{ "project": { "project_id": "jupyter-naas/abi", "repo": "jupyter-naas/abi", "name": "abi", "github_url": "https://github.com/jupyter-naas/abi", "homepage_url": "https://naas.ai", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "abi", "ai", "aiagentic", "aiagentsframework", "analytics", "artificial-intelligence", "automation", "business", "ontologies" ], "description": "AI Operating System - Build your own AI using ontologies as the unifying field connecting data, models, workflows, and systems.", "overview": "Use jupyter-naas/abi when the user needs a workflow automation project with docker, kubernetes, library-only 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", "kubernetes", "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 \"kubernetes\" 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, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 146, "recent_commits": 100, "contributors": 8, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 38, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 31, "agent_score": 70, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 58, "deployment": 100, "popularity": 43, "community": 53 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 88, "maintenance": 71, "documentation": 92, "stability": 100, "adoption": 64, "agent_readability": 100 }, "summary": { "tl_dr": "Use jupyter-naas/abi when the user needs a workflow automation project with docker, kubernetes, library-only deployment options.", "purpose": "Use jupyter-naas/abi 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": "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": [ "Found Docker configuration file.", "Matched \"kubernetes\" 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, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 38, "commits_30d": "partial", "releases_180d": "partial", "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, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-10T13:46:35.233Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d." ], "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": "2026-08-10T13:46:35.233Z" }, "related": [ { "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": 1154, "recent_commits": 100, "contributors": 23, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 38, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 23, "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": 38, "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": "2026-08-10T13:49:29.404Z" }, "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": "2026-08-10T13:49:29.404Z" }, { "project_id": "test-zeus-ai/testzeus-hercules", "repo": "test-zeus-ai/testzeus-hercules", "name": "testzeus-hercules", "github_url": "https://github.com/test-zeus-ai/testzeus-hercules", "homepage_url": "https://testzeus.com/hercules", "language": "Python", "license": "AGPL-3.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agent", "agentic-ai", "agents", "ai", "autogen", "automation", "browser", "end-to-end-testing", "hercules", "large-action-model", "playwright", "qa-automation", "rpa", "software-testing", "test-automation", "testing", "testing-tools", "testzeus" ], "description": "Hercules is the world’s first open-source testing agent, enabling UI, API, Security, Accessibility, and Visual validations – all without code or maintenance. Automate testing effortlessly and let Hercules handle the heavy lifting! ⚡", "overview": "Use test-zeus-ai/testzeus-hercules when the user needs a workflow automation project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "lightpanda-io/browser", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "microsoft/playwright", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "microsoft/agent-framework", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "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": "medium", "evidence": [ "Matched \"automation\" 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": [ "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": 1115, "recent_commits": 5, "contributors": 16, "issue_response_time_hours": null, "release_frequency_180d": 5 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 15, "agent_score": 65, "score": 84, "agent_score_breakdown": { "documentation": 90, "maintenance": 27, "deployment": 90, "popularity": 61, "community": 61 }, "git_top_score": 84, "git_top_score_breakdown": { "community": 100, "maintenance": 32, "documentation": 92, "stability": 100, "adoption": 90, "agent_readability": 100 }, "summary": { "tl_dr": "Use test-zeus-ai/testzeus-hercules when the user needs a workflow automation project with docker, library-only, local deployment options.", "purpose": "Use test-zeus-ai/testzeus-hercules 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": "lightpanda-io/browser", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "microsoft/playwright", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "microsoft/agent-framework", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"automation\" 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": [ "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" }, "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": "2026-08-15T04:30:15.234Z" }, "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": "2026-08-15T04:30:15.234Z" }, { "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": 402, "recent_commits": 100, "contributors": 15, "issue_response_time_hours": null, "release_frequency_180d": 57 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 38, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 32, "agent_score": 71, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 60, "deployment": 90, "popularity": 52, "community": 60 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 100, "maintenance": 73, "documentation": 92, "stability": 100, "adoption": 76, "agent_readability": 100 }, "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": 38, "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": "2026-08-10T13:46:27.174Z" }, "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": "2026-08-10T13:46:27.174Z" }, { "project_id": "openakita/openakita", "repo": "openakita/openakita", "name": "openakita", "github_url": "https://github.com/openakita/openakita", "homepage_url": "http://openakita.ai", "language": "Python", "license": "AGPL-3.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agent", "ai", "assistant", "automation", "claw", "clawd", "clawdbot", "openclaw", "python" ], "description": "An open-source AI assistant framework with skills and agent architecture", "overview": "Use openakita/openakita 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": "medium", "evidence": [ "Matched \"automation\" 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": [ "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": 1951, "recent_commits": 100, "contributors": 9, "issue_response_time_hours": null, "release_frequency_180d": 91 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 34, "agent_score": 72, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 57, "deployment": 90, "popularity": 66, "community": 54 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 71, "documentation": 92, "stability": 100, "adoption": 97, "agent_readability": 100 }, "summary": { "tl_dr": "Use openakita/openakita when the user needs a workflow automation project with docker, library-only, local deployment options.", "purpose": "Use openakita/openakita 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": "medium", "evidence": [ "Matched \"automation\" 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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "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": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-10T13:46:23.498Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: 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": "2026-08-10T13:46:23.498Z" }, { "project_id": "SHAdd0WTAka/Zen-Ai-Pentest", "repo": "SHAdd0WTAka/Zen-Ai-Pentest", "name": "Zen-Ai-Pentest", "github_url": "https://github.com/SHAdd0WTAka/Zen-Ai-Pentest", "homepage_url": "https://shadd0wtaka.github.io/Zen-Ai-Pentest/", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "ai", "automation", "compliance", "cybersecurity", "ethical-hacking", "framework", "penetration-testing", "pentesting", "python", "security", "security-tools", "vulnerability-scanner" ], "description": "🛡⚔️AI-Powered Penetration Testing Framework with automated vulnerability scanning, multi-agent system, and compliance reporting🛡⚔️", "overview": "Use SHAdd0WTAka/Zen-Ai-Pentest when the user needs a workflow automation project with docker, library-only, local deployment options.", "alternatives": [ { "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." }, { "repo": "openakita/openakita", "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": "medium", "evidence": [ "Matched \"automation\" 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": [ "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": 436, "recent_commits": 98, "contributors": 6, "issue_response_time_hours": null, "release_frequency_180d": 1 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 13, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 16, "agent_score": 63, "score": 78, "agent_score_breakdown": { "documentation": 90, "maintenance": 33, "deployment": 90, "popularity": 53, "community": 51 }, "git_top_score": 78, "git_top_score_breakdown": { "community": 86, "maintenance": 44, "documentation": 92, "stability": 78, "adoption": 77, "agent_readability": 100 }, "summary": { "tl_dr": "Use SHAdd0WTAka/Zen-Ai-Pentest when the user needs a workflow automation project with docker, library-only, local deployment options.", "purpose": "Use SHAdd0WTAka/Zen-Ai-Pentest 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": "openai/openai-agents-python", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "openakita/openakita", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"automation\" 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": [ "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": 13, "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": "2026-08-15T08:49:17.522Z" }, "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": "2026-08-15T08:49:17.522Z" }, { "project_id": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search", "repo": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search", "name": "AutoApply-AI-Agentic-Browser-Automation-for-Job-Search", "github_url": "https://github.com/Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search", "homepage_url": null, "language": "Python", "license": null, "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "ai", "artificial-intelligence", "ats", "ats-friendly", "automation", "jobapplication", "jobsearch", "linkedin", "linkedin-scraper", "resume", "resume-builder", "resume-parser" ], "description": "AutoApply AI is an intelligent system designed to streamline your job search. It automates finding relevant job postings, crafting personalized resumes and cover letters using AI, and assists with application submissions, helping you land your dream job faster.", "overview": "Use Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search when the user needs a workflow automation project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "jupyter-naas/abi", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "nottelabs/notte", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "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": "medium", "evidence": [ "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": [ "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": 63, "recent_commits": 10, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 26, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 6, "agent_score": 55, "score": 64, "agent_score_breakdown": { "documentation": 90, "maintenance": 15, "deployment": 90, "popularity": 36, "community": 46 }, "git_top_score": 64, "git_top_score_breakdown": { "community": 63, "maintenance": 18, "documentation": 92, "stability": 70, "adoption": 53, "agent_readability": 100 }, "summary": { "tl_dr": "Use Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search when the user needs a workflow automation project with docker, library-only, local deployment options.", "purpose": "Use Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search 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": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "jupyter-naas/abi", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "nottelabs/notte", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "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": [ "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": 26, "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": "2026-08-10T13:54:58.201Z" }, "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": "2026-08-10T13:54:58.201Z" }, { "project_id": "jina-ai/serve", "repo": "jina-ai/serve", "name": "serve", "github_url": "https://github.com/jina-ai/serve", "homepage_url": "https://jina.ai/serve", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "cloud-native", "cncf", "deep-learning", "docker", "fastapi", "framework", "generative-ai", "grpc", "jaeger", "kubernetes", "llmops", "machine-learning", "microservice", "mlops", "multimodal", "neural-search", "opentelemetry", "orchestration", "pipeline", "prometheus" ], "description": "☁️ Build multimodal AI applications with cloud-native stack", "overview": "Use jina-ai/serve when the user needs a workflow automation project with docker, kubernetes, library-only deployment options.", "alternatives": [ { "repo": "langflow-ai/langflow", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "apache/airflow", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "ray-project/ray", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "kubernetes", "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": "medium", "evidence": [ "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository topics include infrastructure-heavy concepts." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 21863, "recent_commits": 0, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 19, "agent_score": 78, "score": 75, "agent_score_breakdown": { "documentation": 90, "maintenance": 26, "deployment": 100, "popularity": 87, "community": 100 }, "git_top_score": 75, "git_top_score_breakdown": { "community": 100, "maintenance": 18, "documentation": 92, "stability": 55, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use jina-ai/serve when the user needs a workflow automation project with docker, kubernetes, library-only deployment options.", "purpose": "Use jina-ai/serve 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": "langflow-ai/langflow", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "apache/airflow", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "ray-project/ray", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository topics include infrastructure-heavy concepts." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda.", "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" }, "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: contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-17T00:36:34.631Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: 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": "2026-08-17T00:36:34.631Z" }, { "project_id": "ZHangZHengEric/Sage", "repo": "ZHangZHengEric/Sage", "name": "Sage", "github_url": "https://github.com/ZHangZHengEric/Sage", "homepage_url": "https://zhangzhengeric.github.io/Sage/", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agents", "ai", "llm", "manus", "muilt-agents", "workflow" ], "description": "Multi-Agent System Framework For Complex Tasks", "overview": "Use ZHangZHengEric/Sage 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": "medium", "evidence": [ "Matched \"workflow\" 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": 1209, "recent_commits": 67, "contributors": 18, "issue_response_time_hours": null, "release_frequency_180d": 35 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 29, "agent_score": 72, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 55, "deployment": 90, "popularity": 62, "community": 63 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 69, "documentation": 92, "stability": 100, "adoption": 88, "agent_readability": 100 }, "summary": { "tl_dr": "Use ZHangZHengEric/Sage when the user needs a workflow automation project with docker, library-only, local deployment options.", "purpose": "Use ZHangZHengEric/Sage 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": "medium", "evidence": [ "Matched \"workflow\" 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": 30, "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": "2026-08-11T16:30:30.203Z" }, "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": "2026-08-11T16:30:30.203Z" } ], "resolved_from": { "requested_id": "jupyter-naas/abi", "resolved_id": "jupyter-naas/abi", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1152, "generated_at": "2026-08-17T04:38:54.536Z", "snapshot_id": "d1:1152:2026-08-17T04:30:22.987Z", "latest_synced_at": "2026-08-17T04:30:22.987Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }