{ "profile": "full", "query": { "q": "workflow automation ai", "ranking": "browse" }, "projects": [ { "project_id": "n8n-io/n8n", "repo": "n8n-io/n8n", "name": "n8n", "github_url": "https://github.com/n8n-io/n8n", "homepage_url": "https://n8n.io", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "ai", "apis", "automation", "cli", "data-flow", "development", "integration-framework", "integrations", "ipaas", "low-code", "low-code-platform", "mcp", "mcp-client", "mcp-server", "n8n", "no-code", "self-hosted", "typescript", "workflow", "workflow-automation" ], "description": "Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.", "overview": "Use n8n-io/n8n when the user needs a workflow automation project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "repo": "triggerdotdev/trigger.dev", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "repo": "coleam00/Archon", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "MCP" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: n8n is a workflow automation platform with AI capabilities, not an MCP server." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 205484, "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": 88, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 100, "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": "2026-09-21T03:01:13.628Z", "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 n8n-io/n8n when the user needs a workflow automation project with docker, local, cloud deployment options.", "purpose": "Use n8n-io/n8n when the user needs a workflow automation project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "repo": "triggerdotdev/trigger.dev", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "repo": "coleam00/Archon", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: n8n is a workflow automation platform with AI capabilities, not an MCP server." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-21T03:01:13.628Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-21T03:01:13.628Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-21T03:01:13.628Z" }, { "project_id": "langgenius/dify", "repo": "langgenius/dify", "name": "dify", "github_url": "https://github.com/langgenius/dify", "homepage_url": "https://dify.ai", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agent", "agentic-ai", "agentic-framework", "agentic-workflow", "ai", "automation", "claude", "deepseek", "genai", "gpt", "llm", "low-code", "mcp", "nextjs", "no-code", "openai", "python", "skills", "workflow" ], "description": "Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack.", "overview": "Use langgenius/dify when the user needs a workflow automation project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "n8n-io/n8n", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "repo": "triggerdotdev/trigger.dev", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "repo": "deepfounder-ai/castor", "reason": "Same workflow automation intent with rag, workflow overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: Dify is a production-ready agentic workflow development platform, not an MCP server." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 156656, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 10 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 81, "agent_score": 87, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 72, "deployment": 80, "popularity": 100, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 81, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-21T04:01:11.686Z", "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 langgenius/dify when the user needs a workflow automation project with docker, local, cloud deployment options.", "purpose": "Use langgenius/dify when the user needs a workflow automation project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "n8n-io/n8n", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "repo": "triggerdotdev/trigger.dev", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "repo": "deepfounder-ai/castor", "reason": "Same workflow automation intent with rag, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: Dify is a production-ready agentic workflow development platform, not an MCP server." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-21T04:01:11.686Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-21T04:01:11.686Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-21T04:01:11.686Z" }, { "project_id": "kestra-io/kestra", "repo": "kestra-io/kestra", "name": "kestra", "github_url": "https://github.com/kestra-io/kestra", "homepage_url": "https://go.kestra.io/home", "language": "Java", "license": "Apache-2.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "ai-agents", "automation", "control-plane", "data-engineering", "data-orchestration", "data-orchestrator", "devops", "etl", "hacktoberfest", "high-availability", "infra-automation", "infra-ops", "infrastructure-as-code", "java", "low-code", "orchestration", "pipeline", "pipeline-as-code", "scheduler", "workflow" ], "description": "Event Driven Orchestration & Scheduling Platform for Mission Critical Applications", "overview": "Use kestra-io/kestra when the user needs a workflow automation project with docker, kubernetes, serverless deployment options.", "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "triggerdotdev/trigger.dev", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "Pipelex/pipelex", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "kubernetes", "serverless", "local", "cloud" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 28193, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 86 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 53, "agent_score": 90, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 89, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-21T03:31:06.795Z", "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 kestra-io/kestra when the user needs a workflow automation project with docker, kubernetes, serverless deployment options.", "purpose": "Use kestra-io/kestra when the user needs a workflow automation project with docker, kubernetes, serverless deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "kubernetes", "serverless", "local", "cloud" ], "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "triggerdotdev/trigger.dev", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "Pipelex/pipelex", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-21T03:31:06.795Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-21T03:31:06.795Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-21T03:31:06.795Z" }, { "project_id": "apache/airflow", "repo": "apache/airflow", "name": "airflow", "github_url": "https://github.com/apache/airflow", "homepage_url": "https://airflow.apache.org/", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "airflow", "apache", "apache-airflow", "automation", "dag", "data-engineering", "data-integration", "data-orchestrator", "data-pipelines", "data-science", "elt", "etl", "machine-learning", "mlops", "orchestration", "python", "scheduler", "workflow", "workflow-engine", "workflow-orchestration" ], "description": "Apache Airflow - A platform to programmatically author, schedule, and monitor workflows", "overview": "Use apache/airflow when the user needs a workflow automation project with docker, kubernetes, library-only deployment options.", "alternatives": [ { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "PrefectHQ/prefect", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "dagster-io/dagster", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [], "deployments": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 46922, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 10 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 51, "agent_score": 90, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 72, "deployment": 100, "popularity": 93, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 81, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-21T03:31:12.989Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use apache/airflow when the user needs a workflow automation project with docker, kubernetes, library-only deployment options.", "purpose": "Use apache/airflow when the user needs a workflow automation project with docker, kubernetes, library-only deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "PrefectHQ/prefect", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "dagster-io/dagster", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-21T03:31:12.989Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-21T03:31:12.989Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-21T03:31:12.989Z" }, { "project_id": "Skyvern-AI/skyvern", "repo": "Skyvern-AI/skyvern", "name": "skyvern", "github_url": "https://github.com/Skyvern-AI/skyvern", "homepage_url": "https://www.skyvern.com", "language": "Python", "license": "AGPL-3.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "ai", "api", "automation", "browser", "browser-automation", "computer", "gpt", "llm", "playwright", "powerautomate", "puppeteer", "python", "rpa", "selenium", "vision", "workflow" ], "description": "Automate browser based workflows with AI", "overview": "Use Skyvern-AI/skyvern when the user needs a workflow automation project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "test-zeus-ai/testzeus-hercules", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "tinyfish-io/agentql", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "GautamVhavle/CatGPT-Gateway", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "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": 23038, "recent_commits": 100, "contributors": 91, "issue_response_time_hours": null, "release_frequency_180d": 29 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 51, "agent_score": 88, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 87, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T08:01:00.530Z", "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 Skyvern-AI/skyvern when the user needs a workflow automation project with docker, library-only, local deployment options.", "purpose": "Use Skyvern-AI/skyvern when the user needs a workflow automation project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "test-zeus-ai/testzeus-hercules", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "tinyfish-io/agentql", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "GautamVhavle/CatGPT-Gateway", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "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": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T08:01:00.530Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-20T08:01:00.530Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-20T08:01:00.530Z" }, { "project_id": "triggerdotdev/trigger.dev", "repo": "triggerdotdev/trigger.dev", "name": "trigger.dev", "github_url": "https://github.com/triggerdotdev/trigger.dev", "homepage_url": "https://trigger.dev/changelog", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "ai", "ai-agent-framework", "ai-agents", "automation", "background-jobs", "mcp", "mcp-server", "nextjs", "orchestration", "scheduler", "serverless", "workflow-automation", "workflows" ], "description": "Trigger.dev – build and deploy durable AI agents and workflows", "overview": "Use triggerdotdev/trigger.dev when the user needs a workflow automation project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "n8n-io/n8n", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "repo": "langgenius/dify", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "repo": "vmDeshpande/ai-agent-automation", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "kubernetes", "local" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override for triggerdotdev/trigger.dev." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 16355, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 61 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 51, "agent_score": 89, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 84, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-21T03:31:02.447Z", "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 triggerdotdev/trigger.dev when the user needs a workflow automation project with docker, vercel, serverless deployment options.", "purpose": "Use triggerdotdev/trigger.dev when the user needs a workflow automation project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "vercel", "serverless", "kubernetes", "local" ], "alternatives": [ { "repo": "n8n-io/n8n", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "repo": "langgenius/dify", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "repo": "vmDeshpande/ai-agent-automation", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override for triggerdotdev/trigger.dev." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-21T03:31:02.447Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-21T03:31:02.447Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-21T03:31:02.447Z" }, { "project_id": "PrefectHQ/prefect", "repo": "PrefectHQ/prefect", "name": "prefect", "github_url": "https://github.com/PrefectHQ/prefect", "homepage_url": "https://prefect.io", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "automation", "data", "data-engineering", "data-ops", "data-science", "infrastructure", "ml-ops", "observability", "orchestration", "pipeline", "prefect", "python", "workflow", "workflow-engine" ], "description": "Prefect is a workflow orchestration framework for building resilient data pipelines in Python.", "overview": "Use PrefectHQ/prefect when the user needs a workflow automation project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "apache/airflow", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "vstorm-co/agentcanvas", "reason": "Same workflow automation intent with observability, workflow overlap." } ], "related": [], "dependencies": [], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 23884, "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": 50, "agent_score": 88, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 88, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-21T03:31:09.037Z", "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 PrefectHQ/prefect when the user needs a workflow automation project with docker, library-only, local deployment options.", "purpose": "Use PrefectHQ/prefect when the user needs a workflow automation project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "apache/airflow", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "vstorm-co/agentcanvas", "reason": "Same workflow automation intent with observability, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-21T03:31:09.037Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-21T03:31:09.037Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-21T03:31:09.037Z" }, { "project_id": "coleam00/Archon", "repo": "coleam00/Archon", "name": "Archon", "github_url": "https://github.com/coleam00/Archon", "homepage_url": "https://archon.diy", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "ai", "automation", "bun", "claude", "cli", "coding-assistant", "developer-tools", "typescript", "workflow-engine", "yaml" ], "description": "The first open-source harness builder for AI coding. Make AI coding deterministic and repeatable.", "overview": "Use coleam00/Archon when the user needs a workflow automation project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "n8n-io/n8n", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "vmDeshpande/ai-agent-automation", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [], "deployments": [ "docker", "local", "cloud" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "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": 23513, "recent_commits": 100, "contributors": 65, "issue_response_time_hours": null, "release_frequency_180d": 22 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 48, "agent_score": 85, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 72, "deployment": 80, "popularity": 87, "community": 100 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 81, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-21T06:01:06.009Z", "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 coleam00/Archon when the user needs a workflow automation project with docker, local, cloud deployment options.", "purpose": "Use coleam00/Archon when the user needs a workflow automation project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "n8n-io/n8n", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "vmDeshpande/ai-agent-automation", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-21T06:01:06.009Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-21T06:01:06.009Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-21T06:01:06.009Z" }, { "project_id": "dagster-io/dagster", "repo": "dagster-io/dagster", "name": "dagster", "github_url": "https://github.com/dagster-io/dagster", "homepage_url": "https://dagster.io", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "analytics", "dagster", "data-engineering", "data-integration", "data-orchestrator", "data-pipelines", "data-science", "etl", "metadata", "mlops", "orchestration", "python", "scheduler", "workflow", "workflow-automation" ], "description": "An orchestration platform for the development, production, and observation of data assets.", "overview": "Use dagster-io/dagster when the user needs a workflow automation project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "microsoft/agent-framework", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "apache/airflow", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "PrefectHQ/prefect", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 16187, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 26 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 48, "agent_score": 87, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 75, "deployment": 90, "popularity": 84, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 83, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-21T03:31:10.959Z", "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 dagster-io/dagster when the user needs a workflow automation project with docker, library-only, local deployment options.", "purpose": "Use dagster-io/dagster when the user needs a workflow automation project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "microsoft/agent-framework", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "apache/airflow", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "PrefectHQ/prefect", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-21T03:31:10.959Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-21T03:31:10.959Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-21T03:31:10.959Z" }, { "project_id": "conductor-oss/conductor", "repo": "conductor-oss/conductor", "name": "conductor", "github_url": "https://github.com/conductor-oss/conductor", "homepage_url": "https://docs.conductor-oss.org/", "language": "Java", "license": "Apache-2.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "distributed-systems", "durable-execution", "grpc", "java", "javascript", "microservice-orchestration", "orchestration-engine", "orchestrator", "reactjs", "spring-boot", "workflow-automation", "workflow-engine", "workflow-management", "workflows" ], "description": "Conductor is an event driven agentic workflow engine providing durable and highly resilient execution engine for applications and AI Agents", "overview": "Use conductor-oss/conductor when the user needs a workflow automation project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "kestra-io/kestra", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "camunda/camunda", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "growthxai/output", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" 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: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 32212, "recent_commits": 53, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 15 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 42, "agent_score": 87, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 69, "deployment": 90, "popularity": 90, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 79, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-21T04:01:07.812Z", "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 conductor-oss/conductor when the user needs a workflow automation project with docker, library-only, local deployment options.", "purpose": "Use conductor-oss/conductor when the user needs a workflow automation project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "kestra-io/kestra", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "camunda/camunda", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "growthxai/output", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" 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: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-21T04:01:07.812Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-21T04:01:07.812Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-21T04:01:07.812Z" }, { "project_id": "foryourhealth111-pixel/Vibe-Skills", "repo": "foryourhealth111-pixel/Vibe-Skills", "name": "Vibe-Skills", "github_url": "https://github.com/foryourhealth111-pixel/Vibe-Skills", "homepage_url": null, "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agent-framework", "agent-skills", "agentic-coding", "ai-agents", "ai-scientist", "ai-skills", "ai-workflow", "automation", "claude-code", "codex", "context-engineering", "developer-tools", "dsh-plugin", "llm", "multi-agent", "prompt-engineering", "skills", "vibe-coding", "vibecoding", "workflow-automation" ], "description": "Intelligent Skill routing and workflow orchestration for AI agents — +21.12 pp reward, −29.6% tokens on SkillsBench with DeepSeekV4Flash-VE.", "overview": "Use foryourhealth111-pixel/Vibe-Skills when the user needs a workflow automation project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "microsoft/agent-framework", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 3330, "recent_commits": 21, "contributors": 9, "issue_response_time_hours": null, "release_frequency_180d": 16 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 38, "agent_score": 67, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 40, "deployment": 80, "popularity": 70, "community": 54 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 56, "documentation": 92, "stability": 100, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-17T22:54:00.119Z", "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 foryourhealth111-pixel/Vibe-Skills when the user needs a workflow automation project with library-only, local, cloud deployment options.", "purpose": "Use foryourhealth111-pixel/Vibe-Skills when the user needs a workflow automation project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "microsoft/agent-framework", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: 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": "2026-09-17T22:54:00.119Z", "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": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-17T22:54:00.119Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-17T22:54:00.119Z" }, { "project_id": "Pipelex/pipelex", "repo": "Pipelex/pipelex", "name": "pipelex", "github_url": "https://github.com/Pipelex/pipelex", "homepage_url": "https://pipelex.com", "language": "Python", "license": "NOASSERTION", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agents", "ai", "automation", "dsl", "language", "llm", "orchestration", "pipeline", "workflows" ], "description": "Declarative language for composable Al workflows. Devtool for agents and mere humans.", "overview": "Use Pipelex/pipelex when the user needs a workflow automation project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "openai/openai-agents-python", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "microsoft/agent-framework", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 852, "recent_commits": 97, "contributors": 6, "issue_response_time_hours": null, "release_frequency_180d": 69 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 34, "agent_score": 68, "score": 88, "agent_score_breakdown": { "documentation": 90, "maintenance": 57, "deployment": 80, "popularity": 59, "community": 51 }, "git_top_score": 88, "git_top_score_breakdown": { "community": 89, "maintenance": 71, "documentation": 92, "stability": 100, "adoption": 83, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T18:31:03.995Z", "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 Pipelex/pipelex when the user needs a workflow automation project with library-only, local, cloud deployment options.", "purpose": "Use Pipelex/pipelex when the user needs a workflow automation project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "openai/openai-agents-python", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "microsoft/agent-framework", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "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": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T18:31:03.995Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-20T18:31:03.995Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-20T18:31:03.995Z" }, { "project_id": "ohdearquant/lionagi", "repo": "ohdearquant/lionagi", "name": "lionagi", "github_url": "https://github.com/ohdearquant/lionagi", "homepage_url": "https://khive.ai", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agents", "ai", "automation", "data", "llm", "machine-learning", "workflow" ], "description": "An intelligence orchestra", "overview": "Use ohdearquant/lionagi when the user needs a workflow automation project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "openai/openai-agents-python", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 408, "recent_commits": 70, "contributors": 16, "issue_response_time_hours": null, "release_frequency_180d": 53 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 29, "agent_score": 70, "score": 87, "agent_score_breakdown": { "documentation": 90, "maintenance": 53, "deployment": 90, "popularity": 52, "community": 61 }, "git_top_score": 87, "git_top_score_breakdown": { "community": 100, "maintenance": 68, "documentation": 92, "stability": 90, "adoption": 77, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-16T01:31:04.366Z", "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 ohdearquant/lionagi when the user needs a workflow automation project with docker, library-only, local deployment options.", "purpose": "Use ohdearquant/lionagi when the user needs a workflow automation project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "openai/openai-agents-python", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-16T01:31:04.366Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-16T01:31:04.366Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-16T01:31:04.366Z" }, { "project_id": "zosmaai/zosma-cowork", "repo": "zosmaai/zosma-cowork", "name": "zosma-cowork", "github_url": "https://github.com/zosmaai/zosma-cowork", "homepage_url": "https://www.zosma.ai/zosma-cowork", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agent", "agent-platform", "ai-agent", "ai-assistant", "coding-agent", "desktop-app", "developer-tools", "local-first", "open-source", "pi", "pi-coding-agent", "self-hosted", "tauri", "team-collaboration", "typescript", "workflow-automation" ], "description": "A web-based AI workspace with a local execution daemon, with an emerging control-plane architecture for remotely operating AI coworkers across machines.", "overview": "Use zosmaai/zosma-cowork when the user needs a workflow automation project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "n8n-io/n8n", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "coleam00/Archon", "reason": "Same workflow automation intent with coding_agent, workflow overlap." }, { "repo": "linghungegeg/Linghun", "reason": "Same workflow automation intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 117, "recent_commits": 77, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 63 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 28, "agent_score": 64, "score": 82, "agent_score_breakdown": { "documentation": 90, "maintenance": 54, "deployment": 80, "popularity": 41, "community": 49 }, "git_top_score": 82, "git_top_score_breakdown": { "community": 75, "maintenance": 69, "documentation": 92, "stability": 100, "adoption": 58, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-14T19:31:06.762Z", "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 zosmaai/zosma-cowork when the user needs a workflow automation project with library-only, local, cloud deployment options.", "purpose": "Use zosmaai/zosma-cowork when the user needs a workflow automation project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "n8n-io/n8n", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "coleam00/Archon", "reason": "Same workflow automation intent with coding_agent, workflow overlap." }, { "repo": "linghungegeg/Linghun", "reason": "Same workflow automation intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-14T19:31:06.762Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-14T19:31:06.762Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-14T19:31:06.762Z" }, { "project_id": "babyvibe/deplao-builder", "repo": "babyvibe/deplao-builder", "name": "deplao-builder", "github_url": "https://github.com/babyvibe/deplao-builder", "homepage_url": "https://deplaoapp.com/", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "9router", "ai", "automation", "crm", "erp", "facebook", "fbchat-v2", "marketing", "pos", "scan-data-facebook", "telegram", "telegrambot", "workflow-automation", "workspace", "zalo", "zalo-personal", "zca-js" ], "description": "App Desktop integration Zalo, Facebook & Telegram personal for Multi-Account management, CRM, Marketing, POS, ERP, Workflow and AI Assistant integration. Built on top of zca-js, fbchat-v2.", "overview": "Use babyvibe/deplao-builder when the user needs a workflow automation project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "n8n-io/n8n", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "vmDeshpande/ai-agent-automation", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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": [ "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": 236, "recent_commits": 21, "contributors": 3, "issue_response_time_hours": null, "release_frequency_180d": 30 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 23, "agent_score": 63, "score": 81, "agent_score_breakdown": { "documentation": 90, "maintenance": 45, "deployment": 80, "popularity": 47, "community": 48 }, "git_top_score": 81, "git_top_score_breakdown": { "community": 75, "maintenance": 59, "documentation": 92, "stability": 100, "adoption": 74, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T19:30:59.640Z", "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 babyvibe/deplao-builder when the user needs a workflow automation project with library-only, local, cloud deployment options.", "purpose": "Use babyvibe/deplao-builder when the user needs a workflow automation project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "n8n-io/n8n", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "vmDeshpande/ai-agent-automation", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T19:30:59.640Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-20T19:30:59.640Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-20T19:30:59.640Z" }, { "project_id": "vmDeshpande/ai-agent-automation", "repo": "vmDeshpande/ai-agent-automation", "name": "ai-agent-automation", "github_url": "https://github.com/vmDeshpande/ai-agent-automation", "homepage_url": null, "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "ai", "ai-agents", "automation", "developer-tools", "llm", "nextjs", "nodejs", "open-source", "react", "self-hosted", "workflow-automation" ], "description": "Modular AI agent workflow automation platform with schedulers, tools, and observability. https://vmdeshpande.github.io/ai-automation-platform-website/", "overview": "Use vmDeshpande/ai-agent-automation when the user needs a workflow automation project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "triggerdotdev/trigger.dev", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "TracecatHQ/tracecat", "reason": "Same workflow automation intent with observability, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 178, "recent_commits": 18, "contributors": 38, "issue_response_time_hours": null, "release_frequency_180d": 7 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 22, "agent_score": 69, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 42, "deployment": 90, "popularity": 45, "community": 83 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 100, "maintenance": 55, "documentation": 92, "stability": 100, "adoption": 69, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-16T02:00:55.166Z", "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 vmDeshpande/ai-agent-automation when the user needs a workflow automation project with docker, library-only, local deployment options.", "purpose": "Use vmDeshpande/ai-agent-automation when the user needs a workflow automation project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "triggerdotdev/trigger.dev", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "TracecatHQ/tracecat", "reason": "Same workflow automation intent with observability, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-16T02:00:55.166Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-16T02:00:55.166Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-16T02:00:55.166Z" }, { "project_id": "agent-sh/agentsys", "repo": "agent-sh/agentsys", "name": "agentsys", "github_url": "https://github.com/agent-sh/agentsys", "homepage_url": "https://agent-sh.github.io/agentsys/", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agent", "ai", "anthropic", "automation", "autonomous-agents", "claude", "claude-code", "cli", "code-review", "codex", "cursor", "devtools", "openai", "opencode", "plugins", "productivity", "skills", "slash-commands", "vibe-coding", "workflow" ], "description": "AI writes code. This automates everything else · 24 plugins · 49 agents · 44 skills · for Claude Code, OpenCode, Codex, Cursor, Kiro.", "overview": "Use agent-sh/agentsys when the user needs a workflow automation project with serverless, library-only, local deployment options.", "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "coleam00/Archon", "reason": "Same workflow automation intent with coding_agent, workflow overlap." }, { "repo": "foryourhealth111-pixel/Vibe-Skills", "reason": "Same workflow automation intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "serverless", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 986, "recent_commits": 4, "contributors": 7, "issue_response_time_hours": null, "release_frequency_180d": 21 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 21, "agent_score": 67, "score": 84, "agent_score_breakdown": { "documentation": 90, "maintenance": 41, "deployment": 90, "popularity": 60, "community": 52 }, "git_top_score": 84, "git_top_score_breakdown": { "community": 93, "maintenance": 43, "documentation": 92, "stability": 100, "adoption": 86, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T18:01:11.416Z", "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 agent-sh/agentsys when the user needs a workflow automation project with serverless, library-only, local deployment options.", "purpose": "Use agent-sh/agentsys when the user needs a workflow automation project with serverless, library-only, local deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "serverless", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "coleam00/Archon", "reason": "Same workflow automation intent with coding_agent, workflow overlap." }, { "repo": "foryourhealth111-pixel/Vibe-Skills", "reason": "Same workflow automation intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T18:01:11.416Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-20T18:01:11.416Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-20T18:01:11.416Z" }, { "project_id": "haunchen/n8n-skills", "repo": "haunchen/n8n-skills", "name": "n8n-skills", "github_url": "https://github.com/haunchen/n8n-skills", "homepage_url": "https://n8n-skills.frankchen.tw", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "automation", "claude", "n8n", "n8n-skills", "n8n-workflow", "skills" ], "description": "Designed specifically for AI assistants, the n8n Workflow Automation Skills Suite.", "overview": "Use haunchen/n8n-skills when the user needs a workflow automation project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "n8n-io/n8n", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "coleam00/Archon", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "Dong90/oh-my-taiyiforge", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 399, "recent_commits": 4, "contributors": 3, "issue_response_time_hours": null, "release_frequency_180d": 18 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 20, "agent_score": 63, "score": 78, "agent_score_breakdown": { "documentation": 90, "maintenance": 42, "deployment": 80, "popularity": 52, "community": 48 }, "git_top_score": 78, "git_top_score_breakdown": { "community": 77, "maintenance": 44, "documentation": 92, "stability": 100, "adoption": 72, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-14T19:03:45.988Z", "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 haunchen/n8n-skills when the user needs a workflow automation project with library-only, local, cloud deployment options.", "purpose": "Use haunchen/n8n-skills when the user needs a workflow automation project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "n8n-io/n8n", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "coleam00/Archon", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "Dong90/oh-my-taiyiforge", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-14T19:03:45.988Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-14T19:03:45.988Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-14T19:03:45.988Z" }, { "project_id": "microsoft/playwright", "repo": "microsoft/playwright", "name": "playwright", "github_url": "https://github.com/microsoft/playwright", "homepage_url": "https://playwright.dev", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "automation", "chrome", "chromium", "e2e-testing", "electron", "end-to-end-testing", "firefox", "javascript", "playwright", "test", "test-automation", "testing", "testing-tools", "web", "webkit" ], "description": "Playwright is a framework for Web Testing and Automation. It allows testing Chromium, Firefox and WebKit with a single API. ", "overview": "Use microsoft/playwright when the user needs a workflow automation project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "puppeteer/puppeteer", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "microsoft/playwright-python", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 96389, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 8 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 79, "agent_score": 86, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 68, "deployment": 80, "popularity": 100, "community": 100 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 78, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T08:01:15.198Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use microsoft/playwright when the user needs a workflow automation project with library-only, local, cloud deployment options.", "purpose": "Use microsoft/playwright when the user needs a workflow automation project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "puppeteer/puppeteer", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "microsoft/playwright-python", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T08:01:15.198Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-20T08:01:15.198Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-20T08:01:15.198Z" }, { "project_id": "Dong90/oh-my-taiyiforge", "repo": "Dong90/oh-my-taiyiforge", "name": "oh-my-taiyiforge", "github_url": "https://github.com/Dong90/oh-my-taiyiforge", "homepage_url": null, "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "ai", "automation", "claude", "code-generation", "codex", "developer-tools", "harness", "harness-engineering", "llm", "opencode", "plugin", "typescript", "workflow" ], "description": "AI workflow automation plugin for intelligent code generation with Claude/Codex", "overview": "Use Dong90/oh-my-taiyiforge when the user needs a workflow automation project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "n8n-io/n8n", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "smithersai/smithers", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 888, "recent_commits": 0, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 18 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 19, "agent_score": 65, "score": 79, "agent_score_breakdown": { "documentation": 90, "maintenance": 38, "deployment": 90, "popularity": 59, "community": 47 }, "git_top_score": 79, "git_top_score_breakdown": { "community": 77, "maintenance": 38, "documentation": 92, "stability": 100, "adoption": 78, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-16T08:01:00.953Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_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 Dong90/oh-my-taiyiforge when the user needs a workflow automation project with docker, library-only, local deployment options.", "purpose": "Use Dong90/oh-my-taiyiforge when the user needs a workflow automation project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "n8n-io/n8n", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "smithersai/smithers", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-16T08:01:00.953Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-16T08:01:00.953Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-16T08:01:00.953Z" } ], "knowledge": [ { "project": { "id": "n8n-io/n8n", "owner": "n8n-io", "name": "n8n", "full_name": "n8n-io/n8n", "github_url": "https://github.com/n8n-io/n8n", "homepage_url": "https://n8n.io", "description": "Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.", "language": "TypeScript", "topics": [ "ai", "apis", "automation", "cli", "data-flow", "development", "integration-framework", "integrations", "ipaas", "low-code", "low-code-platform", "mcp", "mcp-client", "mcp-server", "n8n", "no-code", "self-hosted", "typescript", "workflow", "workflow-automation" ], "license": "NOASSERTION", "stars": 205484, "forks": 60814, "open_issues": 1183, "default_branch": "master", "created_at": "2019-06-22T09:24:21Z", "updated_at": "2026-09-21T02:58:12Z", "pushed_at": "2026-09-21T00:52:45Z", "synced_at": "2026-09-21T03:01:13.628Z" }, "agent_card": { "project_id": "n8n-io/n8n", "project_kind": "project", "category": "workflow_automation", "difficulty": "intermediate", "deployment": [ "docker", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "langgenius/dify", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "project_id": "triggerdotdev/trigger.dev", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "project_id": "coleam00/Archon", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use n8n-io/n8n when the user needs a workflow automation project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: n8n is a workflow automation platform with AI capabilities, not an MCP server." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-21T03:01:13.628Z" }, "metrics": { "project_id": "n8n-io/n8n", "stars_30d_delta": 4085, "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": "2026-09-21T03:01:13.628Z" } }, { "project": { "id": "langgenius/dify", "owner": "langgenius", "name": "dify", "full_name": "langgenius/dify", "github_url": "https://github.com/langgenius/dify", "homepage_url": "https://dify.ai", "description": "Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack.", "language": "TypeScript", "topics": [ "agent", "agentic-ai", "agentic-framework", "agentic-workflow", "ai", "automation", "claude", "deepseek", "genai", "gpt", "llm", "low-code", "mcp", "nextjs", "no-code", "openai", "python", "skills", "workflow" ], "license": "NOASSERTION", "stars": 156656, "forks": 24702, "open_issues": 1085, "default_branch": "main", "created_at": "2023-04-12T07:40:24Z", "updated_at": "2026-09-21T03:55:32Z", "pushed_at": "2026-09-21T03:57:18Z", "synced_at": "2026-09-21T04:01:11.686Z" }, "agent_card": { "project_id": "langgenius/dify", "project_kind": "project", "category": "workflow_automation", "difficulty": "intermediate", "deployment": [ "docker", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "n8n-io/n8n", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "project_id": "triggerdotdev/trigger.dev", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "project_id": "deepfounder-ai/castor", "reason": "Same workflow automation intent with rag, workflow overlap." } ], "summary_for_agent": "Use langgenius/dify when the user needs a workflow automation project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: Dify is a production-ready agentic workflow development platform, not an MCP server." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-21T04:01:11.686Z" }, "metrics": { "project_id": "langgenius/dify", "stars_30d_delta": 3577, "commits_30d": 100, "releases_180d": 10, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 81, "maintenance_score": 72, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-21T04:01:11.686Z" } }, { "project": { "id": "kestra-io/kestra", "owner": "kestra-io", "name": "kestra", "full_name": "kestra-io/kestra", "github_url": "https://github.com/kestra-io/kestra", "homepage_url": "https://go.kestra.io/home", "description": "Event Driven Orchestration & Scheduling Platform for Mission Critical Applications", "language": "Java", "topics": [ "ai-agents", "automation", "control-plane", "data-engineering", "data-orchestration", "data-orchestrator", "devops", "etl", "hacktoberfest", "high-availability", "infra-automation", "infra-ops", "infrastructure-as-code", "java", "low-code", "orchestration", "pipeline", "pipeline-as-code", "scheduler", "workflow" ], "license": "Apache-2.0", "stars": 28193, "forks": 3005, "open_issues": 662, "default_branch": "develop", "created_at": "2019-08-24T13:56:15Z", "updated_at": "2026-09-21T03:28:44Z", "pushed_at": "2026-09-20T19:45:15Z", "synced_at": "2026-09-21T03:31:06.795Z" }, "agent_card": { "project_id": "kestra-io/kestra", "project_kind": "project", "category": "workflow_automation", "difficulty": "advanced", "deployment": [ "docker", "kubernetes", "serverless", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "triggerdotdev/trigger.dev", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "Pipelex/pipelex", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use kestra-io/kestra when the user needs a workflow automation project with docker, kubernetes, serverless deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "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": "2026-09-21T03:31:06.795Z" }, "metrics": { "project_id": "kestra-io/kestra", "stars_30d_delta": 325, "commits_30d": 100, "releases_180d": 86, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 53, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-21T03:31:06.795Z" } }, { "project": { "id": "apache/airflow", "owner": "apache", "name": "airflow", "full_name": "apache/airflow", "github_url": "https://github.com/apache/airflow", "homepage_url": "https://airflow.apache.org/", "description": "Apache Airflow - A platform to programmatically author, schedule, and monitor workflows", "language": "Python", "topics": [ "airflow", "apache", "apache-airflow", "automation", "dag", "data-engineering", "data-integration", "data-orchestrator", "data-pipelines", "data-science", "elt", "etl", "machine-learning", "mlops", "orchestration", "python", "scheduler", "workflow", "workflow-engine", "workflow-orchestration" ], "license": "Apache-2.0", "stars": 46922, "forks": 17884, "open_issues": 2117, "default_branch": "main", "created_at": "2015-04-13T18:04:58Z", "updated_at": "2026-09-21T03:27:02Z", "pushed_at": "2026-09-21T01:47:03Z", "synced_at": "2026-09-21T03:31:12.989Z" }, "agent_card": { "project_id": "apache/airflow", "project_kind": "project", "category": "workflow_automation", "difficulty": "intermediate", "deployment": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "PrefectHQ/prefect", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "dagster-io/dagster", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use apache/airflow when the user needs a workflow automation project with docker, kubernetes, library-only deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-21T03:31:12.989Z" }, "metrics": { "project_id": "apache/airflow", "stars_30d_delta": 361, "commits_30d": 100, "releases_180d": 10, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 51, "maintenance_score": 72, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-21T03:31:12.989Z" } }, { "project": { "id": "Skyvern-AI/skyvern", "owner": "Skyvern-AI", "name": "skyvern", "full_name": "Skyvern-AI/skyvern", "github_url": "https://github.com/Skyvern-AI/skyvern", "homepage_url": "https://www.skyvern.com", "description": "Automate browser based workflows with AI", "language": "Python", "topics": [ "ai", "api", "automation", "browser", "browser-automation", "computer", "gpt", "llm", "playwright", "powerautomate", "puppeteer", "python", "rpa", "selenium", "vision", "workflow" ], "license": "AGPL-3.0", "stars": 23038, "forks": 2167, "open_issues": 246, "default_branch": "main", "created_at": "2024-02-28T15:45:19Z", "updated_at": "2026-09-20T07:30:29Z", "pushed_at": "2026-09-20T00:51:42Z", "synced_at": "2026-09-20T08:01:00.530Z" }, "agent_card": { "project_id": "Skyvern-AI/skyvern", "project_kind": "project", "category": "workflow_automation", "difficulty": "advanced", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "test-zeus-ai/testzeus-hercules", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "project_id": "tinyfish-io/agentql", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "project_id": "GautamVhavle/CatGPT-Gateway", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use Skyvern-AI/skyvern when the user needs a workflow automation project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "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": "2026-09-20T08:01:00.530Z" }, "metrics": { "project_id": "Skyvern-AI/skyvern", "stars_30d_delta": 275, "commits_30d": 100, "releases_180d": 29, "contributors_90d": 91, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 51, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-20T08:01:00.530Z" } }, { "project": { "id": "triggerdotdev/trigger.dev", "owner": "triggerdotdev", "name": "trigger.dev", "full_name": "triggerdotdev/trigger.dev", "github_url": "https://github.com/triggerdotdev/trigger.dev", "homepage_url": "https://trigger.dev/changelog", "description": "Trigger.dev – build and deploy durable AI agents and workflows", "language": "TypeScript", "topics": [ "ai", "ai-agent-framework", "ai-agents", "automation", "background-jobs", "mcp", "mcp-server", "nextjs", "orchestration", "scheduler", "serverless", "workflow-automation", "workflows" ], "license": "Apache-2.0", "stars": 16355, "forks": 1465, "open_issues": 337, "default_branch": "main", "created_at": "2022-11-30T14:59:07Z", "updated_at": "2026-09-21T03:12:39Z", "pushed_at": "2026-09-20T18:39:08Z", "synced_at": "2026-09-21T03:31:02.447Z" }, "agent_card": { "project_id": "triggerdotdev/trigger.dev", "project_kind": "project", "category": "workflow_automation", "difficulty": "intermediate", "deployment": [ "docker", "vercel", "serverless", "kubernetes", "local" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "n8n-io/n8n", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "project_id": "langgenius/dify", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "project_id": "vmDeshpande/ai-agent-automation", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use triggerdotdev/trigger.dev when the user needs a workflow automation project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override for triggerdotdev/trigger.dev." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-21T03:31:02.447Z" }, "metrics": { "project_id": "triggerdotdev/trigger.dev", "stars_30d_delta": 275, "commits_30d": 100, "releases_180d": 61, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 51, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-21T03:31:02.447Z" } }, { "project": { "id": "PrefectHQ/prefect", "owner": "PrefectHQ", "name": "prefect", "full_name": "PrefectHQ/prefect", "github_url": "https://github.com/PrefectHQ/prefect", "homepage_url": "https://prefect.io", "description": "Prefect is a workflow orchestration framework for building resilient data pipelines in Python.", "language": "Python", "topics": [ "automation", "data", "data-engineering", "data-ops", "data-science", "infrastructure", "ml-ops", "observability", "orchestration", "pipeline", "prefect", "python", "workflow", "workflow-engine" ], "license": "Apache-2.0", "stars": 23884, "forks": 2532, "open_issues": 867, "default_branch": "main", "created_at": "2018-06-29T21:59:26Z", "updated_at": "2026-09-20T17:57:14Z", "pushed_at": "2026-09-20T09:16:02Z", "synced_at": "2026-09-21T03:31:09.037Z" }, "agent_card": { "project_id": "PrefectHQ/prefect", "project_kind": "project", "category": "workflow_automation", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "apache/airflow", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "vstorm-co/agentcanvas", "reason": "Same workflow automation intent with observability, workflow overlap." } ], "summary_for_agent": "Use PrefectHQ/prefect when the user needs a workflow automation project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-21T03:31:09.037Z" }, "metrics": { "project_id": "PrefectHQ/prefect", "stars_30d_delta": 235, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 50, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-09-21T03:31:09.037Z" } }, { "project": { "id": "coleam00/Archon", "owner": "coleam00", "name": "Archon", "full_name": "coleam00/Archon", "github_url": "https://github.com/coleam00/Archon", "homepage_url": "https://archon.diy", "description": "The first open-source harness builder for AI coding. Make AI coding deterministic and repeatable.", "language": "TypeScript", "topics": [ "ai", "automation", "bun", "claude", "cli", "coding-assistant", "developer-tools", "typescript", "workflow-engine", "yaml" ], "license": "MIT", "stars": 23513, "forks": 3476, "open_issues": 363, "default_branch": "dev", "created_at": "2025-02-07T21:04:12Z", "updated_at": "2026-09-21T03:42:01Z", "pushed_at": "2026-09-20T16:43:05Z", "synced_at": "2026-09-21T06:01:06.009Z" }, "agent_card": { "project_id": "coleam00/Archon", "project_kind": "project", "category": "workflow_automation", "difficulty": "advanced", "deployment": [ "docker", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "n8n-io/n8n", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "vmDeshpande/ai-agent-automation", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use coleam00/Archon when the user needs a workflow automation project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "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": "2026-09-21T06:01:06.009Z" }, "metrics": { "project_id": "coleam00/Archon", "stars_30d_delta": 277, "commits_30d": 100, "releases_180d": 22, "contributors_90d": 65, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 48, "maintenance_score": 72, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-21T06:01:06.009Z" } }, { "project": { "id": "dagster-io/dagster", "owner": "dagster-io", "name": "dagster", "full_name": "dagster-io/dagster", "github_url": "https://github.com/dagster-io/dagster", "homepage_url": "https://dagster.io", "description": "An orchestration platform for the development, production, and observation of data assets.", "language": "Python", "topics": [ "analytics", "dagster", "data-engineering", "data-integration", "data-orchestrator", "data-pipelines", "data-science", "etl", "metadata", "mlops", "orchestration", "python", "scheduler", "workflow", "workflow-automation" ], "license": "Apache-2.0", "stars": 16187, "forks": 2299, "open_issues": 2572, "default_branch": "master", "created_at": "2018-04-30T16:30:04Z", "updated_at": "2026-09-21T01:43:41Z", "pushed_at": "2026-09-18T01:02:57Z", "synced_at": "2026-09-21T03:31:10.959Z" }, "agent_card": { "project_id": "dagster-io/dagster", "project_kind": "project", "category": "workflow_automation", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "microsoft/agent-framework", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "apache/airflow", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "PrefectHQ/prefect", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use dagster-io/dagster when the user needs a workflow automation project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-21T03:31:10.959Z" }, "metrics": { "project_id": "dagster-io/dagster", "stars_30d_delta": 148, "commits_30d": 100, "releases_180d": 26, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 3, "git_score": 48, "maintenance_score": 75, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-21T03:31:10.959Z" } }, { "project": { "id": "conductor-oss/conductor", "owner": "conductor-oss", "name": "conductor", "full_name": "conductor-oss/conductor", "github_url": "https://github.com/conductor-oss/conductor", "homepage_url": "https://docs.conductor-oss.org/", "description": "Conductor is an event driven agentic workflow engine providing durable and highly resilient execution engine for applications and AI Agents", "language": "Java", "topics": [ "distributed-systems", "durable-execution", "grpc", "java", "javascript", "microservice-orchestration", "orchestration-engine", "orchestrator", "reactjs", "spring-boot", "workflow-automation", "workflow-engine", "workflow-management", "workflows" ], "license": "Apache-2.0", "stars": 32212, "forks": 1012, "open_issues": 253, "default_branch": "main", "created_at": "2023-12-08T06:06:09Z", "updated_at": "2026-09-20T14:45:35Z", "pushed_at": "2026-09-21T00:37:59Z", "synced_at": "2026-09-21T04:01:07.812Z" }, "agent_card": { "project_id": "conductor-oss/conductor", "project_kind": "project", "category": "workflow_automation", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "kestra-io/kestra", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "camunda/camunda", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "growthxai/output", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use conductor-oss/conductor when the user needs a workflow automation project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" 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: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-21T04:01:07.812Z" }, "metrics": { "project_id": "conductor-oss/conductor", "stars_30d_delta": 109, "commits_30d": 53, "releases_180d": 15, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 42, "maintenance_score": 69, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-21T04:01:07.812Z" } }, { "project": { "id": "foryourhealth111-pixel/Vibe-Skills", "owner": "foryourhealth111-pixel", "name": "Vibe-Skills", "full_name": "foryourhealth111-pixel/Vibe-Skills", "github_url": "https://github.com/foryourhealth111-pixel/Vibe-Skills", "homepage_url": null, "description": "Intelligent Skill routing and workflow orchestration for AI agents — +21.12 pp reward, −29.6% tokens on SkillsBench with DeepSeekV4Flash-VE.", "language": "Python", "topics": [ "agent-framework", "agent-skills", "agentic-coding", "ai-agents", "ai-scientist", "ai-skills", "ai-workflow", "automation", "claude-code", "codex", "context-engineering", "developer-tools", "dsh-plugin", "llm", "multi-agent", "prompt-engineering", "skills", "vibe-coding", "vibecoding", "workflow-automation" ], "license": "Apache-2.0", "stars": 3330, "forks": 288, "open_issues": 42, "default_branch": "main", "created_at": "2026-02-22T13:51:44Z", "updated_at": "2026-09-17T21:18:23Z", "pushed_at": "2026-08-31T13:52:09Z", "synced_at": "2026-09-17T22:54:00.119Z" }, "agent_card": { "project_id": "foryourhealth111-pixel/Vibe-Skills", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "microsoft/agent-framework", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use foryourhealth111-pixel/Vibe-Skills when the user needs a workflow automation project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-17T22:54:00.119Z" }, "metrics": { "project_id": "foryourhealth111-pixel/Vibe-Skills", "stars_30d_delta": 568, "commits_30d": 21, "releases_180d": 16, "contributors_90d": 9, "issue_first_response_median_hours": null, "recent_push_days": 17, "git_score": 38, "maintenance_score": 40, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-17T22:54:00.119Z" } }, { "project": { "id": "Pipelex/pipelex", "owner": "Pipelex", "name": "pipelex", "full_name": "Pipelex/pipelex", "github_url": "https://github.com/Pipelex/pipelex", "homepage_url": "https://pipelex.com", "description": "Declarative language for composable Al workflows. Devtool for agents and mere humans.", "language": "Python", "topics": [ "agents", "ai", "automation", "dsl", "language", "llm", "orchestration", "pipeline", "workflows" ], "license": "NOASSERTION", "stars": 852, "forks": 75, "open_issues": 23, "default_branch": "main", "created_at": "2025-05-26T07:21:34Z", "updated_at": "2026-09-20T17:11:29Z", "pushed_at": "2026-09-20T17:12:37Z", "synced_at": "2026-09-20T18:31:03.995Z" }, "agent_card": { "project_id": "Pipelex/pipelex", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "openai/openai-agents-python", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "microsoft/agent-framework", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use Pipelex/pipelex when the user needs a workflow automation project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-20T18:31:03.995Z" }, "metrics": { "project_id": "Pipelex/pipelex", "stars_30d_delta": 130, "commits_30d": 97, "releases_180d": 69, "contributors_90d": 6, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 34, "maintenance_score": 57, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-20T18:31:03.995Z" } }, { "project": { "id": "ohdearquant/lionagi", "owner": "ohdearquant", "name": "lionagi", "full_name": "ohdearquant/lionagi", "github_url": "https://github.com/ohdearquant/lionagi", "homepage_url": "https://khive.ai", "description": "An intelligence orchestra", "language": "Python", "topics": [ "agents", "ai", "automation", "data", "llm", "machine-learning", "workflow" ], "license": "Apache-2.0", "stars": 408, "forks": 81, "open_issues": 200, "default_branch": "main", "created_at": "2023-10-17T03:10:02Z", "updated_at": "2026-09-13T11:14:42Z", "pushed_at": "2026-09-09T07:32:49Z", "synced_at": "2026-09-16T01:31:04.366Z" }, "agent_card": { "project_id": "ohdearquant/lionagi", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "openai/openai-agents-python", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use ohdearquant/lionagi when the user needs a workflow automation project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-16T01:31:04.366Z" }, "metrics": { "project_id": "ohdearquant/lionagi", "stars_30d_delta": 6, "commits_30d": 70, "releases_180d": 53, "contributors_90d": 16, "issue_first_response_median_hours": null, "recent_push_days": 6, "git_score": 29, "maintenance_score": 53, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-16T01:31:04.366Z" } }, { "project": { "id": "zosmaai/zosma-cowork", "owner": "zosmaai", "name": "zosma-cowork", "full_name": "zosmaai/zosma-cowork", "github_url": "https://github.com/zosmaai/zosma-cowork", "homepage_url": "https://www.zosma.ai/zosma-cowork", "description": "A web-based AI workspace with a local execution daemon, with an emerging control-plane architecture for remotely operating AI coworkers across machines.", "language": "TypeScript", "topics": [ "agent", "agent-platform", "ai-agent", "ai-assistant", "coding-agent", "desktop-app", "developer-tools", "local-first", "open-source", "pi", "pi-coding-agent", "self-hosted", "tauri", "team-collaboration", "typescript", "workflow-automation" ], "license": "MIT", "stars": 117, "forks": 19, "open_issues": 0, "default_branch": "main", "created_at": "2026-04-28T03:07:04Z", "updated_at": "2026-09-14T18:41:05Z", "pushed_at": "2026-09-14T18:41:08Z", "synced_at": "2026-09-14T19:31:06.762Z" }, "agent_card": { "project_id": "zosmaai/zosma-cowork", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "n8n-io/n8n", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "coleam00/Archon", "reason": "Same workflow automation intent with coding_agent, workflow overlap." }, { "project_id": "linghungegeg/Linghun", "reason": "Same workflow automation intent with coding_agent, workflow overlap." } ], "summary_for_agent": "Use zosmaai/zosma-cowork when the user needs a workflow automation project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-14T19:31:06.762Z" }, "metrics": { "project_id": "zosmaai/zosma-cowork", "stars_30d_delta": 11, "commits_30d": 77, "releases_180d": 63, "contributors_90d": 4, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 28, "maintenance_score": 54, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-14T19:31:06.762Z" } }, { "project": { "id": "babyvibe/deplao-builder", "owner": "babyvibe", "name": "deplao-builder", "full_name": "babyvibe/deplao-builder", "github_url": "https://github.com/babyvibe/deplao-builder", "homepage_url": "https://deplaoapp.com/", "description": "App Desktop integration Zalo, Facebook & Telegram personal for Multi-Account management, CRM, Marketing, POS, ERP, Workflow and AI Assistant integration. Built on top of zca-js, fbchat-v2.", "language": "TypeScript", "topics": [ "9router", "ai", "automation", "crm", "erp", "facebook", "fbchat-v2", "marketing", "pos", "scan-data-facebook", "telegram", "telegrambot", "workflow-automation", "workspace", "zalo", "zalo-personal", "zca-js" ], "license": "MIT", "stars": 236, "forks": 142, "open_issues": 16, "default_branch": "main", "created_at": "2026-03-28T03:06:51Z", "updated_at": "2026-09-20T16:49:14Z", "pushed_at": "2026-09-20T16:49:10Z", "synced_at": "2026-09-20T19:30:59.640Z" }, "agent_card": { "project_id": "babyvibe/deplao-builder", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "n8n-io/n8n", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "vmDeshpande/ai-agent-automation", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use babyvibe/deplao-builder when the user needs a workflow automation project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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": [ "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": "2026-09-20T19:30:59.640Z" }, "metrics": { "project_id": "babyvibe/deplao-builder", "stars_30d_delta": 27, "commits_30d": 21, "releases_180d": 30, "contributors_90d": 3, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 23, "maintenance_score": 45, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-20T19:30:59.640Z" } }, { "project": { "id": "vmDeshpande/ai-agent-automation", "owner": "vmDeshpande", "name": "ai-agent-automation", "full_name": "vmDeshpande/ai-agent-automation", "github_url": "https://github.com/vmDeshpande/ai-agent-automation", "homepage_url": null, "description": "Modular AI agent workflow automation platform with schedulers, tools, and observability. https://vmdeshpande.github.io/ai-automation-platform-website/", "language": "TypeScript", "topics": [ "ai", "ai-agents", "automation", "developer-tools", "llm", "nextjs", "nodejs", "open-source", "react", "self-hosted", "workflow-automation" ], "license": "Apache-2.0", "stars": 178, "forks": 99, "open_issues": 14, "default_branch": "main", "created_at": "2025-11-19T08:42:55Z", "updated_at": "2026-09-14T20:58:32Z", "pushed_at": "2026-09-12T14:50:12Z", "synced_at": "2026-09-16T02:00:55.166Z" }, "agent_card": { "project_id": "vmDeshpande/ai-agent-automation", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "triggerdotdev/trigger.dev", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "TracecatHQ/tracecat", "reason": "Same workflow automation intent with observability, workflow overlap." } ], "summary_for_agent": "Use vmDeshpande/ai-agent-automation when the user needs a workflow automation project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-16T02:00:55.166Z" }, "metrics": { "project_id": "vmDeshpande/ai-agent-automation", "stars_30d_delta": 3, "commits_30d": 18, "releases_180d": 7, "contributors_90d": 38, "issue_first_response_median_hours": null, "recent_push_days": 3, "git_score": 22, "maintenance_score": 42, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-16T02:00:55.166Z" } }, { "project": { "id": "agent-sh/agentsys", "owner": "agent-sh", "name": "agentsys", "full_name": "agent-sh/agentsys", "github_url": "https://github.com/agent-sh/agentsys", "homepage_url": "https://agent-sh.github.io/agentsys/", "description": "AI writes code. This automates everything else · 24 plugins · 49 agents · 44 skills · for Claude Code, OpenCode, Codex, Cursor, Kiro.", "language": "JavaScript", "topics": [ "agent", "ai", "anthropic", "automation", "autonomous-agents", "claude", "claude-code", "cli", "code-review", "codex", "cursor", "devtools", "openai", "opencode", "plugins", "productivity", "skills", "slash-commands", "vibe-coding", "workflow" ], "license": "MIT", "stars": 986, "forks": 115, "open_issues": 0, "default_branch": "main", "created_at": "2026-01-15T09:33:05Z", "updated_at": "2026-09-20T04:58:17Z", "pushed_at": "2026-09-13T23:41:30Z", "synced_at": "2026-09-20T18:01:11.416Z" }, "agent_card": { "project_id": "agent-sh/agentsys", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "deployment": [ "serverless", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "coleam00/Archon", "reason": "Same workflow automation intent with coding_agent, workflow overlap." }, { "project_id": "foryourhealth111-pixel/Vibe-Skills", "reason": "Same workflow automation intent with coding_agent, workflow overlap." } ], "summary_for_agent": "Use agent-sh/agentsys when the user needs a workflow automation project with serverless, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-20T18:01:11.416Z" }, "metrics": { "project_id": "agent-sh/agentsys", "stars_30d_delta": 19, "commits_30d": 4, "releases_180d": 21, "contributors_90d": 7, "issue_first_response_median_hours": null, "recent_push_days": 6, "git_score": 21, "maintenance_score": 41, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-20T18:01:11.416Z" } }, { "project": { "id": "haunchen/n8n-skills", "owner": "haunchen", "name": "n8n-skills", "full_name": "haunchen/n8n-skills", "github_url": "https://github.com/haunchen/n8n-skills", "homepage_url": "https://n8n-skills.frankchen.tw", "description": "Designed specifically for AI assistants, the n8n Workflow Automation Skills Suite.", "language": "TypeScript", "topics": [ "automation", "claude", "n8n", "n8n-skills", "n8n-workflow", "skills" ], "license": "NOASSERTION", "stars": 399, "forks": 28, "open_issues": 0, "default_branch": "main", "created_at": "2025-10-31T11:41:48Z", "updated_at": "2026-09-13T08:38:18Z", "pushed_at": "2026-09-13T08:44:16Z", "synced_at": "2026-09-14T19:03:45.988Z" }, "agent_card": { "project_id": "haunchen/n8n-skills", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "n8n-io/n8n", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "coleam00/Archon", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "Dong90/oh-my-taiyiforge", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use haunchen/n8n-skills when the user needs a workflow automation project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-14T19:03:45.988Z" }, "metrics": { "project_id": "haunchen/n8n-skills", "stars_30d_delta": 13, "commits_30d": 4, "releases_180d": 18, "contributors_90d": 3, "issue_first_response_median_hours": null, "recent_push_days": 1, "git_score": 20, "maintenance_score": 42, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-14T19:03:45.988Z" } }, { "project": { "id": "microsoft/playwright", "owner": "microsoft", "name": "playwright", "full_name": "microsoft/playwright", "github_url": "https://github.com/microsoft/playwright", "homepage_url": "https://playwright.dev", "description": "Playwright is a framework for Web Testing and Automation. It allows testing Chromium, Firefox and WebKit with a single API. ", "language": "TypeScript", "topics": [ "automation", "chrome", "chromium", "e2e-testing", "electron", "end-to-end-testing", "firefox", "javascript", "playwright", "test", "test-automation", "testing", "testing-tools", "web", "webkit" ], "license": "Apache-2.0", "stars": 96389, "forks": 6470, "open_issues": 202, "default_branch": "main", "created_at": "2019-11-15T18:32:42Z", "updated_at": "2026-09-20T07:54:44Z", "pushed_at": "2026-09-20T01:47:13Z", "synced_at": "2026-09-20T08:01:15.198Z" }, "agent_card": { "project_id": "microsoft/playwright", "project_kind": "project", "category": "workflow_automation", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "project_id": "puppeteer/puppeteer", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "project_id": "microsoft/playwright-python", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use microsoft/playwright when the user needs a workflow automation project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-20T08:01:15.198Z" }, "metrics": { "project_id": "microsoft/playwright", "stars_30d_delta": 1566, "commits_30d": 100, "releases_180d": 8, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 79, "maintenance_score": 68, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-20T08:01:15.198Z" } }, { "project": { "id": "Dong90/oh-my-taiyiforge", "owner": "Dong90", "name": "oh-my-taiyiforge", "full_name": "Dong90/oh-my-taiyiforge", "github_url": "https://github.com/Dong90/oh-my-taiyiforge", "homepage_url": null, "description": "AI workflow automation plugin for intelligent code generation with Claude/Codex", "language": "TypeScript", "topics": [ "ai", "automation", "claude", "code-generation", "codex", "developer-tools", "harness", "harness-engineering", "llm", "opencode", "plugin", "typescript", "workflow" ], "license": "MIT", "stars": 888, "forks": 22, "open_issues": 5, "default_branch": "main", "created_at": "2026-06-05T02:25:33Z", "updated_at": "2026-09-15T14:42:58Z", "pushed_at": "2026-09-07T01:09:41Z", "synced_at": "2026-09-16T08:01:00.953Z" }, "agent_card": { "project_id": "Dong90/oh-my-taiyiforge", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "n8n-io/n8n", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "smithersai/smithers", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use Dong90/oh-my-taiyiforge when the user needs a workflow automation project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-16T08:01:00.953Z" }, "metrics": { "project_id": "Dong90/oh-my-taiyiforge", "stars_30d_delta": 0, "commits_30d": 0, "releases_180d": 18, "contributors_90d": 2, "issue_first_response_median_hours": null, "recent_push_days": 9, "git_score": 19, "maintenance_score": 38, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-16T08:01:00.953Z" } } ], "search": { "applied_filters": { "q": "workflow automation ai" }, "known_filter_values": { "category": [ "agent_framework", "ai_app_template", "ai_observability", "browser_agent", "coding_agent", "llm_eval", "llm_gateway", "local_llm_runtime", "mcp_server", "prompt_tooling", "rag_framework", "vector_database", "workflow_automation" ], "deployment": [ "cloud", "cloudflare", "docker", "kubernetes", "library_only", "local", "serverless", "vercel" ], "difficulty": [ "advanced", "beginner", "intermediate" ], "language": [ "C", "C#", "C++", "Clojure", "Dart", "Dockerfile", "Elixir", "Go", "Go Template", "Haskell", "HTML", "Java", "JavaScript", "Jupyter Notebook", "Kotlin", "Lua", "MDX", "Nix", "OCaml", "Pascal", "PHP", "PowerShell", "Python", "QML", "ReScript", "Ruby", "Rust", "Shell", "Svelte", "Swift", "TeX", "TypeScript", "Wolfram Language", "Zig" ], "project_kind": [ "project", "collection" ], "min_confidence": [ "low", "medium", "high" ], "cloudflare_ready": [ false, true ] } }, "page": { "offset": 0, "limit": 20, "has_more": true, "next_cursor": "eyJ2IjoxLCJzIjoiZDE6MTIxMzoyMDI2LTA5LTIxVDA3OjMxOjExLjQ4MloiLCJxIjoiYjIzMDRhYjRlZTVjZTZmODhkNTY5MDI5IiwibyI6MjB9", "snapshot_id": "d1:1213:2026-09-21T07:31:11.482Z" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1213, "generated_at": "2026-09-21T07:43:11.052Z", "snapshot_id": "d1:1213:2026-09-21T07:31:11.482Z", "latest_synced_at": "2026-09-21T07:31:11.482Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }