{ "project": { "project_id": "karanb192/awesome-claude-skills", "repo": "karanb192/awesome-claude-skills", "name": "awesome-claude-skills", "github_url": "https://github.com/karanb192/awesome-claude-skills", "homepage_url": null, "language": null, "license": "MIT", "project_kind": "collection", "collection_metadata": { "scope": "awesome_list", "curated": true, "estimated_items": 100, "freshness": "active" }, "category": [ "workflow_automation" ], "tags": [ "agent-skills", "ai", "anthropic", "anthropic-claude", "artifical-intelligence", "automation", "awesome", "awesome-list", "claude", "claude-ai", "claude-code", "claude-code-skills", "claude-skills", "debugging", "development-tools", "llm", "productivity", "skills", "tdd" ], "description": "🎯 The definitive collection of 50+ verified Awesome Claude Skills for Claude Code, Claude.ai, and API. Boost productivity with TDD, debugging, git workflows, document processing, and more. Community-driven, actively maintained.", "overview": "Use karanb192/awesome-claude-skills when the user needs a curated workflow automation resource collection with local, cloud usage paths.", "alternatives": [], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 452, "recent_commits": 17, "contributors": 16, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 10, "agent_score": 59, "score": 73, "agent_score_breakdown": { "documentation": 90, "maintenance": 23, "deployment": 70, "popularity": 53, "community": 61 }, "git_top_score": 73, "git_top_score_breakdown": { "community": 100, "maintenance": 29, "documentation": 92, "stability": 60, "adoption": 81, "agent_readability": 90 }, "summary": { "tl_dr": "Use karanb192/awesome-claude-skills when the user needs a curated workflow automation resource collection with local, cloud usage paths.", "purpose": "Use karanb192/awesome-claude-skills when the user needs a curated workflow automation resource collection with local, cloud usage paths.", "install": "Reference collection; there is no direct install step.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "single-step utilities", "stateless examples" ], "deployment": [ "local", "cloud" ], "alternatives": [] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "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" ], "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta.", "Collection/resource hub; not a single installable runtime." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-05T08:00:10.967Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta.", "Collection/resource hub; not a single installable runtime." ], "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" ], "last_verified_at": "2026-08-05T08:00:10.967Z" }, "related": [ { "project_id": "hesreallyhim/awesome-claude-code", "repo": "hesreallyhim/awesome-claude-code", "name": "awesome-claude-code", "github_url": "https://github.com/hesreallyhim/awesome-claude-code", "homepage_url": null, "language": "Python", "license": "NOASSERTION", "project_kind": "collection", "collection_metadata": { "scope": "awesome_list", "curated": true, "estimated_items": 100, "freshness": "active" }, "category": [ "workflow_automation" ], "tags": [ "agent-skills", "agentic-code", "agentic-coding", "ai-workflow-optimization", "ai-workflows", "anthropic", "anthropic-claude", "awesome", "awesome-claude-code", "awesome-list", "awesome-lists", "awesome-resources", "claude", "claude-code", "coding-agent", "coding-agents", "coding-assistant", "coding-assistants", "llm" ], "description": "A hand-picked collection of the finest of resources for the most awesome of agents, Claude Code, the undisputed champion of coding companions, from the unstoppable team at Anthropic PBC. A delectable showcase of top tier skills, ambidextrous agents, scintillating status lines, top notch developer tooling, and also we have plugins", "overview": "Use hesreallyhim/awesome-claude-code when the user needs a curated workflow automation resource collection with local, cloud usage paths.", "alternatives": [ { "repo": "nottelabs/notte", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "agent-sh/agentsys", "reason": "Same workflow automation intent with coding_agent, workflow overlap." }, { "repo": "ningzimu/awesome-ai-ppt", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"workflow\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 51587, "recent_commits": 100, "contributors": 14, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 25, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 57, "agent_score": 69, "score": 81, "agent_score_breakdown": { "documentation": 90, "maintenance": 35, "deployment": 70, "popularity": 94, "community": 59 }, "git_top_score": 81, "git_top_score_breakdown": { "community": 100, "maintenance": 44, "documentation": 92, "stability": 60, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use hesreallyhim/awesome-claude-code when the user needs a curated workflow automation resource collection with local, cloud usage paths.", "purpose": "Use hesreallyhim/awesome-claude-code when the user needs a curated workflow automation resource collection with local, cloud usage paths.", "install": "Reference collection; there is no direct install step.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "single-step utilities", "stateless examples" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "nottelabs/notte", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "agent-sh/agentsys", "reason": "Same workflow automation intent with coding_agent, workflow overlap." }, { "repo": "ningzimu/awesome-ai-ppt", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"workflow\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 25, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "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" ], "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d.", "Collection/resource hub; not a single installable runtime." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-08-03T17:30:18.044Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d.", "Collection/resource hub; not a single installable runtime." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-03T17:30:18.044Z" }, { "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": 913, "recent_commits": 3, "contributors": 6, "issue_response_time_hours": null, "release_frequency_180d": 56 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 21, "agent_score": 66, "score": 83, "agent_score_breakdown": { "documentation": 90, "maintenance": 41, "deployment": 90, "popularity": 59, "community": 51 }, "git_top_score": 83, "git_top_score_breakdown": { "community": 90, "maintenance": 42, "documentation": 92, "stability": 100, "adoption": 85, "agent_readability": 100 }, "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": 29, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "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" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-02T10:30:26.045Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "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" ], "last_verified_at": "2026-08-02T10:30:26.045Z" }, { "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", "genai", "gpt", "llm", "low-code", "mcp", "nextjs", "no-code", "openai", "orchestration", "python", "rag", "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, kubernetes, local 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", "kubernetes", "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": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": 151213, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 12 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 90, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "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 }, "summary": { "tl_dr": "Use langgenius/dify when the user needs a workflow automation project with docker, kubernetes, local deployment options.", "purpose": "Use langgenius/dify when the user needs a workflow automation project with docker, kubernetes, 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", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "kubernetes", "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": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "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" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-03T19:00:21.191Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "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" ], "last_verified_at": "2026-08-03T19:00:21.191Z" }, { "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", "llm", "multi-agent", "prompt-engineering", "skills", "vibe-coding", "vibecoding", "workflow-automation" ], "description": "VibeSkills is a general-purpose Skill that automatically routes local Skills and intelligently orchestrates harness workflows.", "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." ] }, "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": 2560, "recent_commits": 92, "contributors": 9, "issue_response_time_hours": null, "release_frequency_180d": 15 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 15, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 35, "agent_score": 70, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 57, "deployment": 80, "popularity": 68, "community": 54 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 71, "documentation": 92, "stability": 100, "adoption": 98, "agent_readability": 100 }, "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." ] }, "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": 15, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "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" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-01T12:00:14.659Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "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" ], "last_verified_at": "2026-08-01T12:00:14.659Z" }, { "project_id": "shinpr/claude-code-workflows", "repo": "shinpr/claude-code-workflows", "name": "claude-code-workflows", "github_url": "https://github.com/shinpr/claude-code-workflows", "homepage_url": null, "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agent-skills", "agentic-ai", "ai-agents", "automation", "claude-code", "claude-code-plugin", "code-quality", "developer-tools", "development-workflow", "llm-orchestration", "productivity", "prompt-engineering", "skills" ], "description": "Production-ready development workflows for Claude Code, powered by specialized AI agents.", "overview": "Use shinpr/claude-code-workflows 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": "vmDeshpande/ai-agent-automation", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "smithersai/smithers", "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: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 660, "recent_commits": 53, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 70 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 20, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 26, "agent_score": 66, "score": 86, "agent_score_breakdown": { "documentation": 90, "maintenance": 50, "deployment": 80, "popularity": 56, "community": 49 }, "git_top_score": 86, "git_top_score_breakdown": { "community": 82, "maintenance": 66, "documentation": 92, "stability": 100, "adoption": 82, "agent_readability": 100 }, "summary": { "tl_dr": "Use shinpr/claude-code-workflows when the user needs a workflow automation project with library-only, local, cloud deployment options.", "purpose": "Use shinpr/claude-code-workflows 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": "vmDeshpande/ai-agent-automation", "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.", "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: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 20, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "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" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-02T09:30:24.748Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "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" ], "last_verified_at": "2026-08-02T09:30:24.748Z" }, { "project_id": "zhnt/loushang", "repo": "zhnt/loushang", "name": "loushang", "github_url": "https://github.com/zhnt/loushang", "homepage_url": null, "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agent", "agent-harness", "agentic", "ai", "chatgpt", "claude", "claude-code", "codex", "coding", "deepseek", "dynamic-workflows", "glm", "harness", "kimi", "minimax", "parallel-agents", "python", "skills", "vibe-coding", "workflow" ], "description": "AI-native agent harness for coding workflows by python: multi-model LLM orchestration, stateful sessions, tool governance, traceable delivery, and provider routing for GPT, Claude, DeepSeek, Qwen, Kimi, GLM, and MiniMax.", "overview": "Use zhnt/loushang 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": "PrefectHQ/prefect", "reason": "Same workflow automation intent with observability, 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 \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 944, "recent_commits": 100, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 26, "agent_score": 62, "score": 76, "agent_score_breakdown": { "documentation": 90, "maintenance": 32, "deployment": 80, "popularity": 59, "community": 47 }, "git_top_score": 76, "git_top_score_breakdown": { "community": 78, "maintenance": 42, "documentation": 84, "stability": 70, "adoption": 88, "agent_readability": 100 }, "summary": { "tl_dr": "Use zhnt/loushang when the user needs a workflow automation project with library-only, local, cloud deployment options.", "purpose": "Use zhnt/loushang 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": "PrefectHQ/prefect", "reason": "Same workflow automation intent with observability, 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 \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "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" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-01T06:00:10.597Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "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" ], "last_verified_at": "2026-08-01T06:00:10.597Z" }, { "project_id": "hexabot-ai/Hexabot", "repo": "hexabot-ai/Hexabot", "name": "Hexabot", "github_url": "https://github.com/hexabot-ai/Hexabot", "homepage_url": "https://docs.hexabot.ai", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agent", "agentic", "agents", "ai", "ai-automation", "artificial-intelligence", "automation", "bot-framework", "chatbot", "chatgpt", "claude-ai", "conversational-ai", "deepseek", "framework", "gemini", "llama", "llm", "mistral", "ollama", "workflow" ], "description": "Hexabot v3 is an AI workflow automation platform, combining workflows, actions, agents, and conversational channels in one runtime.", "overview": "Use hexabot-ai/Hexabot 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": "vmDeshpande/ai-agent-automation", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "Dong90/oh-my-taiyiforge", "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 \"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: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1126, "recent_commits": 100, "contributors": 23, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 22, "agent_score": 69, "score": 81, "agent_score_breakdown": { "documentation": 90, "maintenance": 37, "deployment": 90, "popularity": 61, "community": 68 }, "git_top_score": 81, "git_top_score_breakdown": { "community": 100, "maintenance": 45, "documentation": 92, "stability": 70, "adoption": 91, "agent_readability": 100 }, "summary": { "tl_dr": "Use hexabot-ai/Hexabot when the user needs a workflow automation project with docker, library-only, local deployment options.", "purpose": "Use hexabot-ai/Hexabot 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": "vmDeshpande/ai-agent-automation", "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": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "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" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-03T06:00:22.326Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d." ], "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" ], "last_verified_at": "2026-08-03T06:00:22.326Z" }, { "project_id": "nottelabs/notte", "repo": "nottelabs/notte", "name": "notte", "github_url": "https://github.com/nottelabs/notte", "homepage_url": "https://www.notte.cc/", "language": "Python", "license": "NOASSERTION", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agent", "ai", "anthropic", "automation", "browser", "llm", "openai", "web" ], "description": "Best cloud browser infrastructure and web automation platform for your AI (Coding) agents!", "overview": "Use nottelabs/notte when the user needs a workflow automation project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "microsoft/playwright", "reason": "Same workflow automation intent with browser_automation, 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 browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "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": "medium", "evidence": [ "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1987, "recent_commits": 12, "contributors": 14, "issue_response_time_hours": null, "release_frequency_180d": 24 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 23, "agent_score": 68, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 46, "deployment": 80, "popularity": 66, "community": 59 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 100, "maintenance": 53, "documentation": 92, "stability": 100, "adoption": 95, "agent_readability": 100 }, "summary": { "tl_dr": "Use nottelabs/notte when the user needs a workflow automation project with library-only, local, cloud deployment options.", "purpose": "Use nottelabs/notte 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": "microsoft/playwright", "reason": "Same workflow automation intent with browser_automation, 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 browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "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" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-02T09:30:12.969Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "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" ], "last_verified_at": "2026-08-02T09:30:12.969Z" } ], "resolved_from": { "requested_id": "karanb192/awesome-claude-skills", "resolved_id": "karanb192/awesome-claude-skills", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1047, "generated_at": "2026-08-05T10:53:39.091Z", "snapshot_id": "d1:1047:2026-08-05T10:31:06.832Z", "latest_synced_at": "2026-08-05T10:31:06.832Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }