{ "query": { "q": "AI Agents", "ranking": "browse" }, "projects": [ { "project_id": "livekit/agents", "repo": "livekit/agents", "name": "agents", "github_url": "https://github.com/livekit/agents", "homepage_url": "https://docs.livekit.io/agents", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agents", "ai", "openai", "real-time", "video", "voice" ], "description": "A framework for building realtime voice AI agents 🤖🎙️📹 ", "overview": "Use livekit/agents when the user needs an agent framework project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "Significant-Gravitas/AutoGPT", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "TEN-framework/ten-framework", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build agents with agents", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" 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": 11534, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 32 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 37, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 56, "agent_score": 85, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 81, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use livekit/agents when the user needs an agent framework project with library-only, local, cloud deployment options.", "purpose": "Use livekit/agents when the user needs an agent framework project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "build agents with agents", "orchestrate LLM tools", "prototype autonomous workflows", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "Significant-Gravitas/AutoGPT", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "TEN-framework/ten-framework", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" 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": 37, "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": "2026-07-28T10:31:09.734Z" }, "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": "2026-07-28T10:31:09.734Z" }, { "project_id": "cloudflare/agents", "repo": "cloudflare/agents", "name": "agents", "github_url": "https://github.com/cloudflare/agents", "homepage_url": "https://developers.cloudflare.com/agents/", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agents", "ai", "cloudflare", "durable-objects", "workflows" ], "description": "Build and deploy AI Agents on Cloudflare ", "overview": "Use cloudflare/agents when the user needs an agent framework project with cloudflare, serverless, library-only deployment options. It is marked Cloudflare-ready.", "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "BuilderIO/agent-native", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "LLM provider" ], "deployments": [ "cloudflare", "serverless", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": true, "use_cases": [ "build agents with agents", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override for cloudflare/agents: Cloudflare Workers-native agent framework." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"durable objects\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Manual product trust override for cloudflare/agents: first-party Cloudflare Agents SDK is Workers-native." ] } }, "quality_signals": { "stars": 5337, "recent_commits": 62, "contributors": 71, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 42, "agent_score": 86, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 68, "deployment": 100, "popularity": 75, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 78, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use cloudflare/agents when the user needs an agent framework project with cloudflare, serverless, library-only deployment options.", "purpose": "Use cloudflare/agents when the user needs an agent framework project with cloudflare, serverless, library-only deployment options. It is marked Cloudflare-ready.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "build agents with agents", "orchestrate LLM tools", "prototype autonomous workflows", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "users expecting a complete hosted product", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "cloudflare", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "BuilderIO/agent-native", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override for cloudflare/agents: Cloudflare Workers-native agent framework." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"durable objects\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Manual product trust override for cloudflare/agents: first-party Cloudflare Agents SDK is Workers-native." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "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": [ "users expecting a complete hosted product", "Partial or estimated quality signals: releases180d." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-01T15:00:17.798Z" }, "caveats": [ "users expecting a complete hosted product", "Partial or estimated quality signals: releases180d." ], "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": "2026-08-01T15:00:17.798Z" }, { "project_id": "strands-agents/evals", "repo": "strands-agents/evals", "name": "evals", "github_url": "https://github.com/strands-agents/evals", "homepage_url": "https://strandsagents.com", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "agentic", "agentic-ai", "ai", "evaluation", "machine-learning", "python", "strands-agents" ], "description": "A comprehensive evaluation framework for AI agents and LLM applications.", "overview": "Use strands-agents/evals when the user needs a llm eval project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "comet-ml/opik", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "confident-ai/deepeval", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "modelscope/evalscope", "reason": "Similar llm eval with library_only/local deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" 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": 161, "recent_commits": 21, "contributors": 24, "issue_response_time_hours": null, "release_frequency_180d": 21 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 19, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 26, "agent_score": 67, "score": 84, "agent_score_breakdown": { "documentation": 90, "maintenance": 50, "deployment": 80, "popularity": 44, "community": 69 }, "git_top_score": 84, "git_top_score_breakdown": { "community": 100, "maintenance": 63, "documentation": 84, "stability": 100, "adoption": 65, "agent_readability": 100 }, "summary": { "tl_dr": "Use strands-agents/evals when the user needs a llm eval project with library-only, local, cloud deployment options.", "purpose": "Use strands-agents/evals when the user needs a llm eval project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "production inference serving", "end-user chat apps" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "comet-ml/opik", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "confident-ai/deepeval", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "modelscope/evalscope", "reason": "Similar llm eval with library_only/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" 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": 19, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-20T21:01:19.769Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-20T21:01:19.769Z" }, { "project_id": "aws-samples/sample-getting-started-with-strands-agents-course", "repo": "aws-samples/sample-getting-started-with-strands-agents-course", "name": "sample-getting-started-with-strands-agents-course", "github_url": "https://github.com/aws-samples/sample-getting-started-with-strands-agents-course", "homepage_url": null, "language": "Jupyter Notebook", "license": "MIT-0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "a2a", "anthropic", "aws", "bedrock", "litellm", "mcp", "python", "strands-agents" ], "description": "Learn to build AI agents with Strands framework. Covers LLM integration via Amazon Bedrock/Anthropic, AWS service connections, tool implementation with MCP/A2A protocols, and agent evaluation using LangFuse/RAGAS.", "overview": "Use aws-samples/sample-getting-started-with-strands-agents-course when the user needs a mcp server project with serverless, library-only, local deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "serverless", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": 100, "recent_commits": 0, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 5, "agent_score": 55, "score": 62, "agent_score_breakdown": { "documentation": 90, "maintenance": 7, "deployment": 90, "popularity": 40, "community": 49 }, "git_top_score": 62, "git_top_score_breakdown": { "community": 74, "maintenance": 5, "documentation": 92, "stability": 55, "adoption": 60, "agent_readability": 100 }, "summary": { "tl_dr": "Use aws-samples/sample-getting-started-with-strands-agents-course when the user needs a mcp server project with serverless, library-only, local deployment options.", "purpose": "Use aws-samples/sample-getting-started-with-strands-agents-course when the user needs a mcp server project with serverless, library-only, local deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "serverless", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-01T12:30:18.089Z" }, "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": "2026-08-01T12:30:18.089Z" }, { "project_id": "microsoft/ai-agents-for-beginners", "repo": "microsoft/ai-agents-for-beginners", "name": "ai-agents-for-beginners", "github_url": "https://github.com/microsoft/ai-agents-for-beginners", "homepage_url": "https://aka.ms/ai-agents-beginners", "language": "Jupyter Notebook", "license": "MIT", "project_kind": "collection", "collection_metadata": { "scope": "cookbook", "curated": true, "estimated_items": 25, "freshness": "active" }, "category": [ "rag_framework" ], "tags": [ "agentic-ai", "agentic-framework", "agentic-rag", "ai-agents", "ai-agents-framework", "autogen", "foundry", "foundry-local", "generative-ai", "microsoft-foundry", "semantic-kernel" ], "description": "18 Lessons to Get Started Building AI Agents", "overview": "Use microsoft/ai-agents-for-beginners when the user needs a curated rag framework resource collection with local, cloud usage paths.", "alternatives": [ { "repo": "weaviate/recipes", "reason": "Same rag framework intent with rag overlap." }, { "repo": "lancedb/vectordb-recipes", "reason": "Same rag framework intent with rag overlap." }, { "repo": "deepset-ai/haystack-cookbook", "reason": "Same rag framework intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 70796, "recent_commits": 100, "contributors": 92, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 69, "agent_score": 80, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 51, "deployment": 70, "popularity": 97, "community": 100 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 100, "maintenance": 55, "documentation": 92, "stability": 70, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use microsoft/ai-agents-for-beginners when the user needs a curated rag framework resource collection with local, cloud usage paths.", "purpose": "Use microsoft/ai-agents-for-beginners when the user needs a curated rag framework resource collection with local, cloud usage paths.", "install": "Reference collection; there is no direct install step.", "inputs": [ "documents", "queries", "embedding store" ], "outputs": [ "retrieval results", "grounded answers", "indexes" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "retrieval augmented generation", "document search", "knowledge grounding" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "simple prompt apps", "tasks without external knowledge" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "weaviate/recipes", "reason": "Same rag framework intent with rag overlap." }, { "repo": "lancedb/vectordb-recipes", "reason": "Same rag framework intent with rag overlap." }, { "repo": "deepset-ai/haystack-cookbook", "reason": "Same rag framework intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d.", "Collection/resource hub; not a single installable runtime." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-07-31T10:30:12.420Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d.", "Collection/resource hub; not a single installable runtime." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-31T10:30:12.420Z" }, { "project_id": "huggingface/agents-course", "repo": "huggingface/agents-course", "name": "agents-course", "github_url": "https://github.com/huggingface/agents-course", "homepage_url": null, "language": "MDX", "license": "Apache-2.0", "project_kind": "collection", "collection_metadata": { "scope": "cookbook", "curated": true, "estimated_items": 25, "freshness": "active" }, "category": [ "agent_framework" ], "tags": [ "agentic-ai", "agents", "course", "huggingface", "langchain", "llamaindex", "smolagents" ], "description": "This repository contains the Hugging Face Agents Course. ", "overview": "Use huggingface/agents-course when the user needs a curated agent framework resource collection with library-only, local, cloud usage paths.", "alternatives": [ { "repo": "github/awesome-copilot", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "repo": "GoogleCloudPlatform/generative-ai", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "repo": "openai/openai-cookbook", "reason": "Similar agent framework with local/cloud deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 30572, "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": 43, "agent_score": 74, "score": 74, "agent_score_breakdown": { "documentation": 90, "maintenance": 26, "deployment": 80, "popularity": 90, "community": 100 }, "git_top_score": 74, "git_top_score_breakdown": { "community": 100, "maintenance": 18, "documentation": 92, "stability": 45, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use huggingface/agents-course when the user needs a curated agent framework resource collection with library-only, local, cloud usage paths.", "purpose": "Use huggingface/agents-course when the user needs a curated agent framework resource collection with library-only, local, cloud usage paths.", "install": "Reference collection; there is no direct install step.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "github/awesome-copilot", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "repo": "GoogleCloudPlatform/generative-ai", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "repo": "openai/openai-cookbook", "reason": "Similar agent framework with local/cloud deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "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": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d.", "Collection/resource hub; not a single installable runtime." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-01T11:00:24.324Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d.", "Collection/resource hub; not a single installable runtime." ], "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": "2026-08-01T11:00:24.324Z" }, { "project_id": "openai/openai-cs-agents-demo", "repo": "openai/openai-cs-agents-demo", "name": "openai-cs-agents-demo", "github_url": "https://github.com/openai/openai-cs-agents-demo", "homepage_url": null, "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "agent_framework" ], "tags": [], "description": "Demo of a customer service use case implemented with the OpenAI Agents SDK", "overview": "Use openai/openai-cs-agents-demo when the user needs an agent framework project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "unslothai/unsloth", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "crewAIInc/crewAI", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build agents with openai-cs-agents-demo", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" 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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 6545, "recent_commits": 0, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 37, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 8, "agent_score": 59, "score": 71, "agent_score_breakdown": { "documentation": 90, "maintenance": 7, "deployment": 80, "popularity": 76, "community": 49 }, "git_top_score": 71, "git_top_score_breakdown": { "community": 92, "maintenance": 5, "documentation": 92, "stability": 55, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use openai/openai-cs-agents-demo when the user needs an agent framework project with library-only, local, cloud deployment options.", "purpose": "Use openai/openai-cs-agents-demo when the user needs an agent framework project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "build agents with openai-cs-agents-demo", "orchestrate LLM tools", "prototype autonomous workflows", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "unslothai/unsloth", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "crewAIInc/crewAI", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" 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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 37, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-28T10:31:07.329Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-28T10:31:07.329Z" }, { "project_id": "liquidos-ai/AutoAgents", "repo": "liquidos-ai/AutoAgents", "name": "AutoAgents", "github_url": "https://github.com/liquidos-ai/AutoAgents", "homepage_url": "https://liquidos-ai.github.io/AutoAgents/", "language": "Rust", "license": "Apache-2.0", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agents", "ai", "ai-agents", "ai-agents-framework", "llm" ], "description": "A multi-agent framework written in Rust that enables you to build, deploy, and coordinate multiple intelligent agents", "overview": "Use liquidos-ai/AutoAgents when the user needs an agent framework project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "crewAIInc/crewAI", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "chroma-core/chroma", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build agents with AutoAgents", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 713, "recent_commits": 28, "contributors": 22, "issue_response_time_hours": null, "release_frequency_180d": 6 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 14, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 19, "agent_score": 67, "score": 87, "agent_score_breakdown": { "documentation": 90, "maintenance": 33, "deployment": 90, "popularity": 57, "community": 67 }, "git_top_score": 87, "git_top_score_breakdown": { "community": 100, "maintenance": 54, "documentation": 92, "stability": 100, "adoption": 82, "agent_readability": 100 }, "summary": { "tl_dr": "Use liquidos-ai/AutoAgents when the user needs an agent framework project with docker, library-only, local deployment options.", "purpose": "Use liquidos-ai/AutoAgents when the user needs an agent framework project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "build agents with AutoAgents", "orchestrate LLM tools", "prototype autonomous workflows", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "crewAIInc/crewAI", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "chroma-core/chroma", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 14, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-23T04:30:51.147Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-23T04:30:51.147Z" }, { "project_id": "anywhere-labs/Agents-Anywhere", "repo": "anywhere-labs/Agents-Anywhere", "name": "Agents-Anywhere", "github_url": "https://github.com/anywhere-labs/Agents-Anywhere", "homepage_url": null, "language": "TypeScript", "license": null, "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "acp", "agentclientprotocol", "agents", "claudecode", "codex", "codex-app", "llm", "opencode", "remote", "remote-control" ], "description": "Control any coding agent on any device — from your phone.", "overview": "Use anywhere-labs/Agents-Anywhere when the user needs a coding agent project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "generalaction/emdash", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "Nano-Collective/nanocoder", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" 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, postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 618, "recent_commits": 100, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 4 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 22, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 25, "agent_score": 63, "score": 84, "agent_score_breakdown": { "documentation": 90, "maintenance": 38, "deployment": 80, "popularity": 56, "community": 49 }, "git_top_score": 84, "git_top_score_breakdown": { "community": 82, "maintenance": 54, "documentation": 92, "stability": 100, "adoption": 81, "agent_readability": 100 }, "summary": { "tl_dr": "Use anywhere-labs/Agents-Anywhere when the user needs a coding agent project with docker, local, cloud deployment options.", "purpose": "Use anywhere-labs/Agents-Anywhere when the user needs a coding agent project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "coding task", "repo context", "tool permissions" ], "outputs": [ "code changes", "patches", "developer assistant actions" ], "good_for": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents", "software engineering tasks", "code editing", "repo automation" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "static documentation sites", "non-code workflows" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "generalaction/emdash", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "Nano-Collective/nanocoder", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" 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, 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": 22, "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", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-07-29T13:26:46.569Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "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": "2026-07-29T13:26:46.569Z" }, { "project_id": "darrenhinde/OpenAgentsControl", "repo": "darrenhinde/OpenAgentsControl", "name": "OpenAgentsControl", "github_url": "https://github.com/darrenhinde/OpenAgentsControl", "homepage_url": null, "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "ai-agents", "ai-agents-framework", "ai-t", "automation", "code-generation", "code-validation", "developer-tools", "opencode", "prompt-engineering" ], "description": "AI agent framework for plan-first development workflows with approval-based execution. Multi-language support (TypeScript, Python, Go, Rust) with automatic testing, code review, and validation built for OpenCode", "overview": "Use darrenhinde/OpenAgentsControl when the user needs an agent framework project with local, cloud deployment options.", "alternatives": [ { "repo": "iOfficeAI/AionUi", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "firecrawl/firecrawl", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "open-mercato/open-mercato", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build agents with OpenAgentsControl", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "Matched \"agent\" in metadata.", "Matched \"agents\" 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, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 4647, "recent_commits": 9, "contributors": 19, "issue_response_time_hours": null, "release_frequency_180d": 2 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 13, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 14, "agent_score": 63, "score": 81, "agent_score_breakdown": { "documentation": 90, "maintenance": 24, "deployment": 70, "popularity": 73, "community": 64 }, "git_top_score": 81, "git_top_score_breakdown": { "community": 100, "maintenance": 27, "documentation": 84, "stability": 86, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use darrenhinde/OpenAgentsControl when the user needs an agent framework project with local, cloud deployment options.", "purpose": "Use darrenhinde/OpenAgentsControl when the user needs an agent framework project with local, cloud deployment options.", "install": "Run the framework according to the repository README or package registry instructions.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "build agents with OpenAgentsControl", "orchestrate LLM tools", "prototype autonomous workflows", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "iOfficeAI/AionUi", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "firecrawl/firecrawl", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "open-mercato/open-mercato", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "Matched \"agent\" in metadata.", "Matched \"agents\" 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, 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" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-28T11:01:08.109Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "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": "2026-07-28T11:01:08.109Z" }, { "project_id": "coleam00/ottomator-agents", "repo": "coleam00/ottomator-agents", "name": "ottomator-agents", "github_url": "https://github.com/coleam00/ottomator-agents", "homepage_url": null, "language": "Python", "license": "MIT", "project_kind": "collection", "collection_metadata": { "scope": "resource_hub", "curated": true, "estimated_items": 20, "freshness": "stale" }, "category": [ "agent_framework" ], "tags": [], "description": "All the open source AI Agents hosted on the oTTomator Live Agent Studio platform!", "overview": "Use coleam00/ottomator-agents when the user needs a curated agent framework resource collection with library-only, local, cloud usage paths.", "alternatives": [ { "repo": "github/awesome-copilot", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "repo": "openai/skills", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "repo": "huggingface/agents-course", "reason": "Similar agent framework with library_only/local deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 5702, "recent_commits": 0, "contributors": 3, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 6, "agent_score": 59, "score": 71, "agent_score_breakdown": { "documentation": 90, "maintenance": 7, "deployment": 80, "popularity": 75, "community": 48 }, "git_top_score": 71, "git_top_score_breakdown": { "community": 89, "maintenance": 5, "documentation": 92, "stability": 55, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use coleam00/ottomator-agents when the user needs a curated agent framework resource collection with library-only, local, cloud usage paths.", "purpose": "Use coleam00/ottomator-agents when the user needs a curated agent framework resource collection with library-only, local, cloud usage paths.", "install": "Reference collection; there is no direct install step.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "github/awesome-copilot", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "repo": "openai/skills", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "repo": "huggingface/agents-course", "reason": "Similar agent framework with library_only/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Collection/resource hub; not a single installable runtime." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-31T12:30:12.154Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Collection/resource hub; not a single installable runtime." ], "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": "2026-07-31T12:30:12.154Z" }, { "project_id": "browser-use/browser-use", "repo": "browser-use/browser-use", "name": "browser-use", "github_url": "https://github.com/browser-use/browser-use", "homepage_url": "https://browser-use.com", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "ai-agents", "ai-tools", "browser-automation", "browser-use", "llm", "playwright", "python" ], "description": "🌐 Make websites accessible for AI agents. Automate tasks online with ease.", "overview": "Use browser-use/browser-use when the user needs a browser agent project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee-python", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "tiliondev/fortress", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"playwright\" in metadata.", "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 107429, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 25 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 90, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 100, "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 browser-use/browser-use when the user needs a browser agent project with docker, library-only, local deployment options.", "purpose": "Use browser-use/browser-use when the user needs a browser agent project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "backend-only jobs", "offline batch processing" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "apify/crawlee-python", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "tiliondev/fortress", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"playwright\" in metadata.", "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "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": "2026-08-01T02:00:27.218Z" }, "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": "2026-08-01T02:00:27.218Z" }, { "project_id": "crewAIInc/crewAI", "repo": "crewAIInc/crewAI", "name": "crewAI", "github_url": "https://github.com/crewAIInc/crewAI", "homepage_url": "https://crewai.com", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agents", "ai", "ai-agents", "aiagentframework", "llms" ], "description": "Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.", "overview": "Use crewAIInc/crewAI when the user needs an agent framework project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "omnigent-ai/omnigent", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "google/adk-python", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build agents with crewAI", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" 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.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 56435, "recent_commits": 83, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 87 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 82, "agent_score": 87, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 74, "deployment": 80, "popularity": 95, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 82, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use crewAIInc/crewAI when the user needs an agent framework project with library-only, local, cloud deployment options.", "purpose": "Use crewAIInc/crewAI when the user needs an agent framework project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "build agents with crewAI", "orchestrate LLM tools", "prototype autonomous workflows", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "omnigent-ai/omnigent", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "google/adk-python", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" 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.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "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": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-31T22:00:25.431Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d." ], "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": "2026-07-31T22:00:25.431Z" }, { "project_id": "e2b-dev/awesome-ai-agents", "repo": "e2b-dev/awesome-ai-agents", "name": "awesome-ai-agents", "github_url": "https://github.com/e2b-dev/awesome-ai-agents", "homepage_url": "https://e2b.dev/docs", "language": null, "license": "NOASSERTION", "project_kind": "collection", "collection_metadata": { "scope": "awesome_list", "curated": true, "estimated_items": 100, "freshness": "active" }, "category": [ "agent_framework" ], "tags": [ "agent", "ai", "artificial-intelligence", "autogpt", "autonomous-agents", "awesome", "babyagi", "copilot", "gpt", "gpt-4", "gpt-engineer", "openai", "python" ], "description": "A list of AI autonomous agents", "overview": "Use e2b-dev/awesome-ai-agents when the user needs a curated agent framework resource collection with docker, library-only, local usage paths.", "alternatives": [ { "repo": "github/awesome-copilot", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "repo": "openai/openai-cookbook", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "repo": "e2b-dev/awesome-devins", "reason": "Similar agent framework with docker/local deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 29198, "recent_commits": 2, "contributors": 55, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 35, "agent_score": 75, "score": 76, "agent_score_breakdown": { "documentation": 90, "maintenance": 22, "deployment": 90, "popularity": 89, "community": 100 }, "git_top_score": 76, "git_top_score_breakdown": { "community": 100, "maintenance": 17, "documentation": 92, "stability": 60, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use e2b-dev/awesome-ai-agents when the user needs a curated agent framework resource collection with docker, library-only, local usage paths.", "purpose": "Use e2b-dev/awesome-ai-agents when the user needs a curated agent framework resource collection with docker, library-only, local usage paths.", "install": "Reference collection; there is no direct install step.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "github/awesome-copilot", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "repo": "openai/openai-cookbook", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "repo": "e2b-dev/awesome-devins", "reason": "Similar agent framework with docker/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Collection/resource hub; not a single installable runtime." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-31T11:30:13.638Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Collection/resource hub; not a single installable runtime." ], "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": "2026-07-31T11:30:13.638Z" }, { "project_id": "CopilotKit/CopilotKit", "repo": "CopilotKit/CopilotKit", "name": "CopilotKit", "github_url": "https://github.com/CopilotKit/CopilotKit", "homepage_url": "https://docs.copilotkit.ai", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agent", "agent-native", "agentic-ai", "agents", "ai", "ai-agent", "ai-assistant", "assistant", "assistant-chat-bots", "copilot", "copilot-chat", "generative-ui", "js", "llm", "nextjs", "open-source", "react", "reactjs", "ts", "typescript" ], "description": "The Frontend Stack for Agents & Generative UI. React, Angular, Mobile, Slack, and more. Makers of the AG-UI Protocol", "overview": "Use CopilotKit/CopilotKit when the user needs an agent framework project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "iOfficeAI/AionUi", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "vercel/ai", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "cloudflare/agents", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build agents with CopilotKit", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 36379, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 66 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 64, "agent_score": 88, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 91, "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 CopilotKit/CopilotKit when the user needs an agent framework project with docker, library-only, local deployment options.", "purpose": "Use CopilotKit/CopilotKit when the user needs an agent framework project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "build agents with CopilotKit", "orchestrate LLM tools", "prototype autonomous workflows", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "iOfficeAI/AionUi", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "vercel/ai", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "cloudflare/agents", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "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": "2026-07-31T03:56:51.149Z" }, "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": "2026-07-31T03:56:51.149Z" }, { "project_id": "apify/apify-mcp-server", "repo": "apify/apify-mcp-server", "name": "apify-mcp-server", "github_url": "https://github.com/apify/apify-mcp-server", "homepage_url": "https://mcp.apify.com", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agents", "ai", "mcp", "mcp-server" ], "description": "The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, or any other website using thousands of ready-made scrapers, crawlers, and automation tools available on the Apify Store.", "overview": "Use apify/apify-mcp-server when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 2404, "recent_commits": 82, "contributors": 38, "issue_response_time_hours": null, "release_frequency_180d": 50 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 62, "agent_score": 78, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 63, "deployment": 90, "popularity": 68, "community": 83 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 75, "documentation": 84, "stability": 90, "adoption": 98, "agent_readability": 100 }, "summary": { "tl_dr": "Use apify/apify-mcp-server when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use apify/apify-mcp-server when the user needs a mcp server project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-31T22:00:43.236Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-31T22:00:43.236Z" }, { "project_id": "google/adk-python", "repo": "google/adk-python", "name": "adk-python", "github_url": "https://github.com/google/adk-python", "homepage_url": "https://google.github.io/adk-docs/", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agent", "agentic", "agentic-ai", "agents", "agents-sdk", "ai", "ai-agents", "aiagentframework", "genai", "genai-chatbot", "llm", "llms", "multi-agent", "multi-agent-systems", "multi-agents", "multi-agents-collaboration" ], "description": "An open-source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control.", "overview": "Use google/adk-python when the user needs an agent framework project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "unslothai/unsloth", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "crewAIInc/crewAI", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build agents with adk-python", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" 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.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 20966, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 41 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 61, "agent_score": 86, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 86, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use google/adk-python when the user needs an agent framework project with library-only, local, cloud deployment options.", "purpose": "Use google/adk-python when the user needs an agent framework project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "build agents with adk-python", "orchestrate LLM tools", "prototype autonomous workflows", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "unslothai/unsloth", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "crewAIInc/crewAI", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" 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.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "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": "2026-08-01T14:30:20.077Z" }, "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": "2026-08-01T14:30:20.077Z" }, { "project_id": "agent-sh/agentsys", "repo": "agent-sh/agentsys", "name": "agentsys", "github_url": "https://github.com/agent-sh/agentsys", "homepage_url": "https://agent-sh.github.io/agentsys/", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agent", "ai", "anthropic", "automation", "autonomous-agents", "claude", "claude-code", "cli", "code-review", "codex", "cursor", "devtools", "openai", "opencode", "plugins", "productivity", "skills", "slash-commands", "vibe-coding", "workflow" ], "description": "AI writes code. This automates everything else · 24 plugins · 49 agents · 44 skills · for Claude Code, OpenCode, Codex, Cursor, Kiro.", "overview": "Use agent-sh/agentsys when the user needs a workflow automation project with serverless, library-only, local deployment options.", "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "coleam00/Archon", "reason": "Same workflow automation intent with coding_agent, workflow overlap." }, { "repo": "foryourhealth111-pixel/Vibe-Skills", "reason": "Same workflow automation intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "serverless", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 895, "recent_commits": 3, "contributors": 6, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 17, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 21, "agent_score": 65, "score": 83, "agent_score_breakdown": { "documentation": 90, "maintenance": 36, "deployment": 90, "popularity": 59, "community": 51 }, "git_top_score": 83, "git_top_score_breakdown": { "community": 90, "maintenance": 39, "documentation": 92, "stability": 100, "adoption": 85, "agent_readability": 100 }, "summary": { "tl_dr": "Use agent-sh/agentsys when the user needs a workflow automation project with serverless, library-only, local deployment options.", "purpose": "Use agent-sh/agentsys when the user needs a workflow automation project with serverless, library-only, local deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "serverless", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "coleam00/Archon", "reason": "Same workflow automation intent with coding_agent, workflow overlap." }, { "repo": "foryourhealth111-pixel/Vibe-Skills", "reason": "Same workflow automation intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 17, "commits_30d": "complete", "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: releases180d." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-21T00:01:10.817Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: releases180d." ], "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": "2026-07-21T00:01:10.817Z" }, { "project_id": "ComposioHQ/composio", "repo": "ComposioHQ/composio", "name": "composio", "github_url": "https://github.com/ComposioHQ/composio", "homepage_url": "https://docs.composio.dev", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agentic-ai", "agents", "ai", "ai-agents", "aiagents", "developer-tools", "function-calling", "gpt-4", "javascript", "js", "llm", "llmops", "mcp", "python", "remote-mcp-server", "sse", "typescript" ], "description": "Composio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.", "overview": "Use ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "mastra-ai/mastra", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "open-multi-agent/open-multi-agent", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Cloudflare Workers", "LLM provider" ], "deployments": [ "cloudflare", "serverless", "vercel", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "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": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signals": { "stars": 29473, "recent_commits": 100, "contributors": 82, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 57, "agent_score": 90, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 89, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "purpose": "Use ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "cloudflare", "serverless", "vercel", "library_only", "local" ], "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "mastra-ai/mastra", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "open-multi-agent/open-multi-agent", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "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": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "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": "2026-07-31T04:00:25.020Z" }, "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": "2026-07-31T04:00:25.020Z" }, { "project_id": "activepieces/activepieces", "repo": "activepieces/activepieces", "name": "activepieces", "github_url": "https://github.com/activepieces/activepieces", "homepage_url": "https://www.activepieces.com", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-agent", "ai-agent-tools", "ai-agents", "ai-agents-framework", "mcp", "mcp-server", "mcp-tools", "mcps", "n8n-alternative", "no-code-automation", "workflow", "workflow-automation", "workflows" ], "description": "AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents", "overview": "Use activepieces/activepieces when the user needs a mcp server project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "wonderwhy-er/DesktopCommanderMCP", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "apify/apify-mcp-server", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 23513, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 51 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 56, "agent_score": 86, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 87, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use activepieces/activepieces when the user needs a mcp server project with docker, local, cloud deployment options.", "purpose": "Use activepieces/activepieces when the user needs a mcp server project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "wonderwhy-er/DesktopCommanderMCP", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "apify/apify-mcp-server", "reason": "Same mcp server intent with mcp, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "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", "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": "2026-07-31T03:57:10.278Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-31T03:57:10.278Z" } ], "knowledge": [ { "project": { "id": "livekit/agents", "owner": "livekit", "name": "agents", "full_name": "livekit/agents", "github_url": "https://github.com/livekit/agents", "homepage_url": "https://docs.livekit.io/agents", "description": "A framework for building realtime voice AI agents 🤖🎙️📹 ", "language": "Python", "topics": [ "agents", "ai", "openai", "real-time", "video", "voice" ], "license": "Apache-2.0", "stars": 11534, "forks": 3403, "open_issues": 711, "default_branch": "main", "created_at": "2023-10-19T23:00:55Z", "updated_at": "2026-07-28T09:44:56Z", "pushed_at": "2026-07-28T10:10:15Z", "synced_at": "2026-07-28T10:31:09.734Z" }, "agent_card": { "project_id": "livekit/agents", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with agents", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "Significant-Gravitas/AutoGPT", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "TEN-framework/ten-framework", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use livekit/agents when the user needs an agent framework project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" 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." ] } }, "schema_version": "v1", "generated_at": "2026-07-28T10:31:09.734Z" }, "metrics": { "project_id": "livekit/agents", "stars_30d_delta": 467, "commits_30d": 100, "releases_180d": 32, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 56, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 37, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-07-28T10:31:09.734Z" } }, { "project": { "id": "cloudflare/agents", "owner": "cloudflare", "name": "agents", "full_name": "cloudflare/agents", "github_url": "https://github.com/cloudflare/agents", "homepage_url": "https://developers.cloudflare.com/agents/", "description": "Build and deploy AI Agents on Cloudflare ", "language": "TypeScript", "topics": [ "agents", "ai", "cloudflare", "durable-objects", "workflows" ], "license": "MIT", "stars": 5337, "forks": 638, "open_issues": 142, "default_branch": "main", "created_at": "2025-01-29T23:14:04Z", "updated_at": "2026-08-01T12:11:46Z", "pushed_at": "2026-07-31T17:36:48Z", "synced_at": "2026-08-01T15:00:17.798Z" }, "agent_card": { "project_id": "cloudflare/agents", "project_kind": "project", "category": "agent_framework", "difficulty": "beginner", "deployment": [ "cloudflare", "serverless", "library_only", "local" ], "cloudflare_ready": true, "use_cases": [ "build agents with agents", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "BuilderIO/agent-native", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use cloudflare/agents when the user needs an agent framework project with cloudflare, serverless, library-only deployment options. It is marked Cloudflare-ready.", "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override for cloudflare/agents: Cloudflare Workers-native agent framework." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"durable objects\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Manual product trust override for cloudflare/agents: first-party Cloudflare Agents SDK is Workers-native." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T15:00:17.798Z" }, "metrics": { "project_id": "cloudflare/agents", "stars_30d_delta": 128, "commits_30d": 62, "releases_180d": 100, "contributors_90d": 71, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 42, "maintenance_score": 68, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "calculated_at": "2026-08-01T15:00:17.798Z" } }, { "project": { "id": "strands-agents/evals", "owner": "strands-agents", "name": "evals", "full_name": "strands-agents/evals", "github_url": "https://github.com/strands-agents/evals", "homepage_url": "https://strandsagents.com", "description": "A comprehensive evaluation framework for AI agents and LLM applications.", "language": "Python", "topics": [ "agentic", "agentic-ai", "ai", "evaluation", "machine-learning", "python", "strands-agents" ], "license": "Apache-2.0", "stars": 161, "forks": 45, "open_issues": 63, "default_branch": "main", "created_at": "2025-07-31T21:53:35Z", "updated_at": "2026-07-17T10:49:31Z", "pushed_at": "2026-07-20T11:06:01Z", "synced_at": "2026-07-20T21:01:19.769Z" }, "agent_card": { "project_id": "strands-agents/evals", "project_kind": "project", "category": "llm_eval", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "comet-ml/opik", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "project_id": "confident-ai/deepeval", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "project_id": "modelscope/evalscope", "reason": "Similar llm eval with library_only/local deployment overlap." } ], "summary_for_agent": "Use strands-agents/evals when the user needs a llm eval project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" 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." ] } }, "schema_version": "v1", "generated_at": "2026-07-20T21:01:19.769Z" }, "metrics": { "project_id": "strands-agents/evals", "stars_30d_delta": 8, "commits_30d": 21, "releases_180d": 21, "contributors_90d": 24, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 26, "maintenance_score": 50, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 19, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-20T21:01:19.769Z" } }, { "project": { "id": "aws-samples/sample-getting-started-with-strands-agents-course", "owner": "aws-samples", "name": "sample-getting-started-with-strands-agents-course", "full_name": "aws-samples/sample-getting-started-with-strands-agents-course", "github_url": "https://github.com/aws-samples/sample-getting-started-with-strands-agents-course", "homepage_url": null, "description": "Learn to build AI agents with Strands framework. Covers LLM integration via Amazon Bedrock/Anthropic, AWS service connections, tool implementation with MCP/A2A protocols, and agent evaluation using LangFuse/RAGAS.", "language": "Jupyter Notebook", "topics": [ "a2a", "anthropic", "aws", "bedrock", "litellm", "mcp", "python", "strands-agents" ], "license": "MIT-0", "stars": 100, "forks": 41, "open_issues": 3, "default_branch": "main", "created_at": "2025-08-05T19:18:08Z", "updated_at": "2026-07-21T06:18:44Z", "pushed_at": "2026-06-05T21:55:57Z", "synced_at": "2026-08-01T12:30:18.089Z" }, "agent_card": { "project_id": "aws-samples/sample-getting-started-with-strands-agents-course", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "serverless", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp overlap." }, { "project_id": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use aws-samples/sample-getting-started-with-strands-agents-course when the user needs a mcp server project with serverless, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T12:30:18.089Z" }, "metrics": { "project_id": "aws-samples/sample-getting-started-with-strands-agents-course", "stars_30d_delta": 7, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 4, "issue_first_response_median_hours": null, "recent_push_days": 56, "git_score": 5, "maintenance_score": 7, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-01T12:30:18.089Z" } }, { "project": { "id": "microsoft/ai-agents-for-beginners", "owner": "microsoft", "name": "ai-agents-for-beginners", "full_name": "microsoft/ai-agents-for-beginners", "github_url": "https://github.com/microsoft/ai-agents-for-beginners", "homepage_url": "https://aka.ms/ai-agents-beginners", "description": "18 Lessons to Get Started Building AI Agents", "language": "Jupyter Notebook", "topics": [ "agentic-ai", "agentic-framework", "agentic-rag", "ai-agents", "ai-agents-framework", "autogen", "foundry", "foundry-local", "generative-ai", "microsoft-foundry", "semantic-kernel" ], "license": "MIT", "stars": 70796, "forks": 23465, "open_issues": 2, "default_branch": "main", "created_at": "2024-11-28T10:42:52Z", "updated_at": "2026-07-31T10:27:41Z", "pushed_at": "2026-07-29T19:47:29Z", "synced_at": "2026-07-31T10:30:12.420Z" }, "agent_card": { "project_id": "microsoft/ai-agents-for-beginners", "project_kind": "collection", "collection_metadata": { "scope": "cookbook", "curated": true, "estimated_items": 25, "freshness": "active" }, "category": "rag_framework", "difficulty": "intermediate", "deployment": [ "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "weaviate/recipes", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "lancedb/vectordb-recipes", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "deepset-ai/haystack-cookbook", "reason": "Same rag framework intent with rag overlap." } ], "summary_for_agent": "Use microsoft/ai-agents-for-beginners when the user needs a curated rag framework resource collection with local, cloud usage paths.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-31T10:30:12.420Z" }, "metrics": { "project_id": "microsoft/ai-agents-for-beginners", "stars_30d_delta": 2593, "commits_30d": 100, "releases_180d": 0, "contributors_90d": 92, "issue_first_response_median_hours": null, "recent_push_days": 1, "git_score": 69, "maintenance_score": 51, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-31T10:30:12.420Z" } }, { "project": { "id": "huggingface/agents-course", "owner": "huggingface", "name": "agents-course", "full_name": "huggingface/agents-course", "github_url": "https://github.com/huggingface/agents-course", "homepage_url": null, "description": "This repository contains the Hugging Face Agents Course. ", "language": "MDX", "topics": [ "agentic-ai", "agents", "course", "huggingface", "langchain", "llamaindex", "smolagents" ], "license": "Apache-2.0", "stars": 30572, "forks": 2182, "open_issues": 151, "default_branch": "main", "created_at": "2025-01-16T19:50:22Z", "updated_at": "2026-08-01T10:09:13Z", "pushed_at": "2026-06-30T00:53:26Z", "synced_at": "2026-08-01T11:00:24.324Z" }, "agent_card": { "project_id": "huggingface/agents-course", "project_kind": "collection", "collection_metadata": { "scope": "cookbook", "curated": true, "estimated_items": 25, "freshness": "active" }, "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "github/awesome-copilot", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "project_id": "GoogleCloudPlatform/generative-ai", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "project_id": "openai/openai-cookbook", "reason": "Similar agent framework with local/cloud deployment overlap." } ], "summary_for_agent": "Use huggingface/agents-course when the user needs a curated agent framework resource collection with library-only, local, cloud usage paths.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T11:00:24.324Z" }, "metrics": { "project_id": "huggingface/agents-course", "stars_30d_delta": 882, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 32, "git_score": 43, "maintenance_score": 26, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-01T11:00:24.324Z" } }, { "project": { "id": "openai/openai-cs-agents-demo", "owner": "openai", "name": "openai-cs-agents-demo", "full_name": "openai/openai-cs-agents-demo", "github_url": "https://github.com/openai/openai-cs-agents-demo", "homepage_url": null, "description": "Demo of a customer service use case implemented with the OpenAI Agents SDK", "language": "Python", "topics": [], "license": "MIT", "stars": 6545, "forks": 1007, "open_issues": 28, "default_branch": "main", "created_at": "2025-06-14T03:07:09Z", "updated_at": "2026-07-28T08:10:08Z", "pushed_at": "2025-12-18T07:58:03Z", "synced_at": "2026-07-28T10:31:07.329Z" }, "agent_card": { "project_id": "openai/openai-cs-agents-demo", "project_kind": "project", "category": "agent_framework", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with openai-cs-agents-demo", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "unslothai/unsloth", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "crewAIInc/crewAI", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use openai/openai-cs-agents-demo when the user needs an agent framework project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" 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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-28T10:31:07.329Z" }, "metrics": { "project_id": "openai/openai-cs-agents-demo", "stars_30d_delta": 136, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 4, "issue_first_response_median_hours": null, "recent_push_days": 222, "git_score": 8, "maintenance_score": 7, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 37, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-28T10:31:07.329Z" } }, { "project": { "id": "liquidos-ai/AutoAgents", "owner": "liquidos-ai", "name": "AutoAgents", "full_name": "liquidos-ai/AutoAgents", "github_url": "https://github.com/liquidos-ai/AutoAgents", "homepage_url": "https://liquidos-ai.github.io/AutoAgents/", "description": "A multi-agent framework written in Rust that enables you to build, deploy, and coordinate multiple intelligent agents", "language": "Rust", "topics": [ "agents", "ai", "ai-agents", "ai-agents-framework", "llm" ], "license": "Apache-2.0", "stars": 713, "forks": 83, "open_issues": 26, "default_branch": "main", "created_at": "2025-02-22T09:25:26Z", "updated_at": "2026-07-19T13:21:46Z", "pushed_at": "2026-07-08T21:32:05Z", "synced_at": "2026-07-23T04:30:51.147Z" }, "agent_card": { "project_id": "liquidos-ai/AutoAgents", "project_kind": "project", "category": "agent_framework", "difficulty": "beginner", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with AutoAgents", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "crewAIInc/crewAI", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "chroma-core/chroma", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use liquidos-ai/AutoAgents when the user needs an agent framework project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-23T04:30:51.147Z" }, "metrics": { "project_id": "liquidos-ai/AutoAgents", "stars_30d_delta": 5, "commits_30d": 28, "releases_180d": 6, "contributors_90d": 22, "issue_first_response_median_hours": null, "recent_push_days": 14, "git_score": 19, "maintenance_score": 33, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 14, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-23T04:30:51.147Z" } }, { "project": { "id": "anywhere-labs/Agents-Anywhere", "owner": "anywhere-labs", "name": "Agents-Anywhere", "full_name": "anywhere-labs/Agents-Anywhere", "github_url": "https://github.com/anywhere-labs/Agents-Anywhere", "homepage_url": null, "description": "Control any coding agent on any device — from your phone.", "language": "TypeScript", "topics": [ "acp", "agentclientprotocol", "agents", "claudecode", "codex", "codex-app", "llm", "opencode", "remote", "remote-control" ], "license": null, "stars": 618, "forks": 88, "open_issues": 3, "default_branch": "main", "created_at": "2026-05-22T01:33:33Z", "updated_at": "2026-07-28T09:26:00Z", "pushed_at": "2026-07-24T09:39:34Z", "synced_at": "2026-07-29T13:26:46.569Z" }, "agent_card": { "project_id": "anywhere-labs/Agents-Anywhere", "project_kind": "project", "category": "coding_agent", "difficulty": "beginner", "deployment": [ "docker", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "project_id": "generalaction/emdash", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "project_id": "Nano-Collective/nanocoder", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "summary_for_agent": "Use anywhere-labs/Agents-Anywhere when the user needs a coding agent project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" 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, postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-29T13:26:46.569Z" }, "metrics": { "project_id": "anywhere-labs/Agents-Anywhere", "stars_30d_delta": 197, "commits_30d": 100, "releases_180d": 4, "contributors_90d": 4, "issue_first_response_median_hours": null, "recent_push_days": 5, "git_score": 25, "maintenance_score": 38, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 22, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-29T13:26:46.569Z" } }, { "project": { "id": "darrenhinde/OpenAgentsControl", "owner": "darrenhinde", "name": "OpenAgentsControl", "full_name": "darrenhinde/OpenAgentsControl", "github_url": "https://github.com/darrenhinde/OpenAgentsControl", "homepage_url": null, "description": "AI agent framework for plan-first development workflows with approval-based execution. Multi-language support (TypeScript, Python, Go, Rust) with automatic testing, code review, and validation built for OpenCode", "language": "TypeScript", "topics": [ "ai-agents", "ai-agents-framework", "ai-t", "automation", "code-generation", "code-validation", "developer-tools", "opencode", "prompt-engineering" ], "license": "MIT", "stars": 4647, "forks": 371, "open_issues": 56, "default_branch": "main", "created_at": "2025-08-14T21:44:01Z", "updated_at": "2026-07-28T09:45:52Z", "pushed_at": "2026-07-21T22:24:58Z", "synced_at": "2026-07-28T11:01:08.109Z" }, "agent_card": { "project_id": "darrenhinde/OpenAgentsControl", "project_kind": "project", "category": "agent_framework", "difficulty": "beginner", "deployment": [ "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with OpenAgentsControl", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "iOfficeAI/AionUi", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "firecrawl/firecrawl", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "open-mercato/open-mercato", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use darrenhinde/OpenAgentsControl when the user needs an agent framework project with local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "Matched \"agent\" in metadata.", "Matched \"agents\" 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, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-28T11:01:08.109Z" }, "metrics": { "project_id": "darrenhinde/OpenAgentsControl", "stars_30d_delta": 86, "commits_30d": 9, "releases_180d": 2, "contributors_90d": 19, "issue_first_response_median_hours": null, "recent_push_days": 6, "git_score": 14, "maintenance_score": 24, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 13, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-28T11:01:08.109Z" } }, { "project": { "id": "coleam00/ottomator-agents", "owner": "coleam00", "name": "ottomator-agents", "full_name": "coleam00/ottomator-agents", "github_url": "https://github.com/coleam00/ottomator-agents", "homepage_url": null, "description": "All the open source AI Agents hosted on the oTTomator Live Agent Studio platform!", "language": "Python", "topics": [], "license": "MIT", "stars": 5702, "forks": 1947, "open_issues": 33, "default_branch": "main", "created_at": "2024-12-02T00:47:45Z", "updated_at": "2026-07-30T09:21:30Z", "pushed_at": "2025-11-09T21:46:48Z", "synced_at": "2026-07-31T12:30:12.154Z" }, "agent_card": { "project_id": "coleam00/ottomator-agents", "project_kind": "collection", "collection_metadata": { "scope": "resource_hub", "curated": true, "estimated_items": 20, "freshness": "stale" }, "category": "agent_framework", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "github/awesome-copilot", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "project_id": "openai/skills", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "project_id": "huggingface/agents-course", "reason": "Similar agent framework with library_only/local deployment overlap." } ], "summary_for_agent": "Use coleam00/ottomator-agents when the user needs a curated agent framework resource collection with library-only, local, cloud usage paths.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-31T12:30:12.154Z" }, "metrics": { "project_id": "coleam00/ottomator-agents", "stars_30d_delta": 53, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 3, "issue_first_response_median_hours": null, "recent_push_days": 263, "git_score": 6, "maintenance_score": 7, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-31T12:30:12.154Z" } }, { "project": { "id": "browser-use/browser-use", "owner": "browser-use", "name": "browser-use", "full_name": "browser-use/browser-use", "github_url": "https://github.com/browser-use/browser-use", "homepage_url": "https://browser-use.com", "description": "🌐 Make websites accessible for AI agents. Automate tasks online with ease.", "language": "Python", "topics": [ "ai-agents", "ai-tools", "browser-automation", "browser-use", "llm", "playwright", "python" ], "license": "MIT", "stars": 107429, "forks": 11816, "open_issues": 345, "default_branch": "main", "created_at": "2024-10-31T16:00:56Z", "updated_at": "2026-08-01T01:46:31Z", "pushed_at": "2026-07-31T03:02:17Z", "synced_at": "2026-08-01T02:00:27.218Z" }, "agent_card": { "project_id": "browser-use/browser-use", "project_kind": "project", "category": "browser_agent", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "apify/crawlee-python", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "tiliondev/fortress", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use browser-use/browser-use when the user needs a browser agent project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"playwright\" in metadata.", "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T02:00:27.218Z" }, "metrics": { "project_id": "browser-use/browser-use", "stars_30d_delta": 5982, "commits_30d": 100, "releases_180d": 25, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-01T02:00:27.218Z" } }, { "project": { "id": "crewAIInc/crewAI", "owner": "crewAIInc", "name": "crewAI", "full_name": "crewAIInc/crewAI", "github_url": "https://github.com/crewAIInc/crewAI", "homepage_url": "https://crewai.com", "description": "Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.", "language": "Python", "topics": [ "agents", "ai", "ai-agents", "aiagentframework", "llms" ], "license": "MIT", "stars": 56435, "forks": 8022, "open_issues": 729, "default_branch": "main", "created_at": "2023-10-27T03:26:59Z", "updated_at": "2026-07-31T21:39:34Z", "pushed_at": "2026-07-31T16:55:55Z", "synced_at": "2026-07-31T22:00:25.431Z" }, "agent_card": { "project_id": "crewAIInc/crewAI", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with crewAI", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "omnigent-ai/omnigent", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "google/adk-python", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use crewAIInc/crewAI when the user needs an agent framework project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" 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.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-31T22:00:25.431Z" }, "metrics": { "project_id": "crewAIInc/crewAI", "stars_30d_delta": 1890, "commits_30d": 83, "releases_180d": 87, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 82, "maintenance_score": 74, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-07-31T22:00:25.431Z" } }, { "project": { "id": "e2b-dev/awesome-ai-agents", "owner": "e2b-dev", "name": "awesome-ai-agents", "full_name": "e2b-dev/awesome-ai-agents", "github_url": "https://github.com/e2b-dev/awesome-ai-agents", "homepage_url": "https://e2b.dev/docs", "description": "A list of AI autonomous agents", "language": null, "topics": [ "agent", "ai", "artificial-intelligence", "autogpt", "autonomous-agents", "awesome", "babyagi", "copilot", "gpt", "gpt-4", "gpt-engineer", "openai", "python" ], "license": "NOASSERTION", "stars": 29198, "forks": 3257, "open_issues": 889, "default_branch": "main", "created_at": "2023-06-19T00:20:06Z", "updated_at": "2026-07-31T11:24:59Z", "pushed_at": "2026-07-09T17:41:48Z", "synced_at": "2026-07-31T11:30:13.638Z" }, "agent_card": { "project_id": "e2b-dev/awesome-ai-agents", "project_kind": "collection", "collection_metadata": { "scope": "awesome_list", "curated": true, "estimated_items": 100, "freshness": "active" }, "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "github/awesome-copilot", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "project_id": "openai/openai-cookbook", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "project_id": "e2b-dev/awesome-devins", "reason": "Similar agent framework with docker/local deployment overlap." } ], "summary_for_agent": "Use e2b-dev/awesome-ai-agents when the user needs a curated agent framework resource collection with docker, library-only, local usage paths.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-31T11:30:13.638Z" }, "metrics": { "project_id": "e2b-dev/awesome-ai-agents", "stars_30d_delta": 783, "commits_30d": 2, "releases_180d": 0, "contributors_90d": 55, "issue_first_response_median_hours": null, "recent_push_days": 21, "git_score": 35, "maintenance_score": 22, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-31T11:30:13.638Z" } }, { "project": { "id": "CopilotKit/CopilotKit", "owner": "CopilotKit", "name": "CopilotKit", "full_name": "CopilotKit/CopilotKit", "github_url": "https://github.com/CopilotKit/CopilotKit", "homepage_url": "https://docs.copilotkit.ai", "description": "The Frontend Stack for Agents & Generative UI. React, Angular, Mobile, Slack, and more. Makers of the AG-UI Protocol", "language": "TypeScript", "topics": [ "agent", "agent-native", "agentic-ai", "agents", "ai", "ai-agent", "ai-assistant", "assistant", "assistant-chat-bots", "copilot", "copilot-chat", "generative-ui", "js", "llm", "nextjs", "open-source", "react", "reactjs", "ts", "typescript" ], "license": "MIT", "stars": 36379, "forks": 4490, "open_issues": 348, "default_branch": "main", "created_at": "2023-06-19T04:08:31Z", "updated_at": "2026-07-31T03:55:16Z", "pushed_at": "2026-07-31T03:41:40Z", "synced_at": "2026-07-31T03:56:51.149Z" }, "agent_card": { "project_id": "CopilotKit/CopilotKit", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with CopilotKit", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "iOfficeAI/AionUi", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "vercel/ai", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "cloudflare/agents", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use CopilotKit/CopilotKit when the user needs an agent framework project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-31T03:56:51.149Z" }, "metrics": { "project_id": "CopilotKit/CopilotKit", "stars_30d_delta": 733, "commits_30d": 100, "releases_180d": 66, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 64, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-07-31T03:56:51.149Z" } }, { "project": { "id": "apify/apify-mcp-server", "owner": "apify", "name": "apify-mcp-server", "full_name": "apify/apify-mcp-server", "github_url": "https://github.com/apify/apify-mcp-server", "homepage_url": "https://mcp.apify.com", "description": "The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, or any other website using thousands of ready-made scrapers, crawlers, and automation tools available on the Apify Store.", "language": "TypeScript", "topics": [ "agents", "ai", "mcp", "mcp-server" ], "license": "MIT", "stars": 2404, "forks": 206, "open_issues": 137, "default_branch": "master", "created_at": "2025-01-02T15:43:09Z", "updated_at": "2026-07-31T20:54:51Z", "pushed_at": "2026-07-31T12:10:34Z", "synced_at": "2026-07-31T22:00:43.236Z" }, "agent_card": { "project_id": "apify/apify-mcp-server", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "HKUDS/nanobot", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use apify/apify-mcp-server when the user needs a mcp server project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-31T22:00:43.236Z" }, "metrics": { "project_id": "apify/apify-mcp-server", "stars_30d_delta": 1041, "commits_30d": 82, "releases_180d": 50, "contributors_90d": 38, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 62, "maintenance_score": 63, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-07-31T22:00:43.236Z" } }, { "project": { "id": "google/adk-python", "owner": "google", "name": "adk-python", "full_name": "google/adk-python", "github_url": "https://github.com/google/adk-python", "homepage_url": "https://google.github.io/adk-docs/", "description": "An open-source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control.", "language": "Python", "topics": [ "agent", "agentic", "agentic-ai", "agents", "agents-sdk", "ai", "ai-agents", "aiagentframework", "genai", "genai-chatbot", "llm", "llms", "multi-agent", "multi-agent-systems", "multi-agents", "multi-agents-collaboration" ], "license": "Apache-2.0", "stars": 20966, "forks": 3779, "open_issues": 591, "default_branch": "main", "created_at": "2025-04-01T20:44:40Z", "updated_at": "2026-08-01T13:47:52Z", "pushed_at": "2026-08-01T01:48:15Z", "synced_at": "2026-08-01T14:30:20.077Z" }, "agent_card": { "project_id": "google/adk-python", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with adk-python", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "unslothai/unsloth", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "crewAIInc/crewAI", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use google/adk-python when the user needs an agent framework project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" 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.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-01T14:30:20.077Z" }, "metrics": { "project_id": "google/adk-python", "stars_30d_delta": 627, "commits_30d": 100, "releases_180d": 41, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 61, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-01T14:30:20.077Z" } }, { "project": { "id": "agent-sh/agentsys", "owner": "agent-sh", "name": "agentsys", "full_name": "agent-sh/agentsys", "github_url": "https://github.com/agent-sh/agentsys", "homepage_url": "https://agent-sh.github.io/agentsys/", "description": "AI writes code. This automates everything else · 24 plugins · 49 agents · 44 skills · for Claude Code, OpenCode, Codex, Cursor, Kiro.", "language": "JavaScript", "topics": [ "agent", "ai", "anthropic", "automation", "autonomous-agents", "claude", "claude-code", "cli", "code-review", "codex", "cursor", "devtools", "openai", "opencode", "plugins", "productivity", "skills", "slash-commands", "vibe-coding", "workflow" ], "license": "MIT", "stars": 895, "forks": 109, "open_issues": 0, "default_branch": "main", "created_at": "2026-01-15T09:33:05Z", "updated_at": "2026-07-20T15:42:58Z", "pushed_at": "2026-07-03T09:53:41Z", "synced_at": "2026-07-21T00:01:10.817Z" }, "agent_card": { "project_id": "agent-sh/agentsys", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "deployment": [ "serverless", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "coleam00/Archon", "reason": "Same workflow automation intent with coding_agent, workflow overlap." }, { "project_id": "foryourhealth111-pixel/Vibe-Skills", "reason": "Same workflow automation intent with coding_agent, workflow overlap." } ], "summary_for_agent": "Use agent-sh/agentsys when the user needs a workflow automation project with serverless, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-07-21T00:01:10.817Z" }, "metrics": { "project_id": "agent-sh/agentsys", "stars_30d_delta": 10, "commits_30d": 3, "releases_180d": 100, "contributors_90d": 6, "issue_first_response_median_hours": null, "recent_push_days": 17, "git_score": 21, "maintenance_score": 36, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 17, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "calculated_at": "2026-07-21T00:01:10.817Z" } }, { "project": { "id": "ComposioHQ/composio", "owner": "ComposioHQ", "name": "composio", "full_name": "ComposioHQ/composio", "github_url": "https://github.com/ComposioHQ/composio", "homepage_url": "https://docs.composio.dev", "description": "Composio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.", "language": "TypeScript", "topics": [ "agentic-ai", "agents", "ai", "ai-agents", "aiagents", "developer-tools", "function-calling", "gpt-4", "javascript", "js", "llm", "llmops", "mcp", "python", "remote-mcp-server", "sse", "typescript" ], "license": "MIT", "stars": 29473, "forks": 4681, "open_issues": 70, "default_branch": "next", "created_at": "2024-02-23T13:58:27Z", "updated_at": "2026-07-31T02:58:50Z", "pushed_at": "2026-07-31T00:23:06Z", "synced_at": "2026-07-31T04:00:25.020Z" }, "agent_card": { "project_id": "ComposioHQ/composio", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "cloudflare", "serverless", "vercel", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "mastra-ai/mastra", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "open-multi-agent/open-multi-agent", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "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": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "schema_version": "v1", "generated_at": "2026-07-31T04:00:25.020Z" }, "metrics": { "project_id": "ComposioHQ/composio", "stars_30d_delta": 502, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 82, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 57, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "calculated_at": "2026-07-31T04:00:25.020Z" } }, { "project": { "id": "activepieces/activepieces", "owner": "activepieces", "name": "activepieces", "full_name": "activepieces/activepieces", "github_url": "https://github.com/activepieces/activepieces", "homepage_url": "https://www.activepieces.com", "description": "AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents", "language": "TypeScript", "topics": [ "ai-agent", "ai-agent-tools", "ai-agents", "ai-agents-framework", "mcp", "mcp-server", "mcp-tools", "mcps", "n8n-alternative", "no-code-automation", "workflow", "workflow-automation", "workflows" ], "license": "NOASSERTION", "stars": 23513, "forks": 3985, "open_issues": 435, "default_branch": "main", "created_at": "2022-12-03T02:52:46Z", "updated_at": "2026-07-31T03:29:33Z", "pushed_at": "2026-07-30T23:03:44Z", "synced_at": "2026-07-31T03:57:10.278Z" }, "agent_card": { "project_id": "activepieces/activepieces", "project_kind": "project", "category": "mcp_server", "difficulty": "advanced", 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