{ "profile": "full", "query": { "category": "agent_framework", "ranking": "browse" }, "projects": [ { "project_id": "langchain-ai/langchain", "repo": "langchain-ai/langchain", "name": "langchain", "github_url": "https://github.com/langchain-ai/langchain", "homepage_url": "https://docs.langchain.com/langchain/", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agents", "ai", "ai-agents", "anthropic", "chatgpt", "deepagents", "enterprise", "framework", "gemini", "generative-ai", "langchain", "langgraph", "llm", "multiagent", "open-source", "openai", "pydantic", "python", "rag", "typescript" ], "description": "The agent engineering platform.", "overview": "Use langchain-ai/langchain when the user needs an agent framework project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "framerslab/agentos", "reason": "Same agent framework intent with rag, workflow overlap." }, { "repo": "Protocol-Lattice/go-agent", "reason": "Same agent framework intent with rag, workflow overlap." }, { "repo": "TransformerOptimus/SuperAGI", "reason": "Same agent framework intent with rag, workflow overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build agents with langchain", "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": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 146587, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "partial", "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 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T12:00:44.224Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use langchain-ai/langchain when the user needs an agent framework project with docker, library-only, local deployment options.", "purpose": "Use langchain-ai/langchain 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 langchain", "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": "framerslab/agentos", "reason": "Same agent framework intent with rag, workflow overlap." }, { "repo": "Protocol-Lattice/go-agent", "reason": "Same agent framework intent with rag, workflow overlap." }, { "repo": "TransformerOptimus/SuperAGI", "reason": "Same agent framework intent with rag, 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": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T12:00:44.224Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-18T12:00:44.224Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-18T12:00:44.224Z" }, { "project_id": "alibaba/open-code-review", "repo": "alibaba/open-code-review", "name": "open-code-review", "github_url": "https://github.com/alibaba/open-code-review", "homepage_url": "https://open-codereview.ai", "language": "Go", "license": "Apache-2.0", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agent", "agent-skills", "code-review", "code-review-assistant", "harness", "repository-level-context" ], "description": "Secure, fast, efficient, battle-tested at Alibaba's scale. Hybrid architecture code review tool: deterministic pipelines + LLM Agent, precise line-level comments, built-in multi-language ruleset (NPE, thread-safety, XSS, SQL injection), OpenAI & Anthropic compatible.", "overview": "Use alibaba/open-code-review when the user needs an agent framework project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "charmbracelet/crush", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "aristoteleo/PantheonOS", "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 open-code-review", "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": "medium", "evidence": [ "Matched \"agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": 37311, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 86, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "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 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T15:30:27.009Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use alibaba/open-code-review when the user needs an agent framework project with library-only, local, cloud deployment options.", "purpose": "Use alibaba/open-code-review 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 open-code-review", "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": "charmbracelet/crush", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "aristoteleo/PantheonOS", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T15:30:27.009Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-19T15:30:27.009Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-19T15:30:27.009Z" }, { "project_id": "agentscope-ai/agentscope", "repo": "agentscope-ai/agentscope", "name": "agentscope", "github_url": "https://github.com/agentscope-ai/agentscope", "homepage_url": "https://docs.agentscope.io/", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agent", "chatbot", "large-language-models", "llm", "llm-agent", "mcp", "multi-agent", "multi-modal", "react-agent", "realtime-agent", "voice-agent", "voice-assistant" ], "description": "Build and run agents you can see, understand and trust.", "overview": "Use agentscope-ai/agentscope when the user needs an agent framework project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "omnigent-ai/omnigent", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "google/adk-python", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "ag2ai/ag2", "reason": "Same agent framework intent with mcp, workflow overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build agents with agentscope", "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": [ "Manual product trust override for agentscope-ai/agentscope." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 31927, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 16 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 88, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 90, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T12:30:45.013Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use agentscope-ai/agentscope when the user needs an agent framework project with docker, library-only, local deployment options.", "purpose": "Use agentscope-ai/agentscope 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 agentscope", "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": "omnigent-ai/omnigent", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "google/adk-python", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "ag2ai/ag2", "reason": "Same agent framework intent with mcp, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override for agentscope-ai/agentscope." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T12:30:45.013Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-18T12:30:45.013Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-18T12:30:45.013Z" }, { "project_id": "pipecat-ai/pipecat", "repo": "pipecat-ai/pipecat", "name": "pipecat", "github_url": "https://github.com/pipecat-ai/pipecat", "homepage_url": "https://pipecat.ai", "language": "Python", "license": "BSD-2-Clause", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "ai", "chatbot-framework", "chatbots", "real-time", "voice", "voice-assistant" ], "description": "Open Source framework for voice agents, multimodal apps, and realtime AI. Maintained by Daily and the community.", "overview": "Use pipecat-ai/pipecat when the user needs an agent framework project with local, cloud 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": "livekit/agents", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build agents with pipecat", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "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": [ "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": 15650, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 16 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 83, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 70, "popularity": 84, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T02:00:33.516Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use pipecat-ai/pipecat when the user needs an agent framework project with local, cloud deployment options.", "purpose": "Use pipecat-ai/pipecat 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 pipecat", "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": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "crewAIInc/crewAI", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "livekit/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": "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": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T02:00:33.516Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-19T02:00:33.516Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-19T02:00:33.516Z" }, { "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 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": [ "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" ], "classification": { "category": { "confidence": "high", "evidence": [ "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": [ "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": 58729, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 89 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 83, "agent_score": 85, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 70, "popularity": 95, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T12:00:55.446Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use crewAIInc/crewAI when the user needs an agent framework project with local, cloud deployment options.", "purpose": "Use crewAIInc/crewAI 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 crewAI", "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": "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": "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": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T12:00:55.446Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-18T12:00:55.446Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-18T12:00:55.446Z" }, { "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 πŸ€–πŸŽ™οΈπŸ“Ή ", "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": 14253, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 30 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 76, "agent_score": 85, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 83, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T12:30:42.102Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use 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": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T12:30:42.102Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-18T12:30:42.102Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-18T12:30:42.102Z" }, { "project_id": "supermemoryai/supermemory", "repo": "supermemoryai/supermemory", "name": "supermemory", "github_url": "https://github.com/supermemoryai/supermemory", "homepage_url": "https://supermemory.ai/docs", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agent-memory", "ai-memory", "cloudflare-kv", "cloudflare-pages", "cloudflare-workers", "drizzle-orm", "memory", "postgres", "remix", "tailwindcss", "typescript", "vite" ], "description": "Memory and context engine + app that is extremely fast, scalable, and can be run fully locally. The Memory API for the AI era.", "overview": "Use supermemoryai/supermemory when the user needs an agent framework project with vercel, serverless, library-only deployment options.", "alternatives": [ { "repo": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "cloudflare/agents", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "framerslab/agentos", "reason": "Same agent framework intent with agent_memory, workflow overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "LLM provider" ], "deployments": [ "vercel", "serverless", "library_only", "local" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build agents with supermemory", "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": "medium", "evidence": [ "Matched \"agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "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": 30273, "recent_commits": 43, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 16 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 74, "agent_score": 86, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 68, "deployment": 90, "popularity": 90, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 78, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T00:30:31.233Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use supermemoryai/supermemory when the user needs an agent framework project with vercel, serverless, library-only deployment options.", "purpose": "Use supermemoryai/supermemory when the user needs an agent framework project with vercel, serverless, library-only 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 supermemory", "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": [ "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "cloudflare/agents", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "framerslab/agentos", "reason": "Same agent framework intent with agent_memory, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "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": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T00:30:31.233Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-19T00:30:31.233Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-19T00:30:31.233Z" }, { "project_id": "firecrawl/firecrawl", "repo": "firecrawl/firecrawl", "name": "firecrawl", "github_url": "https://github.com/firecrawl/firecrawl", "homepage_url": "https://firecrawl.dev", "language": "TypeScript", "license": "AGPL-3.0", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "ai", "ai-agents", "ai-crawler", "ai-scraping", "ai-search", "crawler", "data-extraction", "html-to-markdown", "llm", "markdown", "scraper", "scraping", "web-crawler", "web-data", "web-data-extraction", "web-scraper", "web-scraping", "web-search", "webscraping" ], "description": "The web data API to search, scrape, and interact at scale. πŸ”₯", "overview": "Use firecrawl/firecrawl 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": "CopilotKit/CopilotKit", "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 firecrawl", "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": [ "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": 182148, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 3 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 73, "agent_score": 85, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 57, "deployment": 90, "popularity": 100, "community": 100 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 100, "maintenance": 65, "documentation": 92, "stability": 84, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T13:30:36.483Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use firecrawl/firecrawl when the user needs an agent framework project with docker, library-only, local deployment options.", "purpose": "Use firecrawl/firecrawl 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 firecrawl", "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": "CopilotKit/CopilotKit", "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 \"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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T13:30:36.483Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-19T13:30:36.483Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-19T13:30:36.483Z" }, { "project_id": "DietrichGebert/ponytail", "repo": "DietrichGebert/ponytail", "name": "ponytail", "github_url": "https://github.com/DietrichGebert/ponytail", "homepage_url": "https://ponytail.dev", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agent-skills", "ai-agents", "claude", "claude-code", "claude-code-plugin", "cursor-rules", "developer-tools", "llm", "prompt-engineering", "yagni" ], "description": "Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.", "overview": "Use DietrichGebert/ponytail 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": "agent-of-empires/agent-of-empires", "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 ponytail", "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": 142119, "recent_commits": 14, "contributors": 63, "issue_response_time_hours": null, "release_frequency_180d": 16 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 72, "agent_score": 83, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 57, "deployment": 80, "popularity": 100, "community": 100 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 62, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T05:30:37.231Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use DietrichGebert/ponytail when the user needs an agent framework project with library-only, local, cloud deployment options.", "purpose": "Use DietrichGebert/ponytail 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 ponytail", "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": "agent-of-empires/agent-of-empires", "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": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T05:30:37.231Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-19T05:30:37.231Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-19T05:30:37.231Z" }, { "project_id": "omnigent-ai/omnigent", "repo": "omnigent-ai/omnigent", "name": "omnigent", "github_url": "https://github.com/omnigent-ai/omnigent", "homepage_url": "https://omnigent.ai", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agent-framework", "agent-governance", "agent-orchestration", "agents", "ai", "ai-agent", "ai-agents", "claude-code", "codex", "coding-agents", "developer-tools", "llm", "ml", "multi-agent", "python", "sandbox" ], "description": "Omnigent is an open-source AI agent framework and meta-harness: orchestrate Claude Code, Codex, Cursor, Pi, and custom agents β€” swap harnesses without rewriting, enforce policies and sandboxing, and collaborate in real time from any device.", "overview": "Use omnigent-ai/omnigent when the user needs an agent framework project with docker, kubernetes, serverless 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": "Significant-Gravitas/AutoGPT", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "kubernetes", "serverless", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build agents with omnigent", "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 \"kubernetes\" in repository content.", "Matched \"serverless\" 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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "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": 10077, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 16 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 72, "agent_score": 88, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 80, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T17:30:36.469Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use omnigent-ai/omnigent when the user needs an agent framework project with docker, kubernetes, serverless deployment options.", "purpose": "Use omnigent-ai/omnigent when the user needs an agent framework project with docker, kubernetes, serverless 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 omnigent", "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", "kubernetes", "serverless", "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": "Significant-Gravitas/AutoGPT", "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 \"kubernetes\" in repository content.", "Matched \"serverless\" 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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "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": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T17:30:36.469Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-18T17:30:36.469Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-18T17:30:36.469Z" }, { "project_id": "TauricResearch/TradingAgents", "repo": "TauricResearch/TradingAgents", "name": "TradingAgents", "github_url": "https://github.com/TauricResearch/TradingAgents", "homepage_url": "https://arxiv.org/pdf/2412.20138", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agent", "finance", "llm", "multiagent", "trading" ], "description": "TradingAgents: Multi-Agents LLM Financial Trading Framework", "overview": "Use TauricResearch/TradingAgents 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": "agentscope-ai/agentscope", "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": [ "docker", "library_only", "local", "cloud" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "build agents with TradingAgents", "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": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 107512, "recent_commits": 90, "contributors": 20, "issue_response_time_hours": null, "release_frequency_180d": 7 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 65, "agent_score": 78, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 49, "deployment": 90, "popularity": 100, "community": 65 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 65, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T05:30:40.063Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use TauricResearch/TradingAgents when the user needs an agent framework project with docker, library-only, local deployment options.", "purpose": "Use TauricResearch/TradingAgents 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 TradingAgents", "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": "agentscope-ai/agentscope", "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": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T05:30:40.063Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-19T05:30:40.063Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-19T05:30:40.063Z" }, { "project_id": "obra/superpowers", "repo": "obra/superpowers", "name": "superpowers", "github_url": "https://github.com/obra/superpowers", "homepage_url": null, "language": "Shell", "license": "MIT", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "ai", "brainstorming", "coding", "obra", "sdlc", "skills", "subagent-driven-development", "superpowers" ], "description": "An agentic skills framework & software development methodology that works.", "overview": "Use obra/superpowers when the user needs an agent framework project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "omnigent-ai/omnigent", "reason": "Same agent framework intent with coding_agent, workflow overlap." }, { "repo": "charmbracelet/crush", "reason": "Same agent framework intent with coding_agent, workflow overlap." }, { "repo": "NeuralInverse/neuralinverse", "reason": "Same agent framework intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build agents with superpowers", "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": "medium", "evidence": [ "Matched \"agent\" 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": 288502, "recent_commits": 0, "contributors": 37, "issue_response_time_hours": null, "release_frequency_180d": 10 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 63, "agent_score": 78, "score": 84, "agent_score_breakdown": { "documentation": 90, "maintenance": 46, "deployment": 80, "popularity": 100, "community": 82 }, "git_top_score": 84, "git_top_score_breakdown": { "community": 100, "maintenance": 43, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T20:00:27.482Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use obra/superpowers when the user needs an agent framework project with library-only, local, cloud deployment options.", "purpose": "Use obra/superpowers 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 superpowers", "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": "omnigent-ai/omnigent", "reason": "Same agent framework intent with coding_agent, workflow overlap." }, { "repo": "charmbracelet/crush", "reason": "Same agent framework intent with coding_agent, workflow overlap." }, { "repo": "NeuralInverse/neuralinverse", "reason": "Same agent framework intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"agent\" 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": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T20:00:27.482Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-18T20:00:27.482Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-18T20:00:27.482Z" }, { "project_id": "Significant-Gravitas/AutoGPT", "repo": "Significant-Gravitas/AutoGPT", "name": "AutoGPT", "github_url": "https://github.com/Significant-Gravitas/AutoGPT", "homepage_url": "https://agpt.co", "language": "Python", "license": "NOASSERTION", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agentic-ai", "agents", "ai", "artificial-intelligence", "autonomous-agents", "claude", "gpt", "llama-api", "llm", "openai", "python" ], "description": "AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.", "overview": "Use Significant-Gravitas/AutoGPT 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": "agno-agi/agno", "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": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build agents with AutoGPT", "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": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 187437, "recent_commits": 87, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 24 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 63, "agent_score": 90, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 74, "deployment": 90, "popularity": 100, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 82, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T22:30:31.453Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use Significant-Gravitas/AutoGPT when the user needs an agent framework project with docker, library-only, local deployment options.", "purpose": "Use Significant-Gravitas/AutoGPT 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 AutoGPT", "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": "agno-agi/agno", "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 \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T22:30:31.453Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-18T22:30:31.453Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-18T22:30:31.453Z" }, { "project_id": "charmbracelet/crush", "repo": "charmbracelet/crush", "name": "crush", "github_url": "https://github.com/charmbracelet/crush", "homepage_url": null, "language": "Go", "license": "NOASSERTION", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agentic-ai", "ai", "llms", "ravishing" ], "description": "Glamourous agentic coding for all πŸ’˜", "overview": "Use charmbracelet/crush when the user needs an agent framework project with vercel, serverless, library-only deployment options.", "alternatives": [ { "repo": "omnigent-ai/omnigent", "reason": "Same agent framework intent with coding_agent, workflow overlap." }, { "repo": "google/adk-python", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "ag2ai/ag2", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "vercel", "serverless", "library_only", "local" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build agents with crush", "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": "medium", "evidence": [ "Matched \"agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 28189, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 58 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 63, "agent_score": 88, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 89, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T14:00:46.446Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use charmbracelet/crush when the user needs an agent framework project with vercel, serverless, library-only deployment options.", "purpose": "Use charmbracelet/crush when the user needs an agent framework project with vercel, serverless, library-only 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 crush", "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": [ "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "omnigent-ai/omnigent", "reason": "Same agent framework intent with coding_agent, workflow overlap." }, { "repo": "google/adk-python", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "ag2ai/ag2", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T14:00:46.446Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-19T14:00:46.446Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-19T14:00:46.446Z" }, { "project_id": "pydantic/pydantic-ai", "repo": "pydantic/pydantic-ai", "name": "pydantic-ai", "github_url": "https://github.com/pydantic/pydantic-ai", "homepage_url": "https://pydantic.dev/pydantic-ai", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agent-framework", "genai", "harness", "harness-engineering", "llm", "pydantic", "python" ], "description": "How Python does AI. Agents, realtime voice, image generation, embeddings. Every model, every interface, typed end to end.", "overview": "Use pydantic/pydantic-ai when the user needs an agent framework project with vercel, serverless, local 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": "ag2ai/ag2", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "vercel", "serverless", "local" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build agents with pydantic-ai", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" 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": 20025, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 61, "agent_score": 86, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 86, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T13:00:45.312Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use pydantic/pydantic-ai when the user needs an agent framework project with vercel, serverless, local deployment options.", "purpose": "Use pydantic/pydantic-ai when the user needs an agent framework project with vercel, serverless, local 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 pydantic-ai", "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": [ "vercel", "serverless", "local" ], "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": "ag2ai/ag2", "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 \"vercel\" 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": 30, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T13:00:45.312Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-18T13:00:45.312Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-18T13:00:45.312Z" }, { "project_id": "github/awesome-copilot", "repo": "github/awesome-copilot", "name": "awesome-copilot", "github_url": "https://github.com/github/awesome-copilot", "homepage_url": "https://awesome-copilot.github.com/", "language": "JavaScript", "license": "MIT", "project_kind": "collection", "collection_metadata": { "scope": "awesome_list", "curated": true, "estimated_items": 100, "freshness": "active" }, "category": [ "agent_framework" ], "tags": [ "agent-skills", "agents", "ai", "awesome", "custom-agents", "github-copilot", "hacktoberfest", "prompt-engineering" ], "description": "Community-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.", "overview": "Use github/awesome-copilot when the user needs a curated agent framework resource collection with local, cloud usage paths.", "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "repo": "crewAIInc/crewAI", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "repo": "omnigent-ai/omnigent", "reason": "Similar agent framework with local/cloud deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "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": [ "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": 39145, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 60, "agent_score": 79, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 51, "deployment": 70, "popularity": 92, "community": 100 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 100, "maintenance": 55, "documentation": 92, "stability": 70, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T22:00:36.889Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "collection/resource hub has no single install target" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 1, "unknown": 0 }, "next_steps": [ "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use github/awesome-copilot when the user needs a curated agent framework resource collection with local, cloud usage paths.", "purpose": "Use github/awesome-copilot when the user needs a curated agent framework resource collection with 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", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "repo": "crewAIInc/crewAI", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "repo": "omnigent-ai/omnigent", "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": "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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T22:00:36.889Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "collection/resource hub has no single install target" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 1, "unknown": 0 }, "next_steps": [ "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d.", "Collection/resource hub; not a single installable runtime.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-18T22:00:36.889Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d.", "Collection/resource hub; not a single installable runtime.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-18T22:00:36.889Z" }, { "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, kubernetes, library-only 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", "kubernetes", "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 \"kubernetes\" 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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 37414, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 60, "agent_score": 90, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "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 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T13:00:33.905Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use CopilotKit/CopilotKit when the user needs an agent framework project with docker, kubernetes, library-only deployment options.", "purpose": "Use CopilotKit/CopilotKit when the user needs an agent framework project with docker, kubernetes, library-only 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", "kubernetes", "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 \"kubernetes\" 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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T13:00:33.905Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-19T13:00:33.905Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-19T13:00:33.905Z" }, { "project_id": "iOfficeAI/AionUi", "repo": "iOfficeAI/AionUi", "name": "AionUi", "github_url": "https://github.com/iOfficeAI/AionUi", "homepage_url": "https://www.aionui.com", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "acp", "agent-team", "ai", "ai-agent", "chat", "chatbot", "claude-code", "clawdbot", "codex", "cowork", "gemini", "gemini-cli", "hermes", "llm", "nano-banana", "office", "openclaw", "opencode", "skills", "webui" ], "description": "Open-source 24/7 Cowork app for OpenClaw, Hermes, Claude Code, Codex, OpenCode and 20+ more CLI Agent | Customize your assistants | Team them up｜Star if you like it!", "overview": "Use iOfficeAI/AionUi when the user needs an agent framework project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "firecrawl/firecrawl", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build agents with AionUi", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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": 32954, "recent_commits": 30, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 93 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 59, "agent_score": 83, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 62, "deployment": 80, "popularity": 90, "community": 100 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 74, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T15:30:37.787Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use iOfficeAI/AionUi when the user needs an agent framework project with docker, local, cloud deployment options.", "purpose": "Use iOfficeAI/AionUi when the user needs an agent framework project with docker, local, cloud 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 AionUi", "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": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "firecrawl/firecrawl", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T15:30:37.787Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-19T15:30:37.787Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-19T15:30:37.787Z" }, { "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": "GoogleCloudPlatform/generative-ai", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "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." } ], "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": 32658, "recent_commits": 1, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 59, "agent_score": 76, "score": 77, "agent_score_breakdown": { "documentation": 90, "maintenance": 35, "deployment": 80, "popularity": 90, "community": 100 }, "git_top_score": 77, "git_top_score_breakdown": { "community": 100, "maintenance": 25, "documentation": 92, "stability": 60, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T15:01:02.966Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "collection/resource hub has no single install target" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 1, "unknown": 0 }, "next_steps": [ "Run a dependency and security scan before treating the score as a trust claim." ] }, "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": "GoogleCloudPlatform/generative-ai", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "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." } ] }, "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": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T15:01:02.966Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "collection/resource hub has no single install target" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 1, "unknown": 0 }, "next_steps": [ "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "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.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-18T15:01:02.966Z" }, "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.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-18T15:01:02.966Z" }, { "project_id": "vercel/ai", "repo": "vercel/ai", "name": "ai", "github_url": "https://github.com/vercel/ai", "homepage_url": "https://ai-sdk.dev", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "anthropic", "artificial-intelligence", "gemini", "generative-ai", "generative-ui", "javascript", "language-model", "llm", "nextjs", "openai", "react", "svelte", "typescript", "vercel", "vue" ], "description": "The AI Toolkit for TypeScript. From the creators of Next.js, the AI SDK is a free open-source library for building AI-powered applications and agents ", "overview": "Use vercel/ai when the user needs an agent framework project with vercel, serverless, library-only deployment options.", "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "langchain-ai/langgraphjs", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "vercel", "serverless", "library_only", "local" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build agents with ai", "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 \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 26841, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 59, "agent_score": 88, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 89, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T11:30:34.667Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use vercel/ai when the user needs an agent framework project with vercel, serverless, library-only deployment options.", "purpose": "Use vercel/ai when the user needs an agent framework project with vercel, serverless, library-only 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 ai", "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": [ "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "langchain-ai/langgraphjs", "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 \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T11:30:34.667Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-19T11:30:34.667Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-19T11:30:34.667Z" } ], "knowledge": [ { "project": { "id": "langchain-ai/langchain", "owner": "langchain-ai", "name": "langchain", "full_name": "langchain-ai/langchain", "github_url": "https://github.com/langchain-ai/langchain", "homepage_url": "https://docs.langchain.com/langchain/", "description": "The agent engineering platform.", "language": "Python", "topics": [ "agents", "ai", "ai-agents", "anthropic", "chatgpt", "deepagents", "enterprise", "framework", "gemini", "generative-ai", "langchain", "langgraph", "llm", "multiagent", "open-source", "openai", "pydantic", "python", "rag", "typescript" ], "license": "MIT", "stars": 146587, "forks": 24513, "open_issues": 542, "default_branch": "master", "created_at": "2022-10-17T02:58:36Z", "updated_at": "2026-09-18T12:00:17Z", "pushed_at": "2026-09-18T08:32:25Z", "synced_at": "2026-09-18T12:00:44.224Z" }, "agent_card": { "project_id": "langchain-ai/langchain", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with langchain", "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": "framerslab/agentos", "reason": "Same agent framework intent with rag, workflow overlap." }, { "project_id": "Protocol-Lattice/go-agent", "reason": "Same agent framework intent with rag, workflow overlap." }, { "project_id": "TransformerOptimus/SuperAGI", "reason": "Same agent framework intent with rag, workflow overlap." } ], "summary_for_agent": "Use langchain-ai/langchain 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": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-18T12:00:44.224Z" }, "metrics": { "project_id": "langchain-ai/langchain", "stars_30d_delta": 2084, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-09-18T12:00:44.224Z" } }, { "project": { "id": "alibaba/open-code-review", "owner": "alibaba", "name": "open-code-review", "full_name": "alibaba/open-code-review", "github_url": "https://github.com/alibaba/open-code-review", "homepage_url": "https://open-codereview.ai", "description": "Secure, fast, efficient, battle-tested at Alibaba's scale. Hybrid architecture code review tool: deterministic pipelines + LLM Agent, precise line-level comments, built-in multi-language ruleset (NPE, thread-safety, XSS, SQL injection), OpenAI & Anthropic compatible.", "language": "Go", "topics": [ "agent", "agent-skills", "code-review", "code-review-assistant", "harness", "repository-level-context" ], "license": "Apache-2.0", "stars": 37311, "forks": 2671, "open_issues": 228, "default_branch": "main", "created_at": "2026-05-18T02:16:36Z", "updated_at": "2026-09-19T15:27:59Z", "pushed_at": "2026-09-19T12:30:32Z", "synced_at": "2026-09-19T15:30:27.009Z" }, "agent_card": { "project_id": "alibaba/open-code-review", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with open-code-review", "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": "charmbracelet/crush", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "aristoteleo/PantheonOS", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use alibaba/open-code-review when the user needs an agent framework project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": "2026-09-19T15:30:27.009Z" }, "metrics": { "project_id": "alibaba/open-code-review", "stars_30d_delta": 16393, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-09-19T15:30:27.009Z" } }, { "project": { "id": "agentscope-ai/agentscope", "owner": "agentscope-ai", "name": "agentscope", "full_name": "agentscope-ai/agentscope", "github_url": "https://github.com/agentscope-ai/agentscope", "homepage_url": "https://docs.agentscope.io/", "description": "Build and run agents you can see, understand and trust.", "language": "Python", "topics": [ "agent", "chatbot", "large-language-models", "llm", "llm-agent", "mcp", "multi-agent", "multi-modal", "react-agent", "realtime-agent", "voice-agent", "voice-assistant" ], "license": "Apache-2.0", "stars": 31927, "forks": 3518, "open_issues": 374, "default_branch": "main", "created_at": "2024-01-12T03:41:59Z", "updated_at": "2026-09-18T12:28:39Z", "pushed_at": "2026-09-18T07:47:31Z", "synced_at": "2026-09-18T12:30:45.013Z" }, "agent_card": { "project_id": "agentscope-ai/agentscope", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with agentscope", "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": "omnigent-ai/omnigent", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "google/adk-python", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "ag2ai/ag2", "reason": "Same agent framework intent with mcp, workflow overlap." } ], "summary_for_agent": "Use agentscope-ai/agentscope when the user needs an agent framework project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override for agentscope-ai/agentscope." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-18T12:30:45.013Z" }, "metrics": { "project_id": "agentscope-ai/agentscope", "stars_30d_delta": 2897, "commits_30d": 100, "releases_180d": 16, "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": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-18T12:30:45.013Z" } }, { "project": { "id": "pipecat-ai/pipecat", "owner": "pipecat-ai", "name": "pipecat", "full_name": "pipecat-ai/pipecat", "github_url": "https://github.com/pipecat-ai/pipecat", "homepage_url": "https://pipecat.ai", "description": "Open Source framework for voice agents, multimodal apps, and realtime AI. Maintained by Daily and the community.", "language": "Python", "topics": [ "ai", "chatbot-framework", "chatbots", "real-time", "voice", "voice-assistant" ], "license": "BSD-2-Clause", "stars": 15650, "forks": 2711, "open_issues": 340, "default_branch": "main", "created_at": "2023-12-27T12:59:00Z", "updated_at": "2026-09-19T01:16:52Z", "pushed_at": "2026-09-19T01:16:46Z", "synced_at": "2026-09-19T02:00:33.516Z" }, "agent_card": { "project_id": "pipecat-ai/pipecat", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with pipecat", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "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": "livekit/agents", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use pipecat-ai/pipecat when the user needs an agent framework project with local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T02:00:33.516Z" }, "metrics": { "project_id": "pipecat-ai/pipecat", "stars_30d_delta": 1539, "commits_30d": 100, "releases_180d": 16, "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": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-19T02:00:33.516Z" } }, { "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": 58729, "forks": 8498, "open_issues": 354, "default_branch": "main", "created_at": "2023-10-27T03:26:59Z", "updated_at": "2026-09-18T11:44:37Z", "pushed_at": "2026-09-18T10:06:48Z", "synced_at": "2026-09-18T12:00:55.446Z" }, "agent_card": { "project_id": "crewAIInc/crewAI", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "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" ], "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 local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-18T12:00:55.446Z" }, "metrics": { "project_id": "crewAIInc/crewAI", "stars_30d_delta": 1453, "commits_30d": 100, "releases_180d": 89, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 83, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-18T12:00:55.446Z" } }, { "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 πŸ€–πŸŽ™οΈπŸ“Ή ", "language": "Python", "topics": [ "agents", "ai", "openai", "real-time", "video", "voice" ], "license": "Apache-2.0", "stars": 14253, "forks": 3754, "open_issues": 819, "default_branch": "main", "created_at": "2023-10-19T23:00:55Z", "updated_at": "2026-09-18T11:32:44Z", "pushed_at": "2026-09-18T10:55:19Z", "synced_at": "2026-09-18T12:30:42.102Z" }, "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": "2026-09-18T12:30:42.102Z" }, "metrics": { "project_id": "livekit/agents", "stars_30d_delta": 1183, "commits_30d": 100, "releases_180d": 30, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 76, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-18T12:30:42.102Z" } }, { "project": { "id": "supermemoryai/supermemory", "owner": "supermemoryai", "name": "supermemory", "full_name": "supermemoryai/supermemory", "github_url": "https://github.com/supermemoryai/supermemory", "homepage_url": "https://supermemory.ai/docs", "description": "Memory and context engine + app that is extremely fast, scalable, and can be run fully locally. The Memory API for the AI era.", "language": "TypeScript", "topics": [ "agent-memory", "ai-memory", "cloudflare-kv", "cloudflare-pages", "cloudflare-workers", "drizzle-orm", "memory", "postgres", "remix", "tailwindcss", "typescript", "vite" ], "license": "MIT", "stars": 30273, "forks": 2640, "open_issues": 107, "default_branch": "main", "created_at": "2024-02-27T20:10:04Z", "updated_at": "2026-09-19T00:28:20Z", "pushed_at": "2026-09-18T22:02:30Z", "synced_at": "2026-09-19T00:30:31.233Z" }, "agent_card": { "project_id": "supermemoryai/supermemory", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "vercel", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "build agents with supermemory", "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": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "cloudflare/agents", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "framerslab/agentos", "reason": "Same agent framework intent with agent_memory, workflow overlap." } ], "summary_for_agent": "Use supermemoryai/supermemory when the user needs an agent framework project with vercel, serverless, library-only deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "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": "2026-09-19T00:30:31.233Z" }, "metrics": { "project_id": "supermemoryai/supermemory", "stars_30d_delta": 1328, "commits_30d": 43, "releases_180d": 16, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 74, "maintenance_score": 68, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-19T00:30:31.233Z" } }, { "project": { "id": "firecrawl/firecrawl", "owner": "firecrawl", "name": "firecrawl", "full_name": "firecrawl/firecrawl", "github_url": "https://github.com/firecrawl/firecrawl", "homepage_url": "https://firecrawl.dev", "description": "The web data API to search, scrape, and interact at scale. πŸ”₯", "language": "TypeScript", "topics": [ "ai", "ai-agents", "ai-crawler", "ai-scraping", "ai-search", "crawler", "data-extraction", "html-to-markdown", "llm", "markdown", "scraper", "scraping", "web-crawler", "web-data", "web-data-extraction", "web-scraper", "web-scraping", "web-search", "webscraping" ], "license": "AGPL-3.0", "stars": 182148, "forks": 9848, "open_issues": 640, "default_branch": "main", "created_at": "2024-04-15T21:02:29Z", "updated_at": "2026-09-19T13:30:03Z", "pushed_at": "2026-09-19T07:08:02Z", "synced_at": "2026-09-19T13:30:36.483Z" }, "agent_card": { "project_id": "firecrawl/firecrawl", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with firecrawl", "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": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "cloudflare/agents", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use firecrawl/firecrawl 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 \"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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T13:30:36.483Z" }, "metrics": { "project_id": "firecrawl/firecrawl", "stars_30d_delta": 12972, "commits_30d": 100, "releases_180d": 3, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 73, "maintenance_score": 57, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-19T13:30:36.483Z" } }, { "project": { "id": "DietrichGebert/ponytail", "owner": "DietrichGebert", "name": "ponytail", "full_name": "DietrichGebert/ponytail", "github_url": "https://github.com/DietrichGebert/ponytail", "homepage_url": "https://ponytail.dev", "description": "Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.", "language": "JavaScript", "topics": [ "agent-skills", "ai-agents", "claude", "claude-code", "claude-code-plugin", "cursor-rules", "developer-tools", "llm", "prompt-engineering", "yagni" ], "license": "MIT", "stars": 142119, "forks": 7620, "open_issues": 276, "default_branch": "main", "created_at": "2026-06-12T00:52:37Z", "updated_at": "2026-09-19T05:30:23Z", "pushed_at": "2026-09-14T14:34:56Z", "synced_at": "2026-09-19T05:30:37.231Z" }, "agent_card": { "project_id": "DietrichGebert/ponytail", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with ponytail", "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": "agent-of-empires/agent-of-empires", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use DietrichGebert/ponytail 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 \"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": "2026-09-19T05:30:37.231Z" }, "metrics": { "project_id": "DietrichGebert/ponytail", "stars_30d_delta": 36147, "commits_30d": 14, "releases_180d": 16, "contributors_90d": 63, "issue_first_response_median_hours": null, "recent_push_days": 4, "git_score": 72, "maintenance_score": 57, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-19T05:30:37.231Z" } }, { "project": { "id": "omnigent-ai/omnigent", "owner": "omnigent-ai", "name": "omnigent", "full_name": "omnigent-ai/omnigent", "github_url": "https://github.com/omnigent-ai/omnigent", "homepage_url": "https://omnigent.ai", "description": "Omnigent is an open-source AI agent framework and meta-harness: orchestrate Claude Code, Codex, Cursor, Pi, and custom agents β€” swap harnesses without rewriting, enforce policies and sandboxing, and collaborate in real time from any device.", "language": "Python", "topics": [ "agent-framework", "agent-governance", "agent-orchestration", "agents", "ai", "ai-agent", "ai-agents", "claude-code", "codex", "coding-agents", "developer-tools", "llm", "ml", "multi-agent", "python", "sandbox" ], "license": "Apache-2.0", "stars": 10077, "forks": 1593, "open_issues": 1384, "default_branch": "main", "created_at": "2026-06-11T12:18:13Z", "updated_at": "2026-09-18T17:27:40Z", "pushed_at": "2026-09-18T17:18:49Z", "synced_at": "2026-09-18T17:30:36.469Z" }, "agent_card": { "project_id": "omnigent-ai/omnigent", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "docker", "kubernetes", "serverless", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with omnigent", "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": "Significant-Gravitas/AutoGPT", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use omnigent-ai/omnigent when the user needs an agent framework project with docker, kubernetes, serverless 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 \"kubernetes\" in repository content.", "Matched \"serverless\" 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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "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": "2026-09-18T17:30:36.469Z" }, "metrics": { "project_id": "omnigent-ai/omnigent", "stars_30d_delta": 1044, "commits_30d": 100, "releases_180d": 16, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 72, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-18T17:30:36.469Z" } }, { "project": { "id": "TauricResearch/TradingAgents", "owner": "TauricResearch", "name": "TradingAgents", "full_name": "TauricResearch/TradingAgents", "github_url": "https://github.com/TauricResearch/TradingAgents", "homepage_url": "https://arxiv.org/pdf/2412.20138", "description": "TradingAgents: Multi-Agents LLM Financial Trading Framework", "language": "Python", "topics": [ "agent", "finance", "llm", "multiagent", "trading" ], "license": "Apache-2.0", "stars": 107512, "forks": 20560, "open_issues": 159, "default_branch": "main", "created_at": "2024-12-28T03:31:08Z", "updated_at": "2026-09-19T05:07:26Z", "pushed_at": "2026-09-18T05:43:45Z", "synced_at": "2026-09-19T05:30:40.063Z" }, "agent_card": { "project_id": "TauricResearch/TradingAgents", "project_kind": "project", "category": "agent_framework", "difficulty": "advanced", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with TradingAgents", "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": "agentscope-ai/agentscope", "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 TauricResearch/TradingAgents 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": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T05:30:40.063Z" }, "metrics": { "project_id": "TauricResearch/TradingAgents", "stars_30d_delta": 9016, "commits_30d": 90, "releases_180d": 7, "contributors_90d": 20, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 65, "maintenance_score": 49, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-19T05:30:40.063Z" } }, { "project": { "id": "obra/superpowers", "owner": "obra", "name": "superpowers", "full_name": "obra/superpowers", "github_url": "https://github.com/obra/superpowers", "homepage_url": null, "description": "An agentic skills framework & software development methodology that works.", "language": "Shell", "topics": [ "ai", "brainstorming", "coding", "obra", "sdlc", "skills", "subagent-driven-development", "superpowers" ], "license": "MIT", "stars": 288502, "forks": 25805, "open_issues": 372, "default_branch": "main", "created_at": "2025-10-09T19:45:18Z", "updated_at": "2026-09-18T19:57:45Z", "pushed_at": "2026-09-18T18:39:04Z", "synced_at": "2026-09-18T20:00:27.482Z" }, "agent_card": { "project_id": "obra/superpowers", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with superpowers", "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": "omnigent-ai/omnigent", "reason": "Same agent framework intent with coding_agent, workflow overlap." }, { "project_id": "charmbracelet/crush", "reason": "Same agent framework intent with coding_agent, workflow overlap." }, { "project_id": "NeuralInverse/neuralinverse", "reason": "Same agent framework intent with coding_agent, workflow overlap." } ], "summary_for_agent": "Use obra/superpowers when the user needs an agent framework project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"agent\" 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": "2026-09-18T20:00:27.482Z" }, "metrics": { "project_id": "obra/superpowers", "stars_30d_delta": 14800, "commits_30d": 0, "releases_180d": 10, "contributors_90d": 37, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 63, "maintenance_score": 46, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-18T20:00:27.482Z" } }, { "project": { "id": "Significant-Gravitas/AutoGPT", "owner": "Significant-Gravitas", "name": "AutoGPT", "full_name": "Significant-Gravitas/AutoGPT", "github_url": "https://github.com/Significant-Gravitas/AutoGPT", "homepage_url": "https://agpt.co", "description": "AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.", "language": "Python", "topics": [ "agentic-ai", "agents", "ai", "artificial-intelligence", "autonomous-agents", "claude", "gpt", "llama-api", "llm", "openai", "python" ], "license": "NOASSERTION", "stars": 187437, "forks": 46003, "open_issues": 578, "default_branch": "master", "created_at": "2023-03-16T09:21:07Z", "updated_at": "2026-09-18T22:30:21Z", "pushed_at": "2026-09-18T21:57:12Z", "synced_at": "2026-09-18T22:30:31.453Z" }, "agent_card": { "project_id": "Significant-Gravitas/AutoGPT", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with AutoGPT", "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": "agno-agi/agno", "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 Significant-Gravitas/AutoGPT 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": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-18T22:30:31.453Z" }, "metrics": { "project_id": "Significant-Gravitas/AutoGPT", "stars_30d_delta": 760, "commits_30d": 87, "releases_180d": 24, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 63, "maintenance_score": 74, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-18T22:30:31.453Z" } }, { "project": { "id": "charmbracelet/crush", "owner": "charmbracelet", "name": "crush", "full_name": "charmbracelet/crush", "github_url": "https://github.com/charmbracelet/crush", "homepage_url": null, "description": "Glamourous agentic coding for all πŸ’˜", "language": "Go", "topics": [ "agentic-ai", "ai", "llms", "ravishing" ], "license": "NOASSERTION", "stars": 28189, "forks": 2264, "open_issues": 765, "default_branch": "main", "created_at": "2025-05-21T12:14:57Z", "updated_at": "2026-09-19T13:40:44Z", "pushed_at": "2026-09-19T13:40:31Z", "synced_at": "2026-09-19T14:00:46.446Z" }, "agent_card": { "project_id": "charmbracelet/crush", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "vercel", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "build agents with crush", "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": "omnigent-ai/omnigent", "reason": "Same agent framework intent with coding_agent, workflow overlap." }, { "project_id": "google/adk-python", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "ag2ai/ag2", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use charmbracelet/crush when the user needs an agent framework project with vercel, serverless, library-only deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T14:00:46.446Z" }, "metrics": { "project_id": "charmbracelet/crush", "stars_30d_delta": 701, "commits_30d": 100, "releases_180d": 58, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 63, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-19T14:00:46.446Z" } }, { "project": { "id": "pydantic/pydantic-ai", "owner": "pydantic", "name": "pydantic-ai", "full_name": "pydantic/pydantic-ai", "github_url": "https://github.com/pydantic/pydantic-ai", "homepage_url": "https://pydantic.dev/pydantic-ai", "description": "How Python does AI. Agents, realtime voice, image generation, embeddings. Every model, every interface, typed end to end.", "language": "Python", "topics": [ "agent-framework", "genai", "harness", "harness-engineering", "llm", "pydantic", "python" ], "license": "MIT", "stars": 20025, "forks": 2731, "open_issues": 921, "default_branch": "main", "created_at": "2024-06-21T15:55:04Z", "updated_at": "2026-09-18T12:13:52Z", "pushed_at": "2026-09-18T07:21:10Z", "synced_at": "2026-09-18T13:00:45.312Z" }, "agent_card": { "project_id": "pydantic/pydantic-ai", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "vercel", "serverless", "local" ], "cloudflare_ready": false, "use_cases": [ "build agents with pydantic-ai", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "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": "ag2ai/ag2", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use pydantic/pydantic-ai when the user needs an agent framework project with vercel, serverless, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" 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": "2026-09-18T13:00:45.312Z" }, "metrics": { "project_id": "pydantic/pydantic-ai", "stars_30d_delta": 649, "commits_30d": 100, "releases_180d": 100, "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": 30, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-09-18T13:00:45.312Z" } }, { "project": { "id": "github/awesome-copilot", "owner": "github", "name": "awesome-copilot", "full_name": "github/awesome-copilot", "github_url": "https://github.com/github/awesome-copilot", "homepage_url": "https://awesome-copilot.github.com/", "description": "Community-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.", "language": "JavaScript", "topics": [ "agent-skills", "agents", "ai", "awesome", "custom-agents", "github-copilot", "hacktoberfest", "prompt-engineering" ], "license": "MIT", "stars": 39145, "forks": 4971, "open_issues": 61, "default_branch": "main", "created_at": "2025-06-11T16:57:39Z", "updated_at": "2026-09-18T21:32:28Z", "pushed_at": "2026-09-18T20:53:10Z", "synced_at": "2026-09-18T22:00:36.889Z" }, "agent_card": { "project_id": "github/awesome-copilot", "project_kind": "collection", "collection_metadata": { "scope": "awesome_list", "curated": true, "estimated_items": 100, "freshness": "active" }, "category": "agent_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": "langchain-ai/langchain", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "project_id": "crewAIInc/crewAI", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "project_id": "omnigent-ai/omnigent", "reason": "Similar agent framework with local/cloud deployment overlap." } ], "summary_for_agent": "Use github/awesome-copilot when the user needs a curated agent framework resource collection with local, cloud usage paths.", "classification": { "category": { "confidence": "high", "evidence": [ "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": [ "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": "2026-09-18T22:00:36.889Z" }, "metrics": { "project_id": "github/awesome-copilot", "stars_30d_delta": 1157, "commits_30d": 100, "releases_180d": 0, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 60, "maintenance_score": 51, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-18T22:00:36.889Z" } }, { "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": 37414, "forks": 4643, "open_issues": 295, "default_branch": "main", "created_at": "2023-06-19T04:08:31Z", "updated_at": "2026-09-19T11:57:15Z", "pushed_at": "2026-09-19T10:09:43Z", "synced_at": "2026-09-19T13:00:33.905Z" }, "agent_card": { "project_id": "CopilotKit/CopilotKit", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "docker", "kubernetes", "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, kubernetes, library-only deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" 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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T13:00:33.905Z" }, "metrics": { "project_id": "CopilotKit/CopilotKit", "stars_30d_delta": 583, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 60, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-09-19T13:00:33.905Z" } }, { "project": { "id": "iOfficeAI/AionUi", "owner": "iOfficeAI", "name": "AionUi", "full_name": "iOfficeAI/AionUi", "github_url": "https://github.com/iOfficeAI/AionUi", "homepage_url": "https://www.aionui.com", "description": "Open-source 24/7 Cowork app for OpenClaw, Hermes, Claude Code, Codex, OpenCode and 20+ more CLI Agent | Customize your assistants | Team them up｜Star if you like it!", "language": "TypeScript", "topics": [ "acp", "agent-team", "ai", "ai-agent", "chat", "chatbot", "claude-code", "clawdbot", "codex", "cowork", "gemini", "gemini-cli", "hermes", "llm", "nano-banana", "office", "openclaw", "opencode", "skills", "webui" ], "license": "Apache-2.0", "stars": 32954, "forks": 3406, "open_issues": 914, "default_branch": "main", "created_at": "2025-08-07T10:29:51Z", "updated_at": "2026-09-19T14:37:50Z", "pushed_at": "2026-09-09T07:57:01Z", "synced_at": "2026-09-19T15:30:37.787Z" }, "agent_card": { "project_id": "iOfficeAI/AionUi", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "docker", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with AionUi", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "firecrawl/firecrawl", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use iOfficeAI/AionUi when the user needs an agent framework project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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": "2026-09-19T15:30:37.787Z" }, "metrics": { "project_id": "iOfficeAI/AionUi", "stars_30d_delta": 825, "commits_30d": 30, "releases_180d": 93, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 10, "git_score": 59, "maintenance_score": 62, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-19T15:30:37.787Z" } }, { "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": 32658, "forks": 2342, "open_issues": 174, "default_branch": "main", "created_at": "2025-01-16T19:50:22Z", "updated_at": "2026-09-18T13:17:40Z", "pushed_at": "2026-09-15T00:53:42Z", "synced_at": "2026-09-18T15:01:02.966Z" }, "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": "GoogleCloudPlatform/generative-ai", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "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." } ], "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": "2026-09-18T15:01:02.966Z" }, "metrics": { "project_id": "huggingface/agents-course", "stars_30d_delta": 1539, "commits_30d": 1, "releases_180d": 0, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 3, "git_score": 59, "maintenance_score": 35, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-18T15:01:02.966Z" } }, { "project": { "id": "vercel/ai", "owner": "vercel", "name": "ai", "full_name": "vercel/ai", "github_url": "https://github.com/vercel/ai", "homepage_url": "https://ai-sdk.dev", "description": "The AI Toolkit for TypeScript. From the creators of Next.js, the AI SDK is a free open-source library for building AI-powered applications and agents ", "language": "TypeScript", "topics": [ "anthropic", "artificial-intelligence", "gemini", "generative-ai", "generative-ui", "javascript", "language-model", "llm", "nextjs", "openai", "react", "svelte", "typescript", "vercel", "vue" ], "license": "NOASSERTION", "stars": 26841, "forks": 5156, "open_issues": 1500, "default_branch": "main", "created_at": "2023-05-23T15:04:08Z", "updated_at": "2026-09-19T11:06:03Z", "pushed_at": "2026-09-19T08:45:02Z", "synced_at": "2026-09-19T11:30:34.667Z" }, "agent_card": { "project_id": "vercel/ai", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "vercel", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "build agents with ai", "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": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "langchain-ai/langgraphjs", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use vercel/ai when the user needs an agent framework project with vercel, serverless, library-only deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T11:30:34.667Z" }, "metrics": { "project_id": "vercel/ai", "stars_30d_delta": 561, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 59, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-09-19T11:30:34.667Z" } } ], "search": { "applied_filters": { "category": "agent_framework" }, "known_filter_values": { "category": [ "agent_framework", "ai_app_template", "ai_observability", "browser_agent", "coding_agent", "llm_eval", "llm_gateway", "local_llm_runtime", "mcp_server", "prompt_tooling", "rag_framework", "vector_database", "workflow_automation" ], "deployment": [ "cloud", "cloudflare", "docker", "kubernetes", "library_only", "local", "serverless", "vercel" ], "difficulty": [ "advanced", "beginner", "intermediate" ], "language": [ "C", "C#", "C++", "Clojure", "Dart", "Dockerfile", "Elixir", "Go", "Go Template", "Haskell", "HTML", "Java", "JavaScript", "Jupyter Notebook", "Kotlin", "Lua", "MDX", "Nix", "OCaml", "Pascal", "PHP", "PowerShell", "Python", "QML", "ReScript", "Ruby", "Rust", "Shell", "Svelte", "Swift", "TeX", "TypeScript", "Wolfram Language", "Zig" ], "project_kind": [ "project", "collection" ], "min_confidence": [ "low", "medium", "high" ], "cloudflare_ready": [ false, true ] } }, "page": { "offset": 0, "limit": 20, "has_more": true, "next_cursor": "eyJ2IjoxLCJzIjoiZDE6MTIxMzoyMDI2LTA5LTIwVDAyOjMwOjQwLjc1M1oiLCJxIjoiZmVlZDZkMzU5MjhlYzkyMDE4NDVjZDIwIiwibyI6MjB9", "snapshot_id": "d1:1213:2026-09-20T02:30:40.753Z" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1213, "generated_at": "2026-09-20T02:46:24.178Z", "snapshot_id": "d1:1213:2026-09-20T02:30:40.753Z", "latest_synced_at": "2026-09-20T02:30:40.753Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }