary_for_agent": "Use open-webui/open-webui when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: Open WebUI is a user-facing AI interface/application platform, not an MCP server." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T07:00:20.428Z" }, "metrics": { "project_id": "open-webui/open-webui", "stars_30d_delta": 4119, "commits_30d": 100, "releases_180d": 19, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T07:00:20.428Z" } }, { "project_id": "lobehub/lobehub", "repo": "lobehub/lobehub", "name": "lobehub", "github_url": "https://github.com/lobehub/lobehub", "homepage_url": "https://lobehub.com", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "agent", "agent-collaboration", "agent-harness", "loop-engineering", "mcp", "personal-assistant", "proactive-agent", "skills", "super-agent", "task-management" ], "description": "🤯 LobeHub - Super-Agents on Your Team. Add super-agents to the chats your team already uses.They take on work by themselves and get better every week.", "overview": "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "CopilotKit/aimock", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "songquanpeng/one-api", "reason": "Similar ai app template with docker/serverless deployment overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "library_only", "local" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: LobeHub is an AI agent application/interface platform, not an MCP server." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 84762, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 92, "score": 44, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 99, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T13:00:18.731Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.", "purpose": "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "CopilotKit/aimock", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "songquanpeng/one-api", "reason": "Similar ai app template with docker/serverless deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: LobeHub is an AI agent application/interface platform, not an MCP server." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T13:00:18.731Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.", "It is classified as ai_app_template.", "Ranking signals: community 84/100, maintenance 76/100." ], "ranking_signals": { "use_case_match": 20, "community": 84, "maintenance": 76, "readiness": 0, "license_fit": 0 }, "matched_constraints": { "category": "ai_app_template" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T13:00:18.731Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-11-10T13:00:18.731Z", "reason": "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options. It is classified as ai_app_template. Ranking signals: community 84/100, maintenance 76/100.", "reasons": [ "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.", "It is classified as ai_app_template.", "Ranking signals: community 84/100, maintenance 76/100." ], "decision_summary": "lobehub/lobehub is an exploration candidate: recommendation score 44/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Ranked within ai_app_template using quality and readiness signals.", "deployment_fit": "Supports docker, vercel, serverless deployment paths.", "maturity": "High maturity signal from community and maintenance scores.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/lobehub/lobehub to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/lobehub/lobehub for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (category) as the initial acceptance checklist.", "Prototype the docker deployment path before committing to a migration.", "Compare against /alternatives/lobehub/lobehub before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/lobehub/lobehub", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/lobehub/lobehub", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/lobehub/lobehub", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/lobehub/lobehub", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/lobehub/lobehub", "kind": "compare" } ], "matched_constraints": { "category": "ai_app_template" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 20, "community": 84, "maintenance": 76, "readiness": 0, "license_fit": 0 }, "confidence": "low", "project": { "id": "lobehub/lobehub", "owner": "lobehub", "name": "lobehub", "full_name": "lobehub/lobehub", "github_url": "https://github.com/lobehub/lobehub", "homepage_url": "https://lobehub.com", "description": "🤯 LobeHub - Super-Agents on Your Team. Add super-agents to the chats your team already uses.They take on work by themselves and get better every week.", "language": "TypeScript", "topics": [ "agent", "agent-collaboration", "agent-harness", "loop-engineering", "mcp", "personal-assistant", "proactive-agent", "skills", "super-agent", "task-management" ], "license": "NOASSERTION", "stars": 84762, "forks": 16195, "open_issues": 1312, "default_branch": "canary", "created_at": "2023-05-21T07:19:12Z", "updated_at": "2026-11-10T12:59:06Z", "pushed_at": "2026-11-10T12:56:57Z", "synced_at": "2026-11-10T13:00:18.731Z" }, "agent_card": { "project_id": "lobehub/lobehub", "project_kind": "project", "category": "ai_app_template", "difficulty": "intermediate", "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Same ai app template intent with mcp overlap." }, { "project_id": "CopilotKit/aimock", "reason": "Same ai app template intent with mcp overlap." }, { "project_id": "songquanpeng/one-api", "reason": "Similar ai app template with docker/serverless deployment overlap." } ], "summary_for_agent": "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: LobeHub is an AI agent application/interface platform, not an MCP server." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T13:00:18.731Z" }, "metrics": { "project_id": "lobehub/lobehub", "stars_30d_delta": 1672, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T13:00:18.731Z" } }, { "project_id": "streamlit/streamlit", "repo": "streamlit/streamlit", "name": "streamlit", "github_url": "https://github.com/streamlit/streamlit", "homepage_url": "https://streamlit.io", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "data-analysis", "data-science", "data-visualization", "deep-learning", "developer-tools", "machine-learning", "python", "streamlit" ], "description": "Streamlit — A faster way to build and share data apps.", "overview": "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "microsoft/genaiops-promptflow-template", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "related": [], "dependencies": [], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 46287, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 14 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 54, "agent_score": 87, "score": 37, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 93, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T03:00:33.144Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options.", "purpose": "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "microsoft/genaiops-promptflow-template", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T03:00:33.144Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, contributors90d.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options.", "It is classified as ai_app_template.", "Ranking signals: community 54/100, maintenance 76/100." ], "ranking_signals": { "use_case_match": 20, "community": 54, "maintenance": 76, "readiness": 0, "license_fit": 0 }, "matched_constraints": { "category": "ai_app_template" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 37/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T03:00:33.144Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, contributors90d.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 37/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-11-10T03:00:33.144Z", "reason": "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options. It is classified as ai_app_template. Ranking signals: community 54/100, maintenance 76/100.", "reasons": [ "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options.", "It is classified as ai_app_template.", "Ranking signals: community 54/100, maintenance 76/100." ], "decision_summary": "streamlit/streamlit is an exploration candidate: recommendation score 37/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Ranked within ai_app_template using quality and readiness signals.", "deployment_fit": "Supports library_only, local, cloud deployment paths.", "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/streamlit/streamlit to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/streamlit/streamlit for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (category) as the initial acceptance checklist.", "Prototype the library_only deployment path before committing to a migration.", "Compare against /alternatives/streamlit/streamlit before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/streamlit/streamlit", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/streamlit/streamlit", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/streamlit/streamlit", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/streamlit/streamlit", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/streamlit/streamlit", "kind": "compare" } ], "matched_constraints": { "category": "ai_app_template" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 20, "community": 54, "maintenance": 76, "readiness": 0, "license_fit": 0 }, "confidence": "low", "project": { "id": "streamlit/streamlit", "owner": "streamlit", "name": "streamlit", "full_name": "streamlit/streamlit", "github_url": "https://github.com/streamlit/streamlit", "homepage_url": "https://streamlit.io", "description": "Streamlit — A faster way to build and share data apps.", "language": "Python", "topics": [ "data-analysis", "data-science", "data-visualization", "deep-learning", "developer-tools", "machine-learning", "python", "streamlit" ], "license": "Apache-2.0", "stars": 46287, "forks": 4449, "open_issues": 1198, "default_branch": "develop", "created_at": "2019-08-24T00:14:52Z", "updated_at": "2026-11-10T01:51:24Z", "pushed_at": "2026-11-10T00:49:03Z", "synced_at": "2026-11-10T03:00:33.144Z" }, "agent_card": { "project_id": "streamlit/streamlit", "project_kind": "project", "category": "ai_app_template", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "microsoft/genaiops-promptflow-template", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "summary_for_agent": "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T03:00:33.144Z" }, "metrics": { "project_id": "streamlit/streamlit", "stars_30d_delta": 360, "commits_30d": 100, "releases_180d": 14, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 54, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T03:00:33.144Z" } }, { "project_id": "microsoft/semantic-kernel", "repo": "microsoft/semantic-kernel", "name": "semantic-kernel", "github_url": "https://github.com/microsoft/semantic-kernel", "homepage_url": "https://aka.ms/semantic-kernel", "language": "C#", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "ai", "artificial-intelligence", "llm", "openai", "sdk" ], "description": "Integrate cutting-edge LLM technology quickly and easily into your apps", "overview": "Use microsoft/semantic-kernel when the user needs an ai app template project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 28749, "recent_commits": 92, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 15 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 46, "agent_score": 86, "score": 35, "agent_score_breakdown": { "documentation": 90, "maintenance": 75, "deployment": 80, "popularity": 89, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 83, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T00:30:28.799Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use microsoft/semantic-kernel when the user needs an ai app template project with library-only, local, cloud deployment options.", "purpose": "Use microsoft/semantic-kernel when the user needs an ai app template project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T00:30:28.799Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: contributors90d.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use microsoft/semantic-kernel when the user needs an ai app template project with library-only, local, cloud deployment options.", "It is classified as ai_app_template.", "Ranking signals: community 46/100, maintenance 75/100." ], "ranking_signals": { "use_case_match": 20, "community": 46, "maintenance": 75, "readiness": 0, "license_fit": 0 }, "matched_constraints": { "category": "ai_app_template" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 35/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T00:30:28.799Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: contributors90d.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 35/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-11-10T00:30:28.799Z", "reason": "Use microsoft/semantic-kernel when the user needs an ai app template project with library-only, local, cloud deployment options. It is classified as ai_app_template. Ranking signals: community 46/100, maintenance 75/100.", "reasons": [ "Use microsoft/semantic-kernel when the user needs an ai app template project with library-only, local, cloud deployment options.", "It is classified as ai_app_template.", "Ranking signals: community 46/100, maintenance 75/100." ], "decision_summary": "microsoft/semantic-kernel is an exploration candidate: recommendation score 35/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Ranked within ai_app_template using quality and readiness signals.", "deployment_fit": "Supports library_only, local, cloud deployment paths.", "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/microsoft/semantic-kernel to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/microsoft/semantic-kernel for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (category) as the initial acceptance checklist.", "Prototype the library_only deployment path before committing to a migration.", "Compare against /alternatives/microsoft/semantic-kernel before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/microsoft/semantic-kernel", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/microsoft/semantic-kernel", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/microsoft/semantic-kernel", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/microsoft/semantic-kernel", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/microsoft/semantic-kernel", "kind": "compare" } ], "matched_constraints": { "category": "ai_app_template" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 20, "community": 46, "maintenance": 75, "readiness": 0, "license_fit": 0 }, "confidence": "low", "project": { "id": "microsoft/semantic-kernel", "owner": "microsoft", "name": "semantic-kernel", "full_name": "microsoft/semantic-kernel", "github_url": "https://github.com/microsoft/semantic-kernel", "homepage_url": "https://aka.ms/semantic-kernel", "description": "Integrate cutting-edge LLM technology quickly and easily into your apps", "language": "C#", "topics": [ "ai", "artificial-intelligence", "llm", "openai", "sdk" ], "license": "MIT", "stars": 28749, "forks": 4858, "open_issues": 338, "default_branch": "main", "created_at": "2023-02-27T17:39:42Z", "updated_at": "2026-11-09T23:11:23Z", "pushed_at": "2026-11-09T22:13:44Z", "synced_at": "2026-11-10T00:30:28.799Z" }, "agent_card": { "project_id": "microsoft/semantic-kernel", "project_kind": "project", "category": "ai_app_template", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "summary_for_agent": "Use microsoft/semantic-kernel when the user needs an ai app template project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T00:30:28.799Z" }, "metrics": { "project_id": "microsoft/semantic-kernel", "stars_30d_delta": 113, "commits_30d": 92, "releases_180d": 15, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 46, "maintenance_score": 75, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T00:30:28.799Z" } }, { "project_id": "microsoft/onnxruntime-genai", "repo": "microsoft/onnxruntime-genai", "name": "onnxruntime-genai", "github_url": "https://github.com/microsoft/onnxruntime-genai", "homepage_url": null, "language": "C++", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [], "description": "Generative AI with ONNX Runtime", "overview": "Use microsoft/onnxruntime-genai when the user needs an ai app template project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "streamlit/streamlit", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "related": [], "dependencies": [], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1154, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 10 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 42, "agent_score": 80, "score": 33, "agent_score_breakdown": { "documentation": 90, "maintenance": 72, "deployment": 80, "popularity": 61, "community": 100 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 81, "documentation": 92, "stability": 90, "adoption": 93, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T06:00:22.991Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use microsoft/onnxruntime-genai when the user needs an ai app template project with library-only, local, cloud deployment options.", "purpose": "Use microsoft/onnxruntime-genai when the user needs an ai app template project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "streamlit/streamlit", "reason": "Similar ai app template with library_only/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T06:00:22.991Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, contributors90d.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use microsoft/onnxruntime-genai when the user needs an ai app template project with library-only, local, cloud deployment options.", "It is classified as ai_app_template.", "Ranking signals: community 42/100, maintenance 72/100." ], "ranking_signals": { "use_case_match": 20, "community": 42, "maintenance": 72, "readiness": 0, "license_fit": 0 }, "matched_constraints": { "category": "ai_app_template" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 33/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T06:00:22.991Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, contributors90d.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 33/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-11-10T06:00:22.991Z", "reason": "Use microsoft/onnxruntime-genai when the user needs an ai app template project with library-only, local, cloud deployment options. It is classified as ai_app_template. Ranking signals: community 42/100, maintenance 72/100.", "reasons": [ "Use microsoft/onnxruntime-genai when the user needs an ai app template project with library-only, local, cloud deployment options.", "It is classified as ai_app_template.", "Ranking signals: community 42/100, maintenance 72/100." ], "decision_summary": "microsoft/onnxruntime-genai is an exploration candidate: recommendation score 33/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Ranked within ai_app_template using quality and readiness signals.", "deployment_fit": "Supports library_only, local, cloud deployment paths.", "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/microsoft/onnxruntime-genai to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/microsoft/onnxruntime-genai for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (category) as the initial acceptance checklist.", "Prototype the library_only deployment path before committing to a migration.", "Compare against /alternatives/microsoft/onnxruntime-genai before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/microsoft/onnxruntime-genai", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/microsoft/onnxruntime-genai", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/microsoft/onnxruntime-genai", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/microsoft/onnxruntime-genai", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/microsoft/onnxruntime-genai", "kind": "compare" } ], "matched_constraints": { "category": "ai_app_template" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 20, "community": 42, "maintenance": 72, "readiness": 0, "license_fit": 0 }, "confidence": "low", "project": { "id": "microsoft/onnxruntime-genai", "owner": "microsoft", "name": "onnxruntime-genai", "full_name": "microsoft/onnxruntime-genai", "github_url": "https://github.com/microsoft/onnxruntime-genai", "homepage_url": null, "description": "Generative AI with ONNX Runtime", "language": "C++", "topics": [], "license": "MIT", "stars": 1154, "forks": 386, "open_issues": 335, "default_branch": "main", "created_at": "2023-11-13T20:37:15Z", "updated_at": "2026-11-10T01:00:39Z", "pushed_at": "2026-11-10T05:59:07Z", "synced_at": "2026-11-10T06:00:22.991Z" }, "agent_card": { "project_id": "microsoft/onnxruntime-genai", "project_kind": "project", "category": "ai_app_template", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "streamlit/streamlit", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "summary_for_agent": "Use microsoft/onnxruntime-genai when the user needs an ai app template project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T06:00:22.991Z" }, "metrics": { "project_id": "microsoft/onnxruntime-genai", "stars_30d_delta": 21, "commits_30d": 100, "releases_180d": 10, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 42, "maintenance_score": 72, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T06:00:22.991Z" } } ], "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1226, "generated_at": "2026-11-11T01:29:15.185Z", "snapshot_id": "d1:1226:2026-11-11T01:00:47.007Z", "latest_synced_at": "2026-11-11T01:00:47.007Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }