{ "query": { "use_case": "build Cloudflare-ready AI agents", "deployment": "vercel", "category": "ai_app_template" }, "recommendations": [ { "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": 59, "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.", "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.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested vercel deployment target.", "It is classified as ai_app_template.", "Ranking signals: community 84/100, maintenance 76/100." ], "ranking_signals": { "use_case_match": 50, "community": 84, "maintenance": 76, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "vercel", "category": "ai_app_template" }, "unmatched_constraints": {}, "confidence_reason": "Medium confidence because the 59/100 recommendation is usable but quality or maturity evidence should be reviewed; 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.", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "users expecting a complete hosted product" ], "confidence_reason": "Medium confidence because the 59/100 recommendation is usable but quality or maturity evidence should be reviewed; 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. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested vercel deployment target. 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.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested vercel deployment target.", "It is classified as ai_app_template.", "Ranking signals: community 84/100, maintenance 76/100." ], "decision_summary": "lobehub/lobehub is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 59/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Partial use-case overlap for \"build Cloudflare-ready AI agents\"; validate the target workflow.", "deployment_fit": "Matches requested vercel deployment.", "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 (deployment, category) as the initial acceptance checklist.", "Prototype the vercel deployment path before committing to a migration.", "Compare against /alternatives/lobehub/lobehub before final selection." ], "risk_flags": [], "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": { "deployment": "vercel", "category": "ai_app_template" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 84, "maintenance": 76, "readiness": 60, "license_fit": 0 }, "confidence": "medium", "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": "vstorm-co/full-stack-ai-agent-template", "repo": "vstorm-co/full-stack-ai-agent-template", "name": "full-stack-ai-agent-template", "github_url": "https://github.com/vstorm-co/full-stack-ai-agent-template", "homepage_url": "https://vstorm-co.github.io/full-stack-ai-agent-template/", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "agent-framework", "ai-agent-template", "ai-agents", "crewai", "docker", "fastapi", "full-stack", "langchain", "langgraph", "llm", "nextjs", "postgresql", "pydantic-ai", "pydantic-deep", "python", "rag", "react", "typescript", "vstorm", "websocket" ], "description": "Full-stack AI app generator — FastAPI + Next.js with AI Agents, RAG, streaming, auth, and 20+ integrations out of the box.", "overview": "Use vstorm-co/full-stack-ai-agent-template when the user needs an ai app template project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with rag overlap." }, { "repo": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "e2b-dev/fragments", "reason": "Same ai app template intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1977, "recent_commits": 0, "contributors": 7, "issue_response_time_hours": null, "release_frequency_180d": 14 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 22, "agent_score": 70, "score": 37, "agent_score_breakdown": { "documentation": 90, "maintenance": 43, "deployment": 100, "popularity": 66, "community": 52 }, "git_top_score": 86, "git_top_score_breakdown": { "community": 96, "maintenance": 41, "documentation": 92, "stability": 100, "adoption": 98, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-06T22:30:32.349Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use vstorm-co/full-stack-ai-agent-template when the user needs an ai app template project with docker, vercel, serverless deployment options.", "purpose": "Use vstorm-co/full-stack-ai-agent-template when the user needs an ai app template project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with rag overlap." }, { "repo": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "e2b-dev/fragments", "reason": "Same ai app template intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-06T22:30:32.349Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "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.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use vstorm-co/full-stack-ai-agent-template when the user needs an ai app template project with docker, vercel, serverless deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested vercel deployment target.", "It is classified as ai_app_template.", "Ranking signals: community 22/100, maintenance 43/100." ], "ranking_signals": { "use_case_match": 50, "community": 22, "maintenance": 43, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "vercel", "category": "ai_app_template" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 37/100, use-case match is 50/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-06T22:30:32.349Z" }, "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.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 37/100, use-case match is 50/100, 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": "2026-11-06T22:30:32.349Z", "reason": "Use vstorm-co/full-stack-ai-agent-template when the user needs an ai app template project with docker, vercel, serverless deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested vercel deployment target. It is classified as ai_app_template. Ranking signals: community 22/100, maintenance 43/100.", "reasons": [ "Use vstorm-co/full-stack-ai-agent-template when the user needs an ai app template project with docker, vercel, serverless deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested vercel deployment target.", "It is classified as ai_app_template.", "Ranking signals: community 22/100, maintenance 43/100." ], "decision_summary": "vstorm-co/full-stack-ai-agent-template is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 37/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Partial use-case overlap for \"build Cloudflare-ready AI agents\"; validate the target workflow.", "deployment_fit": "Matches requested vercel deployment.", "maturity": "Early or uneven maturity signal; review maintenance history before adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/vstorm-co/full-stack-ai-agent-template to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/vstorm-co/full-stack-ai-agent-template for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the vercel deployment path before committing to a migration.", "Compare against /alternatives/vstorm-co/full-stack-ai-agent-template 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/vstorm-co/full-stack-ai-agent-template", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/vstorm-co/full-stack-ai-agent-template", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/vstorm-co/full-stack-ai-agent-template", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/vstorm-co/full-stack-ai-agent-template", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/vstorm-co/full-stack-ai-agent-template", "kind": "compare" } ], "matched_constraints": { "deployment": "vercel", "category": "ai_app_template" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 22, "maintenance": 43, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "vstorm-co/full-stack-ai-agent-template", "owner": "vstorm-co", "name": "full-stack-ai-agent-template", "full_name": "vstorm-co/full-stack-ai-agent-template", "github_url": "https://github.com/vstorm-co/full-stack-ai-agent-template", "homepage_url": "https://vstorm-co.github.io/full-stack-ai-agent-template/", "description": "Full-stack AI app generator — FastAPI + Next.js with AI Agents, RAG, streaming, auth, and 20+ integrations out of the box.", "language": "Python", "topics": [ "agent-framework", "ai-agent-template", "ai-agents", "crewai", "docker", "fastapi", "full-stack", "langchain", "langgraph", "llm", "nextjs", "postgresql", "pydantic-ai", "pydantic-deep", "python", "rag", "react", "typescript", "vstorm", "websocket" ], "license": "MIT", "stars": 1977, "forks": 393, "open_issues": 12, "default_branch": "main", "created_at": "2025-12-19T12:23:15Z", "updated_at": "2026-11-06T13:26:46Z", "pushed_at": "2026-11-06T15:51:38Z", "synced_at": "2026-11-06T22:30:32.349Z" }, "agent_card": { "project_id": "vstorm-co/full-stack-ai-agent-template", "project_kind": "project", "category": "ai_app_template", "difficulty": "beginner", "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Same ai app template intent with rag overlap." }, { "project_id": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "e2b-dev/fragments", "reason": "Same ai app template intent with rag overlap." } ], "summary_for_agent": "Use vstorm-co/full-stack-ai-agent-template when the user needs an ai app template project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-06T22:30:32.349Z" }, "metrics": { "project_id": "vstorm-co/full-stack-ai-agent-template", "stars_30d_delta": 51, "commits_30d": 0, "releases_180d": 14, "contributors_90d": 7, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 22, "maintenance_score": 43, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-06T22:30:32.349Z" } }, { "project_id": "syahiidkamil/Software-Engineer-AI-Agent-Atlas", "repo": "syahiidkamil/Software-Engineer-AI-Agent-Atlas", "name": "Software-Engineer-AI-Agent-Atlas", "github_url": "https://github.com/syahiidkamil/Software-Engineer-AI-Agent-Atlas", "homepage_url": "https://www.npmjs.com/package/swe-atlas", "language": "JavaScript", "license": null, "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "ai-agent", "ai-coding-agent", "ai-coding-assistant", "ai-software-engineer", "anthropic", "claude", "claude-code", "claude-code-agents", "claude-code-skills", "claude-code-template", "claude-md", "coding-agent", "developer-tools", "llm", "multi-project", "project-memory", "scaffolding", "slash-commands", "spec-driven-development", "subagents" ], "description": "SWE-ATLAS turns Claude Code into a senior AI software engineer agent: multi-project workspaces with memory, wireframe & prototype first planning, secrets kept out of chat, psql, browser QA runners, and CI/CD-aware deploys. One command: npx swe-atlas new-project", "overview": "Use syahiidkamil/Software-Engineer-AI-Agent-Atlas when the user needs an ai app template project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "kirill-markin/repo-to-text", "reason": "Same ai app template intent with coding_agent overlap." }, { "repo": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "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" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" 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": 404, "recent_commits": 6, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 12 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 20, "agent_score": 65, "score": 36, "agent_score_breakdown": { "documentation": 90, "maintenance": 41, "deployment": 90, "popularity": 52, "community": 47 }, "git_top_score": 80, "git_top_score_breakdown": { "community": 74, "maintenance": 45, "documentation": 92, "stability": 100, "adoption": 75, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-04T15:30:47.807Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "summary": { "tl_dr": "Use syahiidkamil/Software-Engineer-AI-Agent-Atlas when the user needs an ai app template project with docker, vercel, serverless deployment options.", "purpose": "Use syahiidkamil/Software-Engineer-AI-Agent-Atlas 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", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "vercel", "serverless", "local" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "kirill-markin/repo-to-text", "reason": "Same ai app template intent with coding_agent 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 metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" 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": "2026-11-04T15:30:47.807Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "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." ], "recommendation_reasons": [ "Use syahiidkamil/Software-Engineer-AI-Agent-Atlas when the user needs an ai app template project with docker, vercel, serverless deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested vercel deployment target.", "It is classified as ai_app_template.", "Ranking signals: community 20/100, maintenance 41/100." ], "ranking_signals": { "use_case_match": 50, "community": 20, "maintenance": 41, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "vercel", "category": "ai_app_template" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 36/100, use-case match is 50/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-04T15:30:47.807Z" }, "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." ], "confidence_reason": "Low confidence because the recommendation score is 36/100, use-case match is 50/100, 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": "2026-11-04T15:30:47.807Z", "reason": "Use syahiidkamil/Software-Engineer-AI-Agent-Atlas when the user needs an ai app template project with docker, vercel, serverless deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested vercel deployment target. It is classified as ai_app_template. Ranking signals: community 20/100, maintenance 41/100.", "reasons": [ "Use syahiidkamil/Software-Engineer-AI-Agent-Atlas when the user needs an ai app template project with docker, vercel, serverless deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested vercel deployment target.", "It is classified as ai_app_template.", "Ranking signals: community 20/100, maintenance 41/100." ], "decision_summary": "syahiidkamil/Software-Engineer-AI-Agent-Atlas is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 36/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Partial use-case overlap for \"build Cloudflare-ready AI agents\"; validate the target workflow.", "deployment_fit": "Matches requested vercel deployment.", "maturity": "Early or uneven maturity signal; review maintenance history before adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/syahiidkamil/Software-Engineer-AI-Agent-Atlas to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/syahiidkamil/Software-Engineer-AI-Agent-Atlas for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the vercel deployment path before committing to a migration.", "Compare against /alternatives/syahiidkamil/Software-Engineer-AI-Agent-Atlas 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" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/syahiidkamil/Software-Engineer-AI-Agent-Atlas", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/syahiidkamil/Software-Engineer-AI-Agent-Atlas", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/syahiidkamil/Software-Engineer-AI-Agent-Atlas", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/syahiidkamil/Software-Engineer-AI-Agent-Atlas", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/syahiidkamil/Software-Engineer-AI-Agent-Atlas", "kind": "compare" } ], "matched_constraints": { "deployment": "vercel", "category": "ai_app_template" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 20, "maintenance": 41, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "syahiidkamil/Software-Engineer-AI-Agent-Atlas", "owner": "syahiidkamil", "name": "Software-Engineer-AI-Agent-Atlas", "full_name": "syahiidkamil/Software-Engineer-AI-Agent-Atlas", "github_url": "https://github.com/syahiidkamil/Software-Engineer-AI-Agent-Atlas", "homepage_url": "https://www.npmjs.com/package/swe-atlas", "description": "SWE-ATLAS turns Claude Code into a senior AI software engineer agent: multi-project workspaces with memory, wireframe & prototype first planning, secrets kept out of chat, psql, browser QA runners, and CI/CD-aware deploys. One command: npx swe-atlas new-project", "language": "JavaScript", "topics": [ "ai-agent", "ai-coding-agent", "ai-coding-assistant", "ai-software-engineer", "anthropic", "claude", "claude-code", "claude-code-agents", "claude-code-skills", "claude-code-template", "claude-md", "coding-agent", "developer-tools", "llm", "multi-project", "project-memory", "scaffolding", "slash-commands", "spec-driven-development", "subagents" ], "license": null, "stars": 404, "forks": 60, "open_issues": 0, "default_branch": "main", "created_at": "2025-06-14T09:53:42Z", "updated_at": "2026-11-01T04:14:37Z", "pushed_at": "2026-11-01T04:14:32Z", "synced_at": "2026-11-04T15:30:47.807Z" }, "agent_card": { "project_id": "syahiidkamil/Software-Engineer-AI-Agent-Atlas", "project_kind": "project", "category": "ai_app_template", "difficulty": "beginner", "deployment": [ "docker", "vercel", "serverless", "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" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "kirill-markin/repo-to-text", "reason": "Same ai app template intent with coding_agent overlap." }, { "project_id": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "summary_for_agent": "Use syahiidkamil/Software-Engineer-AI-Agent-Atlas when the user needs an ai app template project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-04T15:30:47.807Z" }, "metrics": { "project_id": "syahiidkamil/Software-Engineer-AI-Agent-Atlas", "stars_30d_delta": 7, "commits_30d": 6, "releases_180d": 12, "contributors_90d": 2, "issue_first_response_median_hours": null, "recent_push_days": 3, "git_score": 20, "maintenance_score": 41, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-04T15:30:47.807Z" } }, { "project_id": "vercel/ai-elements", "repo": "vercel/ai-elements", "name": "ai-elements", "github_url": "https://github.com/vercel/ai-elements", "homepage_url": "https://elements.ai-sdk.dev", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "ai", "elements", "shadcn-ui", "vercel" ], "description": "AI Elements is a component library and custom registry built on top of shadcn/ui to help you build AI-native applications faster.", "overview": "Use vercel/ai-elements when the user needs an ai app template project with vercel, serverless, library-only deployment options.", "alternatives": [ { "repo": "lobehub/lobehub", "reason": "Similar ai app template with vercel/serverless deployment overlap." }, { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "CopilotKit/aimock", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "related": [], "dependencies": [], "deployments": [ "vercel", "serverless", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Curated category override for vercel/ai-elements." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" 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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 2514, "recent_commits": 3, "contributors": 60, "issue_response_time_hours": null, "release_frequency_180d": 1 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 18, "agent_score": 72, "score": 32, "agent_score_breakdown": { "documentation": 90, "maintenance": 24, "deployment": 90, "popularity": 68, "community": 100 }, "git_top_score": 76, "git_top_score_breakdown": { "community": 100, "maintenance": 21, "documentation": 92, "stability": 68, "adoption": 99, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T19:30:20.602Z", "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 vercel/ai-elements when the user needs an ai app template project with vercel, serverless, library-only deployment options.", "purpose": "Use vercel/ai-elements when the user needs an ai app template project with vercel, serverless, library-only 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": [ "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "lobehub/lobehub", "reason": "Similar ai app template with vercel/serverless deployment overlap." }, { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "CopilotKit/aimock", "reason": "Similar ai app template with library_only/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Curated category override for vercel/ai-elements." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" 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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T19:30:20.602Z", "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.", "Maintenance signal is weak; inspect recent commits, releases, and issues.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use vercel/ai-elements when the user needs an ai app template project with vercel, serverless, library-only deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested vercel deployment target.", "It is classified as ai_app_template.", "Ranking signals: community 18/100, maintenance 24/100." ], "ranking_signals": { "use_case_match": 50, "community": 18, "maintenance": 24, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "vercel", "category": "ai_app_template" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 32/100, use-case match is 50/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T19:30:20.602Z" }, "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.", "Maintenance signal is weak; inspect recent commits, releases, and issues.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 32/100, use-case match is 50/100, 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": "2026-11-10T19:30:20.602Z", "reason": "Use vercel/ai-elements when the user needs an ai app template project with vercel, serverless, library-only deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested vercel deployment target. It is classified as ai_app_template. Ranking signals: community 18/100, maintenance 24/100.", "reasons": [ "Use vercel/ai-elements when the user needs an ai app template project with vercel, serverless, library-only deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested vercel deployment target.", "It is classified as ai_app_template.", "Ranking signals: community 18/100, maintenance 24/100." ], "decision_summary": "vercel/ai-elements is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 32/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Partial use-case overlap for \"build Cloudflare-ready AI agents\"; validate the target workflow.", "deployment_fit": "Matches requested vercel deployment.", "maturity": "Early or uneven maturity signal; review maintenance history before adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/vercel/ai-elements to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/vercel/ai-elements for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the vercel deployment path before committing to a migration.", "Compare against /alternatives/vercel/ai-elements before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/vercel/ai-elements", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/vercel/ai-elements", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/vercel/ai-elements", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/vercel/ai-elements", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/vercel/ai-elements", "kind": "compare" } ], "matched_constraints": { "deployment": "vercel", "category": "ai_app_template" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 18, "maintenance": 24, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "vercel/ai-elements", "owner": "vercel", "name": "ai-elements", "full_name": "vercel/ai-elements", "github_url": "https://github.com/vercel/ai-elements", "homepage_url": "https://elements.ai-sdk.dev", "description": "AI Elements is a component library and custom registry built on top of shadcn/ui to help you build AI-native applications faster.", "language": "TypeScript", "topics": [ "ai", "elements", "shadcn-ui", "vercel" ], "license": "NOASSERTION", "stars": 2514, "forks": 293, "open_issues": 125, "default_branch": "main", "created_at": "2025-08-15T19:37:48Z", "updated_at": "2026-11-10T11:28:23Z", "pushed_at": "2026-10-14T17:04:55Z", "synced_at": "2026-11-10T19:30:20.602Z" }, "agent_card": { "project_id": "vercel/ai-elements", "project_kind": "project", "category": "ai_app_template", "difficulty": "beginner", "deployment": [ "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": "lobehub/lobehub", "reason": "Similar ai app template with vercel/serverless deployment overlap." }, { "project_id": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "project_id": "CopilotKit/aimock", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "summary_for_agent": "Use vercel/ai-elements when the user needs an ai app template project with vercel, serverless, library-only deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Curated category override for vercel/ai-elements." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" 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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T19:30:20.602Z" }, "metrics": { "project_id": "vercel/ai-elements", "stars_30d_delta": 31, "commits_30d": 3, "releases_180d": 1, "contributors_90d": 60, "issue_first_response_median_hours": null, "recent_push_days": 27, "git_score": 18, "maintenance_score": 24, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-10T19:30:20.602Z" } }, { "project_id": "e2b-dev/fragments", "repo": "e2b-dev/fragments", "name": "fragments", "github_url": "https://github.com/e2b-dev/fragments", "homepage_url": "https://fragments.e2b.dev", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "ai", "ai-code-generation", "anthropic", "claude", "claude-ai", "code-interpreter", "e2b", "javascript", "llm", "nextjs", "react", "sandbox", "typescript" ], "description": "Open-source Next.js template for building apps that are fully generated by AI. By E2B.", "overview": "Use e2b-dev/fragments when the user needs an ai app template project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with rag overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with docker/vercel deployment overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Same ai app template intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "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" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" 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": 6406, "recent_commits": 1, "contributors": 17, "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": "complete" }, "quality_score": 8, "agent_score": 66, "score": 29, "agent_score_breakdown": { "documentation": 90, "maintenance": 19, "deployment": 90, "popularity": 76, "community": 62 }, "git_top_score": 75, "git_top_score_breakdown": { "community": 100, "maintenance": 14, "documentation": 84, "stability": 70, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-08T17:30:23.143Z", "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/fragments when the user needs an ai app template project with docker, vercel, serverless deployment options.", "purpose": "Use e2b-dev/fragments 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", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "vercel", "serverless", "local" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with rag overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with docker/vercel deployment 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 \"vercel\" 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": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-08T17:30:23.143Z", "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.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "recommendation_reasons": [ "Use e2b-dev/fragments when the user needs an ai app template project with docker, vercel, serverless deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested vercel deployment target.", "It is classified as ai_app_template.", "Ranking signals: community 8/100, maintenance 19/100." ], "ranking_signals": { "use_case_match": 50, "community": 8, "maintenance": 19, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "vercel", "category": "ai_app_template" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 29/100, use-case match is 50/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-08T17:30:23.143Z" }, "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.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "confidence_reason": "Low confidence because the recommendation score is 29/100, use-case match is 50/100, 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": "2026-11-08T17:30:23.143Z", "reason": "Use e2b-dev/fragments when the user needs an ai app template project with docker, vercel, serverless deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested vercel deployment target. It is classified as ai_app_template. Ranking signals: community 8/100, maintenance 19/100.", "reasons": [ "Use e2b-dev/fragments when the user needs an ai app template project with docker, vercel, serverless deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested vercel deployment target.", "It is classified as ai_app_template.", "Ranking signals: community 8/100, maintenance 19/100." ], "decision_summary": "e2b-dev/fragments is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 29/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Partial use-case overlap for \"build Cloudflare-ready AI agents\"; validate the target workflow.", "deployment_fit": "Matches requested vercel deployment.", "maturity": "Early or uneven maturity signal; review maintenance history before adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/e2b-dev/fragments to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/e2b-dev/fragments for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the vercel deployment path before committing to a migration.", "Compare against /alternatives/e2b-dev/fragments before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/e2b-dev/fragments", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/e2b-dev/fragments", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/e2b-dev/fragments", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/e2b-dev/fragments", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/e2b-dev/fragments", "kind": "compare" } ], "matched_constraints": { "deployment": "vercel", "category": "ai_app_template" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 8, "maintenance": 19, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "e2b-dev/fragments", "owner": "e2b-dev", "name": "fragments", "full_name": "e2b-dev/fragments", "github_url": "https://github.com/e2b-dev/fragments", "homepage_url": "https://fragments.e2b.dev", "description": "Open-source Next.js template for building apps that are fully generated by AI. By E2B.", "language": "TypeScript", "topics": [ "ai", "ai-code-generation", "anthropic", "claude", "claude-ai", "code-interpreter", "e2b", "javascript", "llm", "nextjs", "react", "sandbox", "typescript" ], "license": "Apache-2.0", "stars": 6406, "forks": 864, "open_issues": 26, "default_branch": "main", "created_at": "2024-07-10T20:31:32Z", "updated_at": "2026-11-05T23:34:21Z", "pushed_at": "2026-11-04T17:14:32Z", "synced_at": "2026-11-08T17:30:23.143Z" }, "agent_card": { "project_id": "e2b-dev/fragments", "project_kind": "project", "category": "ai_app_template", "difficulty": "beginner", "deployment": [ "docker", "vercel", "serverless", "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" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Same ai app template intent with rag overlap." }, { "project_id": "lobehub/lobehub", "reason": "Similar ai app template with docker/vercel deployment overlap." }, { "project_id": "vstorm-co/full-stack-ai-agent-template", "reason": "Same ai app template intent with rag overlap." } ], "summary_for_agent": "Use e2b-dev/fragments when the user needs an ai app template project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-08T17:30:23.143Z" }, "metrics": { "project_id": "e2b-dev/fragments", "stars_30d_delta": 21, "commits_30d": 1, "releases_180d": 0, "contributors_90d": 17, "issue_first_response_median_hours": null, "recent_push_days": 4, "git_score": 8, "maintenance_score": 19, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-08T17:30:23.143Z" } } ], "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1226, "generated_at": "2026-11-11T03:01:51.819Z", "snapshot_id": "d1:1226:2026-11-11T03:00:25.099Z", "latest_synced_at": "2026-11-11T03:00:25.099Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }