{ "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", "ai", "cao", "chatgpt", "chief-agent-operator", "claude", "deepseek", "fable", "gemini", "glm", "gpt", "knowledge-base", "loop-engineering", "mcp", "openai", "skills" ], "description": "🤯 LobeHub is your Chief Agent Operator, organizing your agents into 7×24 operations by hiring, scheduling, and reporting on your entire AI team.", "overview": "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "CopilotKit/aimock", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "songquanpeng/one-api", "reason": "Similar ai app template with docker/serverless deployment overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "library_only", "local" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: LobeHub is an AI agent application/interface platform, not an MCP server." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 82636, "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": 66, "agent_score": 92, "score": 55, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 98, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T11:30:28.676Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.", "purpose": "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "CopilotKit/aimock", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "songquanpeng/one-api", "reason": "Similar ai app template with docker/serverless deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: LobeHub is an AI agent application/interface platform, not an MCP server." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T11:30:28.676Z", "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 66/100, maintenance 76/100." ], "ranking_signals": { "use_case_match": 50, "community": 66, "maintenance": 76, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "vercel", "category": "ai_app_template" }, "unmatched_constraints": {}, "confidence_reason": "Medium confidence because the 55/100 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": "2026-09-19T11:30:28.676Z" }, "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 55/100 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": "2026-09-19T11:30:28.676Z", "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 66/100, 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 66/100, maintenance 76/100." ], "decision_summary": "lobehub/lobehub is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 55/100 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": "Moderate maturity signal; maintenance is acceptable but compare community adoption.", "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": 66, "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 is your Chief Agent Operator, organizing your agents into 7×24 operations by hiring, scheduling, and reporting on your entire AI team.", "language": "TypeScript", "topics": [ "agent", "agent-collaboration", "agent-harness", "ai", "cao", "chatgpt", "chief-agent-operator", "claude", "deepseek", "fable", "gemini", "glm", "gpt", "knowledge-base", "loop-engineering", "mcp", "openai", "skills" ], "license": "NOASSERTION", "stars": 82636, "forks": 15900, "open_issues": 924, "default_branch": "canary", "created_at": "2023-05-21T07:19:12Z", "updated_at": "2026-09-19T11:16:58Z", "pushed_at": "2026-09-19T11:25:00Z", "synced_at": "2026-09-19T11:30:28.676Z" }, "agent_card": { "project_id": "lobehub/lobehub", "project_kind": "project", "category": "ai_app_template", "difficulty": "intermediate", "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Same ai app template intent with mcp overlap." }, { "project_id": "CopilotKit/aimock", "reason": "Same ai app template intent with mcp overlap." }, { "project_id": "songquanpeng/one-api", "reason": "Similar ai app template with docker/serverless deployment overlap." } ], "summary_for_agent": "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: LobeHub is an AI agent application/interface platform, not an MCP server." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T11:30:28.676Z" }, "metrics": { "project_id": "lobehub/lobehub", "stars_30d_delta": 824, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 66, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-09-19T11:30:28.676Z" } }, { "project_id": "vstorm-co/full-stack-ai-agent-template", "repo": "vstorm-co/full-stack-ai-agent-template", "name": "full-stack-ai-agent-template", "github_url": "https://github.com/vstorm-co/full-stack-ai-agent-template", "homepage_url": "https://vstorm-co.github.io/full-stack-ai-agent-template/", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "agent-framework", "ai-agent-template", "ai-agents", "crewai", "docker", "fastapi", "full-stack", "langchain", "langgraph", "llm", "nextjs", "postgresql", "pydantic-ai", "pydantic-deep", "python", "rag", "react", "typescript", "vstorm", "websocket" ], "description": "Full-stack AI app generator — FastAPI + Next.js with AI Agents, RAG, streaming, auth, and 20+ integrations out of the box.", "overview": "Use vstorm-co/full-stack-ai-agent-template when the user needs an ai app template project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with rag overlap." }, { "repo": "MervinPraison/PraisonAI", "reason": "Same ai app template intent with rag overlap." }, { "repo": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1892, "recent_commits": 0, "contributors": 6, "issue_response_time_hours": null, "release_frequency_180d": 18 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 25, "agent_score": 70, "score": 38, "agent_score_breakdown": { "documentation": 90, "maintenance": 42, "deployment": 100, "popularity": 66, "community": 51 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 93, "maintenance": 41, "documentation": 92, "stability": 100, "adoption": 98, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-13T19:01:05.726Z", "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": "MervinPraison/PraisonAI", "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." } ] }, "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": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-13T19:01:05.726Z", "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 25/100, maintenance 42/100." ], "ranking_signals": { "use_case_match": 50, "community": 25, "maintenance": 42, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "vercel", "category": "ai_app_template" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 38/100, 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": "2026-09-13T19:01:05.726Z" }, "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 38/100, 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": "2026-09-13T19:01:05.726Z", "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 25/100, maintenance 42/100.", "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 25/100, maintenance 42/100." ], "decision_summary": "vstorm-co/full-stack-ai-agent-template is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 38/100 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": 25, "maintenance": 42, "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": 1892, "forks": 372, "open_issues": 15, "default_branch": "main", "created_at": "2025-12-19T12:23:15Z", "updated_at": "2026-09-13T15:01:02Z", "pushed_at": "2026-09-10T19:39:17Z", "synced_at": "2026-09-13T19:01:05.726Z" }, "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": "MervinPraison/PraisonAI", "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." } ], "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": "2026-09-13T19:01:05.726Z" }, "metrics": { "project_id": "vstorm-co/full-stack-ai-agent-template", "stars_30d_delta": 188, "commits_30d": 0, "releases_180d": 18, "contributors_90d": 6, "issue_first_response_median_hours": null, "recent_push_days": 2, "git_score": 25, "maintenance_score": 42, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-13T19:01:05.726Z" } }, { "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": 2442, "recent_commits": 1, "contributors": 58, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 18, "agent_score": 72, "score": 32, "agent_score_breakdown": { "documentation": 90, "maintenance": 24, "deployment": 90, "popularity": 68, "community": 100 }, "git_top_score": 74, "git_top_score_breakdown": { "community": 100, "maintenance": 17, "documentation": 92, "stability": 60, "adoption": 99, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T17:30:35.174Z", "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": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T17:30:35.174Z", "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": "2026-09-19T17:30:35.174Z" }, "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": "2026-09-19T17:30:35.174Z", "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": 2442, "forks": 283, "open_issues": 102, "default_branch": "main", "created_at": "2025-08-15T19:37:48Z", "updated_at": "2026-09-19T15:26:15Z", "pushed_at": "2026-09-01T09:24:43Z", "synced_at": "2026-09-19T17:30:35.174Z" }, "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": "2026-09-19T17:30:35.174Z" }, "metrics": { "project_id": "vercel/ai-elements", "stars_30d_delta": 109, "commits_30d": 1, "releases_180d": 0, "contributors_90d": 58, "issue_first_response_median_hours": null, "recent_push_days": 18, "git_score": 18, "maintenance_score": 24, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-19T17:30:35.174Z" } }, { "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": "MervinPraison/PraisonAI", "reason": "Same ai app template intent with rag overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Same ai app template intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "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": 6378, "recent_commits": 2, "contributors": 17, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 8, "agent_score": 66, "score": 29, "agent_score_breakdown": { "documentation": 90, "maintenance": 21, "deployment": 90, "popularity": 76, "community": 62 }, "git_top_score": 76, "git_top_score_breakdown": { "community": 100, "maintenance": 16, "documentation": 84, "stability": 70, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T00:30:25.119Z", "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": "MervinPraison/PraisonAI", "reason": "Same ai app template intent with rag overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Same ai app template intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"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": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T00:30:25.119Z", "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 21/100." ], "ranking_signals": { "use_case_match": 50, "community": 8, "maintenance": 21, "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": "2026-09-20T00:30:25.119Z" }, "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": "2026-09-20T00:30:25.119Z", "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 21/100.", "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 21/100." ], "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": 21, "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": 6378, "forks": 862, "open_issues": 21, "default_branch": "main", "created_at": "2024-07-10T20:31:32Z", "updated_at": "2026-09-19T06:01:08Z", "pushed_at": "2026-09-19T02:59:29Z", "synced_at": "2026-09-20T00:30:25.119Z" }, "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": "MervinPraison/PraisonAI", "reason": "Same ai app template intent with rag overlap." }, { "project_id": "vstorm-co/full-stack-ai-agent-template", "reason": "Same ai app template intent with rag overlap." } ], "summary_for_agent": "Use 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": "2026-09-20T00:30:25.119Z" }, "metrics": { "project_id": "e2b-dev/fragments", "stars_30d_delta": 11, "commits_30d": 2, "releases_180d": 0, "contributors_90d": 17, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 8, "maintenance_score": 21, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-20T00:30:25.119Z" } }, { "project_id": "benlamiro/ShipGenAI", "repo": "benlamiro/ShipGenAI", "name": "ShipGenAI", "github_url": "https://github.com/benlamiro/ShipGenAI", "homepage_url": "https://shipgenai.org", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "ai", "boilerplate", "generative-ai", "gpt", "image-generation", "machine-learning", "nextjs", "open-source", "saas", "starter-kit", "stripe", "template", "typescript", "vercel", "video-generation" ], "description": "🚀 50 production-ready Generative AI SaaS apps — brand them, ship them, keep 100% of the revenue. Stripe billing · Google OAuth · Vercel deploy · MIT licensed", "overview": "Use benlamiro/ShipGenAI when the user needs an ai app template project with vercel, serverless, local deployment options.", "alternatives": [ { "repo": "lobehub/lobehub", "reason": "Similar ai app template with vercel/serverless deployment overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Similar ai app template with vercel/serverless deployment overlap." }, { "repo": "wasp-lang/open-saas", "reason": "Similar ai app template with local deployment overlap." } ], "related": [], "dependencies": [], "deployments": [ "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": "high", "evidence": [ "Matched \"template\" in metadata.", "Matched \"starter\" in metadata.", "Matched \"boilerplate\" 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": 268, "recent_commits": 0, "contributors": 87, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 22, "agent_score": 67, "score": 24, "agent_score_breakdown": { "documentation": 90, "maintenance": 26, "deployment": 80, "popularity": 49, "community": 100 }, "git_top_score": 68, "git_top_score_breakdown": { "community": 100, "maintenance": 18, "documentation": 92, "stability": 55, "adoption": 68, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T05:30:54.120Z", "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 benlamiro/ShipGenAI when the user needs an ai app template project with vercel, serverless, local deployment options.", "purpose": "Use benlamiro/ShipGenAI when the user needs an ai app template project with vercel, serverless, local deployment options.", "install": "Use the template bootstrap instructions from the repository.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "vercel", "serverless", "local" ], "alternatives": [ { "repo": "lobehub/lobehub", "reason": "Similar ai app template with vercel/serverless deployment overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Similar ai app template with vercel/serverless deployment overlap." }, { "repo": "wasp-lang/open-saas", "reason": "Similar ai app template with local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"template\" in metadata.", "Matched \"starter\" in metadata.", "Matched \"boilerplate\" in metadata." ] }, "deployment": { "confidence": "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": "2026-09-19T05:30:54.120Z", "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.", "Use-case overlap is weak in indexed text." ], "recommendation_reasons": [ "Use benlamiro/ShipGenAI when the user needs an ai app template project with vercel, serverless, local deployment options.", "Use-case match is 25/100 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 26/100." ], "ranking_signals": { "use_case_match": 25, "community": 22, "maintenance": 26, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "vercel", "category": "ai_app_template" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 24/100, use-case match is 25/100, or constraints are weakly matched; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-19T05:30:54.120Z" }, "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.", "Use-case overlap is weak in indexed text." ], "confidence_reason": "Low confidence because the recommendation score is 24/100, use-case match is 25/100, or constraints are weakly matched; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "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": "2026-09-19T05:30:54.120Z", "reason": "Use benlamiro/ShipGenAI when the user needs an ai app template project with vercel, serverless, local deployment options. Use-case match is 25/100 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 26/100.", "reasons": [ "Use benlamiro/ShipGenAI when the user needs an ai app template project with vercel, serverless, local deployment options.", "Use-case match is 25/100 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 26/100." ], "decision_summary": "benlamiro/ShipGenAI is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 24/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Weak indexed use-case overlap for \"build Cloudflare-ready AI agents\"; inspect graph and README evidence.", "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/benlamiro/ShipGenAI to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/benlamiro/ShipGenAI 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/benlamiro/ShipGenAI 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.", "Use-case overlap is weak in indexed text." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/benlamiro/ShipGenAI", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/benlamiro/ShipGenAI", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/benlamiro/ShipGenAI", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/benlamiro/ShipGenAI", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/benlamiro/ShipGenAI", "kind": "compare" } ], "matched_constraints": { "deployment": "vercel", "category": "ai_app_template" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 25, "community": 22, "maintenance": 26, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "benlamiro/ShipGenAI", "owner": "benlamiro", "name": "ShipGenAI", "full_name": "benlamiro/ShipGenAI", "github_url": "https://github.com/benlamiro/ShipGenAI", "homepage_url": "https://shipgenai.org", "description": "🚀 50 production-ready Generative AI SaaS apps — brand them, ship them, keep 100% of the revenue. Stripe billing · Google OAuth · Vercel deploy · MIT licensed", "language": "JavaScript", "topics": [ "ai", "boilerplate", "generative-ai", "gpt", "image-generation", "machine-learning", "nextjs", "open-source", "saas", "starter-kit", "stripe", "template", "typescript", "vercel", "video-generation" ], "license": "MIT", "stars": 268, "forks": 30, "open_issues": 1, "default_branch": "main", "created_at": "2026-06-24T19:15:25Z", "updated_at": "2026-09-18T12:51:04Z", "pushed_at": "2026-06-24T19:33:10Z", "synced_at": "2026-09-19T05:30:54.120Z" }, "agent_card": { "project_id": "benlamiro/ShipGenAI", "project_kind": "project", "category": "ai_app_template", "difficulty": "beginner", "deployment": [ "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": "lobehub/lobehub", "reason": "Similar ai app template with vercel/serverless deployment overlap." }, { "project_id": "vstorm-co/full-stack-ai-agent-template", "reason": "Similar ai app template with vercel/serverless deployment overlap." }, { "project_id": "wasp-lang/open-saas", "reason": "Similar ai app template with local deployment overlap." } ], "summary_for_agent": "Use benlamiro/ShipGenAI when the user needs an ai app template project with vercel, serverless, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"template\" in metadata.", "Matched \"starter\" in metadata.", "Matched \"boilerplate\" 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": "2026-09-19T05:30:54.120Z" }, "metrics": { "project_id": "benlamiro/ShipGenAI", "stars_30d_delta": 100, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 87, "issue_first_response_median_hours": null, "recent_push_days": 86, "git_score": 22, "maintenance_score": 26, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-19T05:30:54.120Z" } } ], "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1213, "generated_at": "2026-09-20T07:00:38.710Z", "snapshot_id": "d1:1213:2026-09-20T06:31:12.202Z", "latest_synced_at": "2026-09-20T06:31:12.202Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }