{ "project": { "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": "Governed workflow runtime for AI agents: scope complex requests, coordinate local Skills, verify delivery, and preserve resumable context.", "overview": "Use foryourhealth111-pixel/Vibe-Skills when the user needs a workflow automation project with local, cloud deployment options.", "alternatives": [], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "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" ], "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": 2383, "recent_commits": 34, "contributors": 9, "issue_response_time_hours": null, "release_frequency_180d": 15 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 37, "agent_score": 66, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 48, "deployment": 70, "popularity": 68, "community": 54 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 65, "documentation": 92, "stability": 100, "adoption": 97, "agent_readability": 90 }, "summary": { "tl_dr": "Use foryourhealth111-pixel/Vibe-Skills when the user needs a workflow automation project with local, cloud deployment options.", "purpose": "Use foryourhealth111-pixel/Vibe-Skills when the user needs a workflow automation project with local, cloud deployment options.", "install": "Use the workflow engine or automation deployment instructions in the README.", "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": [ "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": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-17T09:00:17.237Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta." ], "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": "2026-07-17T09:00:17.237Z" }, "summary": "foryourhealth111-pixel/Vibe-Skills has 5 alternative candidates. Top match is Skyvern-AI/skyvern at 97/100 because Same workflow automation intent with workflow overlap.", "stats": { "candidate_count": 5, "explicit_count": 0, "cloudflare_ready_count": 0, "average_similarity": 96, "top_candidate": "Skyvern-AI/skyvern" }, "next_actions": [ { "label": "Compare shortlist", "href": "/api/compare?repos=foryourhealth111-pixel/Vibe-Skills,Skyvern-AI/skyvern,microsoft/agent-framework,ohdearquant/lionagi,openai/openai-agents-python,google/adk-java", "kind": "compare" }, { "label": "Open source graph", "href": "/graph/foryourhealth111-pixel/Vibe-Skills", "kind": "graph" }, { "label": "Explain source score", "href": "/score/foryourhealth111-pixel/Vibe-Skills", "kind": "score" }, { "label": "Open source project", "href": "/projects/foryourhealth111-pixel/Vibe-Skills", "kind": "project" }, { "label": "Get recommendations", "href": "/api/recommend?category=workflow_automation&limit=5", "kind": "recommend" } ], "comparison_links": { "compare": "/api/compare?repos=foryourhealth111-pixel/Vibe-Skills,Skyvern-AI/skyvern,microsoft/agent-framework,ohdearquant/lionagi,openai/openai-agents-python,google/adk-java", "graph": "/graph/foryourhealth111-pixel/Vibe-Skills", "project": "/projects/foryourhealth111-pixel/Vibe-Skills", "score": "/score/foryourhealth111-pixel/Vibe-Skills" }, "evidence": { "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "At least one candidate changes primary language; migration cost may be higher." ], "confidence_reason": "Top alternative has 97/100 similarity with same use case evidence.", "last_verified_at": "2026-07-17T09:00:17.237Z" }, "caveats": [ "At least one candidate changes primary language; migration cost may be higher." ], "confidence_reason": "Top alternative has 97/100 similarity with same use case evidence.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-07-17T09:00:17.237Z", "alternatives": [ { "project_id": "Skyvern-AI/skyvern", "repo": "Skyvern-AI/skyvern", "name": "skyvern", "github_url": "https://github.com/Skyvern-AI/skyvern", "homepage_url": "https://www.skyvern.com", "language": "Python", "license": "AGPL-3.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "ai", "api", "automation", "browser", "browser-automation", "computer", "gpt", "llm", "playwright", "powerautomate", "puppeteer", "python", "rpa", "selenium", "vision", "workflow" ], "description": "Automate browser based workflows with AI", "overview": "Use Skyvern-AI/skyvern when the user needs a workflow automation project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "nottelabs/notte", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "test-zeus-ai/testzeus-hercules", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "tinyfish-io/agentql", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 22444, "recent_commits": 100, "contributors": 86, "issue_response_time_hours": null, "release_frequency_180d": 39 }, "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": 88, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 87, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use Skyvern-AI/skyvern when the user needs a workflow automation project with docker, library-only, local deployment options.", "purpose": "Use Skyvern-AI/skyvern when the user needs a workflow automation project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "nottelabs/notte", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "test-zeus-ai/testzeus-hercules", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "tinyfish-io/agentql", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 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": [ "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": "2026-07-17T02:00:54.344Z" }, "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": "2026-07-17T02:00:54.344Z" }, { "project_id": "microsoft/agent-framework", "repo": "microsoft/agent-framework", "name": "agent-framework", "github_url": "https://github.com/microsoft/agent-framework", "homepage_url": "https://aka.ms/agent-framework", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agent-framework", "agentic-ai", "agents", "ai", "dotnet", "multi-agent", "orchestration", "python", "sdk", "workflows" ], "description": "A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET.", "overview": "Use microsoft/agent-framework 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": "Pipelex/pipelex", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "test-zeus-ai/testzeus-hercules", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 12056, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 58 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 10, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 50, "agent_score": 85, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 82, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use microsoft/agent-framework when the user needs a workflow automation project with library-only, local, cloud deployment options.", "purpose": "Use microsoft/agent-framework 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": "Pipelex/pipelex", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "test-zeus-ai/testzeus-hercules", "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 10, "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", "users expecting a complete hosted product", "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": "2026-07-12T11:44:34.324Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "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": "2026-07-12T11:44:34.324Z" }, { "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." ] } }, "quality_signals": { "stars": 400, "recent_commits": 100, "contributors": 12, "issue_response_time_hours": null, "release_frequency_180d": 49 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 9, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 31, "agent_score": 70, "score": 88, "agent_score_breakdown": { "documentation": 90, "maintenance": 59, "deployment": 90, "popularity": 52, "community": 57 }, "git_top_score": 88, "git_top_score_breakdown": { "community": 100, "maintenance": 72, "documentation": 92, "stability": 90, "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." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 9, "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": "2026-07-12T11:46:34.934Z" }, "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": "2026-07-12T11:46:34.934Z" }, { "project_id": "openai/openai-agents-python", "repo": "openai/openai-agents-python", "name": "openai-agents-python", "github_url": "https://github.com/openai/openai-agents-python", "homepage_url": "https://openai.github.io/openai-agents-python/", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agents", "ai", "framework", "harness", "llm", "openai", "python" ], "description": "A lightweight, powerful framework for multi-agent workflows", "overview": "Use openai/openai-agents-python when the user needs a workflow automation project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "microsoft/agent-framework", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "ZHangZHengEric/Sage", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"workflow\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 27950, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 60 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 65, "agent_score": 86, "score": 96, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 89, "community": 100 }, "git_top_score": 96, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 100, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use openai/openai-agents-python when the user needs a workflow automation project with library-only, local, cloud deployment options.", "purpose": "Use openai/openai-agents-python when the user needs a workflow automation project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "microsoft/agent-framework", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "ZHangZHengEric/Sage", "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.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "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, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-16T20:30:36.372Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "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": "2026-07-16T20:30:36.372Z" }, { "project_id": "google/adk-java", "repo": "google/adk-java", "name": "adk-java", "github_url": "https://github.com/google/adk-java", "homepage_url": "https://google.github.io/adk-docs/", "language": "Java", "license": "Apache-2.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agent", "agentic", "agentic-ai", "agentic-workflow", "agents", "agents-sdk", "ai", "ai-agents", "aiagentframework", "genai", "genai-chatbot", "llm", "llms", "multi-agent", "multi-agent-system", "multi-agent-systems", "multi-agents", "multi-agents-collaboration" ], "description": "An open-source, code-first Java toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control.", "overview": "Use google/adk-java when the user needs a workflow automation project with local, cloud 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": "microsoft/agent-framework", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "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" ], "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 1638, "recent_commits": 78, "contributors": 54, "issue_response_time_hours": null, "release_frequency_180d": 12 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 8, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 37, "agent_score": 77, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 66, "deployment": 70, "popularity": 64, "community": 99 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 77, "documentation": 84, "stability": 90, "adoption": 96, "agent_readability": 100 }, "summary": { "tl_dr": "Use google/adk-java when the user needs a workflow automation project with local, cloud deployment options.", "purpose": "Use google/adk-java when the user needs a workflow automation project with local, cloud deployment options.", "install": "Use the workflow engine or automation deployment instructions in the README.", "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": [ "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": "microsoft/agent-framework", "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 8, "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" ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-07-12T11:45:37.639Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "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": "2026-07-12T11:45:37.639Z" } ], "alternative_matches": [ { "project_id": "Skyvern-AI/skyvern", "repo": "Skyvern-AI/skyvern", "name": "skyvern", "github_url": "https://github.com/Skyvern-AI/skyvern", "homepage_url": "https://www.skyvern.com", "language": "Python", "license": "AGPL-3.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "ai", "api", "automation", "browser", "browser-automation", "computer", "gpt", "llm", "playwright", "powerautomate", "puppeteer", "python", "rpa", "selenium", "vision", "workflow" ], "description": "Automate browser based workflows with AI", "overview": "Use Skyvern-AI/skyvern when the user needs a workflow automation project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "nottelabs/notte", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "test-zeus-ai/testzeus-hercules", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "tinyfish-io/agentql", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 22444, "recent_commits": 100, "contributors": 86, "issue_response_time_hours": null, "release_frequency_180d": 39 }, "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": 88, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 87, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use Skyvern-AI/skyvern when the user needs a workflow automation project with docker, library-only, local deployment options.", "purpose": "Use Skyvern-AI/skyvern when the user needs a workflow automation project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "nottelabs/notte", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "test-zeus-ai/testzeus-hercules", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "tinyfish-io/agentql", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Low replacement risk: 97/100 similarity with category or use-case overlap.", "last_verified_at": "2026-07-17T02:00:54.344Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Low replacement risk: 97/100 similarity with category or use-case overlap.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-07-17T02:00:54.344Z", "similarity_score": 97, "alternative_reason": "Same workflow automation intent with workflow overlap.", "replacement_type": "same_use_case", "match_signals": { "explicit": false, "shared_category": true, "shared_deployments": [ "local", "cloud" ], "shared_use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "shared_topics": [ "automation", "llm" ], "intent_overlap": [ "workflow" ], "dependency_overlap": [ "llm-provider" ], "same_language": true, "stronger_maintenance": true, "cloudflare_ready_upgrade": false }, "fit_summary": "Strong replacement candidate with overlapping indexed use cases.", "adoption_notes": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider." ], "replacement_risk": "low" }, { "project_id": "microsoft/agent-framework", "repo": "microsoft/agent-framework", "name": "agent-framework", "github_url": "https://github.com/microsoft/agent-framework", "homepage_url": "https://aka.ms/agent-framework", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agent-framework", "agentic-ai", "agents", "ai", "dotnet", "multi-agent", "orchestration", "python", "sdk", "workflows" ], "description": "A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET.", "overview": "Use microsoft/agent-framework 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": "Pipelex/pipelex", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "test-zeus-ai/testzeus-hercules", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 12056, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 58 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 10, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 50, "agent_score": 85, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 82, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use microsoft/agent-framework when the user needs a workflow automation project with library-only, local, cloud deployment options.", "purpose": "Use microsoft/agent-framework 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": "Pipelex/pipelex", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "test-zeus-ai/testzeus-hercules", "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 10, "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Low replacement risk: 97/100 similarity with category or use-case overlap.", "last_verified_at": "2026-07-12T11:44:34.324Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Low replacement risk: 97/100 similarity with category or use-case overlap.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-07-12T11:44:34.324Z", "similarity_score": 97, "alternative_reason": "Same workflow automation intent with workflow overlap.", "replacement_type": "same_use_case", "match_signals": { "explicit": false, "shared_category": true, "shared_deployments": [ "local", "cloud" ], "shared_use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "shared_topics": [ "agent-framework", "multi-agent" ], "intent_overlap": [ "workflow" ], "dependency_overlap": [ "llm-provider" ], "same_language": true, "stronger_maintenance": true, "cloudflare_ready_upgrade": false }, "fit_summary": "Strong replacement candidate with overlapping indexed use cases.", "adoption_notes": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider." ], "replacement_risk": "low" }, { "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." ] } }, "quality_signals": { "stars": 400, "recent_commits": 100, "contributors": 12, "issue_response_time_hours": null, "release_frequency_180d": 49 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 9, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 31, "agent_score": 70, "score": 88, "agent_score_breakdown": { "documentation": 90, "maintenance": 59, "deployment": 90, "popularity": 52, "community": 57 }, "git_top_score": 88, "git_top_score_breakdown": { "community": 100, "maintenance": 72, "documentation": 92, "stability": 90, "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." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 9, "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Low replacement risk: 96/100 similarity with category or use-case overlap.", "last_verified_at": "2026-07-12T11:46:34.934Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Low replacement risk: 96/100 similarity with category or use-case overlap.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-07-12T11:46:34.934Z", "similarity_score": 96, "alternative_reason": "Same workflow automation intent with workflow overlap.", "replacement_type": "same_use_case", "match_signals": { "explicit": false, "shared_category": true, "shared_deployments": [ "local", "cloud" ], "shared_use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "shared_topics": [ "automation", "llm" ], "intent_overlap": [ "workflow" ], "dependency_overlap": [ "llm-provider" ], "same_language": true, "stronger_maintenance": true, "cloudflare_ready_upgrade": false }, "fit_summary": "Strong replacement candidate with overlapping indexed use cases.", "adoption_notes": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider." ], "replacement_risk": "low" }, { "project_id": "openai/openai-agents-python", "repo": "openai/openai-agents-python", "name": "openai-agents-python", "github_url": "https://github.com/openai/openai-agents-python", "homepage_url": "https://openai.github.io/openai-agents-python/", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agents", "ai", "framework", "harness", "llm", "openai", "python" ], "description": "A lightweight, powerful framework for multi-agent workflows", "overview": "Use openai/openai-agents-python when the user needs a workflow automation project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "microsoft/agent-framework", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "ZHangZHengEric/Sage", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"workflow\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 27950, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 60 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 65, "agent_score": 86, "score": 96, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 89, "community": 100 }, "git_top_score": 96, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 100, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use openai/openai-agents-python when the user needs a workflow automation project with library-only, local, cloud deployment options.", "purpose": "Use openai/openai-agents-python when the user needs a workflow automation project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "microsoft/agent-framework", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "ZHangZHengEric/Sage", "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.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Low replacement risk: 94/100 similarity with category or use-case overlap.", "last_verified_at": "2026-07-16T20:30:36.372Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Low replacement risk: 94/100 similarity with category or use-case overlap.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-07-16T20:30:36.372Z", "similarity_score": 94, "alternative_reason": "Same workflow automation intent with workflow overlap.", "replacement_type": "same_use_case", "match_signals": { "explicit": false, "shared_category": true, "shared_deployments": [ "local", "cloud" ], "shared_use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "shared_topics": [ "llm" ], "intent_overlap": [ "workflow" ], "dependency_overlap": [ "llm-provider" ], "same_language": true, "stronger_maintenance": true, "cloudflare_ready_upgrade": false }, "fit_summary": "Strong replacement candidate with overlapping indexed use cases.", "adoption_notes": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider." ], "replacement_risk": "low" }, { "project_id": "google/adk-java", "repo": "google/adk-java", "name": "adk-java", "github_url": "https://github.com/google/adk-java", "homepage_url": "https://google.github.io/adk-docs/", "language": "Java", "license": "Apache-2.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agent", "agentic", "agentic-ai", "agentic-workflow", "agents", "agents-sdk", "ai", "ai-agents", "aiagentframework", "genai", "genai-chatbot", "llm", "llms", "multi-agent", "multi-agent-system", "multi-agent-systems", "multi-agents", "multi-agents-collaboration" ], "description": "An open-source, code-first Java toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control.", "overview": "Use google/adk-java when the user needs a workflow automation project with local, cloud 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": "microsoft/agent-framework", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "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" ], "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 1638, "recent_commits": 78, "contributors": 54, "issue_response_time_hours": null, "release_frequency_180d": 12 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 8, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 37, "agent_score": 77, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 66, "deployment": 70, "popularity": 64, "community": 99 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 77, "documentation": 84, "stability": 90, "adoption": 96, "agent_readability": 100 }, "summary": { "tl_dr": "Use google/adk-java when the user needs a workflow automation project with local, cloud deployment options.", "purpose": "Use google/adk-java when the user needs a workflow automation project with local, cloud deployment options.", "install": "Use the workflow engine or automation deployment instructions in the README.", "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": [ "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": "microsoft/agent-framework", "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 8, "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "Language changes to Java; migration cost may be higher.", "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Low replacement risk: 94/100 similarity with category or use-case overlap.", "last_verified_at": "2026-07-12T11:45:37.639Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "Language changes to Java; migration cost may be higher.", "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Low replacement risk: 94/100 similarity with category or use-case overlap.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-07-12T11:45:37.639Z", "similarity_score": 94, "alternative_reason": "Same workflow automation intent with workflow overlap.", "replacement_type": "same_use_case", "match_signals": { "explicit": false, "shared_category": true, "shared_deployments": [ "local", "cloud" ], "shared_use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "shared_topics": [ "ai-agents", "llm", "multi-agent" ], "intent_overlap": [ "workflow" ], "dependency_overlap": [ "llm-provider" ], "same_language": false, "stronger_maintenance": true, "cloudflare_ready_upgrade": false }, "fit_summary": "Strong replacement candidate with overlapping indexed use cases.", "adoption_notes": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "Language changes to Java; migration cost may be higher." ], "replacement_risk": "low" } ], "metadata": { "source": "d1", "reason": "d1_query", "project_count": 962, "generated_at": "2026-07-17T12:41:00.621Z", "snapshot_id": "d1:962:2026-07-17T12:30:35.485Z", "latest_synced_at": "2026-07-17T12:30:35.485Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }