{ "project": { "project_id": "AgentEvalHQ/AgentEval", "repo": "AgentEvalHQ/AgentEval", "name": "AgentEval", "github_url": "https://github.com/AgentEvalHQ/AgentEval", "homepage_url": "https://agenteval.dev/", "language": "C#", "license": "MIT", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agent", "agentic", "evals", "evaluations", "framework", "net", "red-teaming", "testing", "workflows" ], "description": "AgentEval is the comprehensive .NET toolkit for AI agent evaluation—tool usage validation, RAG quality metrics, stochastic evaluation, and model comparison—built first for Microsoft Agent Framework (MAF) and Microsoft.Extensions.AI. What RAGAS, PromptFoo and DeepEval do for Python, AgentEval does for .NET", "overview": "Use AgentEvalHQ/AgentEval 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 rag, workflow overlap." }, { "repo": "google/adk-python", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "Protocol-Lattice/go-agent", "reason": "Same agent framework intent with rag, workflow overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build agents with AgentEval", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "Matched \"agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 146, "recent_commits": 79, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 36 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 28, "agent_score": 64, "score": 81, "agent_score_breakdown": { "documentation": 90, "maintenance": 54, "deployment": 80, "popularity": 43, "community": 49 }, "git_top_score": 81, "git_top_score_breakdown": { "community": 76, "maintenance": 69, "documentation": 84, "stability": 100, "adoption": 59, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-15T18:30:46.515Z", "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 AgentEvalHQ/AgentEval when the user needs an agent framework project with docker, local, cloud deployment options.", "purpose": "Use AgentEvalHQ/AgentEval 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 AgentEval", "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 rag, workflow overlap." }, { "repo": "google/adk-python", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "Protocol-Lattice/go-agent", "reason": "Same agent framework intent with rag, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-15T18:30:46.515Z", "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", "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": "2026-09-15T18:30:46.515Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "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": "2026-09-15T18:30:46.515Z" }, "related": [ { "project_id": "open-mercato/open-mercato", "repo": "open-mercato/open-mercato", "name": "open-mercato", "github_url": "https://github.com/open-mercato/open-mercato", "homepage_url": "https://www.openmercato.com/", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "admin-panel", "agentic", "ai-agents", "ai-coding", "crm", "erp", "framework", "nextjs", "open-source", "self-hosted", "typescript" ], "description": "The AI-Engineering Foundation Framework for CRM/ERP and commerce: open-source TypeScript, with multi-tenancy, RBAC, events and domain modules already decided as conventions and specs, so Cursor, Claude Code and Codex build features instead of re-deciding architecture. Start with 80% done.", "overview": "Use open-mercato/open-mercato 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": "omnigent-ai/omnigent", "reason": "Same agent framework intent with coding_agent, workflow overlap." }, { "repo": "frontman-ai/frontman", "reason": "Same agent framework intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build agents with open-mercato", "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": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1749, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 12 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 47, "agent_score": 82, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 65, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 98, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-17T22:00:42.585Z", "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 open-mercato/open-mercato when the user needs an agent framework project with docker, local, cloud deployment options.", "purpose": "Use open-mercato/open-mercato 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 open-mercato", "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": "omnigent-ai/omnigent", "reason": "Same agent framework intent with coding_agent, workflow overlap." }, { "repo": "frontman-ai/frontman", "reason": "Same agent framework intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-17T22:00:42.585Z", "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": "2026-09-17T22:00:42.585Z" }, "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": "2026-09-17T22:00:42.585Z" }, { "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": 31991, "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": "2026-09-20T03:30:42.223Z", "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": "2026-09-20T03:30:42.223Z", "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": "2026-09-20T03:30:42.223Z" }, "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": "2026-09-20T03:30:42.223Z" }, { "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": "e2b-dev/E2B", "repo": "e2b-dev/E2B", "name": "E2B", "github_url": "https://github.com/e2b-dev/E2B", "homepage_url": "https://docs.e2b.dev/?utm_source=github&utm_medium=referral&utm_campaign=repo_website&utm_content=e2b", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agent", "ai", "ai-agent", "ai-agents", "code-interpreter", "copilot", "development", "devtools", "gpt", "gpt-4", "javascript", "llm", "nextjs", "openai", "python", "react", "software", "typescript" ], "description": "Open-source, secure environment with real-world tools for enterprise-grade agents.", "overview": "Use e2b-dev/E2B 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": "omnigent-ai/omnigent", "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", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build agents with E2B", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 13889, "recent_commits": 84, "contributors": 60, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 51, "agent_score": 85, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 69, "deployment": 90, "popularity": 83, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 79, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T10:01:03.933Z", "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 e2b-dev/E2B when the user needs an agent framework project with docker, library-only, local deployment options.", "purpose": "Use e2b-dev/E2B 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 E2B", "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": "omnigent-ai/omnigent", "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\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T10:01:03.933Z", "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: releases180d.", "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": "2026-09-20T10:01:03.933Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: releases180d.", "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": "2026-09-20T10:01:03.933Z" }, { "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": "olimorris/codecompanion.nvim", "repo": "olimorris/codecompanion.nvim", "name": "codecompanion.nvim", "github_url": "https://github.com/olimorris/codecompanion.nvim", "homepage_url": "https://codecompanion.olimorris.dev", "language": "Lua", "license": "Apache-2.0", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "acp", "agent", "agent-client-protocol", "anthropic", "claude-code", "copilot", "deepseek", "gemini", "google-gemini", "kimi", "llm", "neovim", "nvim", "ollama", "openai", "openrouter", "plugin" ], "description": "✨ AI Coding, Vim Style", "overview": "Use olimorris/codecompanion.nvim 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": "omnigent-ai/omnigent", "reason": "Same agent framework intent with coding_agent, workflow overlap." }, { "repo": "iOfficeAI/AionUi", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build agents with codecompanion.nvim", "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": [ "Found Docker configuration file.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 6864, "recent_commits": 50, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 20 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 41, "agent_score": 84, "score": 95, "agent_score_breakdown": { "documentation": 90, "maintenance": 69, "deployment": 90, "popularity": 77, "community": 100 }, "git_top_score": 95, "git_top_score_breakdown": { "community": 100, "maintenance": 79, "documentation": 92, "stability": 100, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T04:00:34.609Z", "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 olimorris/codecompanion.nvim when the user needs an agent framework project with docker, library-only, local deployment options.", "purpose": "Use olimorris/codecompanion.nvim 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 codecompanion.nvim", "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": "omnigent-ai/omnigent", "reason": "Same agent framework intent with coding_agent, workflow overlap." }, { "repo": "iOfficeAI/AionUi", "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.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T04:00:34.609Z", "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": "2026-09-18T04:00:34.609Z" }, "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": "2026-09-18T04:00:34.609Z" }, { "project_id": "Kohaku-Lab/KohakuTerrarium", "repo": "Kohaku-Lab/KohakuTerrarium", "name": "KohakuTerrarium", "github_url": "https://github.com/Kohaku-Lab/KohakuTerrarium", "homepage_url": "https://terrarium.kohaku-lab.org/", "language": "Python", "license": "NOASSERTION", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agent", "agentic-framework", "llm" ], "description": "KohakuTerrarium is a general-purpose AI agent framework and batteries-included app for building, running, and composing self-contained agents and multi-agent teams, with built-in tools, sub-agents, persistent sessions, TUI, and web UI.", "overview": "Use Kohaku-Lab/KohakuTerrarium when the user needs an agent framework project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "agentscope-ai/agentscope", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "google/adk-python", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "e2b-dev/E2B", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build agents with KohakuTerrarium", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 502, "recent_commits": 100, "contributors": 22, "issue_response_time_hours": null, "release_frequency_180d": 41 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 34, "agent_score": 73, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 62, "deployment": 90, "popularity": 54, "community": 67 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 74, "documentation": 92, "stability": 100, "adoption": 77, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T05:30:43.822Z", "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 Kohaku-Lab/KohakuTerrarium when the user needs an agent framework project with docker, library-only, local deployment options.", "purpose": "Use Kohaku-Lab/KohakuTerrarium 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 KohakuTerrarium", "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": "agentscope-ai/agentscope", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "google/adk-python", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "e2b-dev/E2B", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T05:30:43.822Z", "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.", "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": "2026-09-18T05:30:43.822Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d.", "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": "2026-09-18T05:30:43.822Z" }, { "project_id": "modelship-ai/modelship", "repo": "modelship-ai/modelship", "name": "modelship", "github_url": "https://github.com/modelship-ai/modelship", "homepage_url": "https://docs.model-ship.ai/", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agentic", "diffusers", "embeddings", "gpu", "image-generation", "inference-server", "llama-cpp", "llm", "multimodal", "openai-api", "ray-serve", "reasoning", "responses-api", "self-hosted", "speech-to-text", "text-to-speech", "tool-calling", "vllm" ], "description": "Self-hosted, OpenAI-compatible inference for the agentic era: reasoning LLMs, universal tool calling, and the Responses API alongside embeddings, speech, and image models — many models sharing your GPUs, one gateway. Powered by Ray Serve.", "overview": "Use modelship-ai/modelship when the user needs an agent framework project with docker, kubernetes, library-only deployment options.", "alternatives": [ { "repo": "langchain-ai/langchain", "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 workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build agents with modelship", "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 \"tool calling\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 48, "recent_commits": 100, "contributors": 3, "issue_response_time_hours": null, "release_frequency_180d": 57 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 30, "agent_score": 67, "score": 79, "agent_score_breakdown": { "documentation": 90, "maintenance": 57, "deployment": 100, "popularity": 34, "community": 48 }, "git_top_score": 79, "git_top_score_breakdown": { "community": 68, "maintenance": 71, "documentation": 92, "stability": 100, "adoption": 43, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-14T13:00:42.611Z", "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 modelship-ai/modelship when the user needs an agent framework project with docker, kubernetes, library-only deployment options.", "purpose": "Use modelship-ai/modelship 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 modelship", "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": "langchain-ai/langchain", "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 workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"tool calling\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-14T13:00:42.611Z", "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.", "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": "2026-09-14T13:00:42.611Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d.", "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": "2026-09-14T13:00:42.611Z" } ], "resolved_from": { "requested_id": "AgentEvalHQ/AgentEval", "resolved_id": "AgentEvalHQ/AgentEval", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1213, "generated_at": "2026-09-20T12:38:18.256Z", "snapshot_id": "d1:1213:2026-09-20T12:31:12.339Z", "latest_synced_at": "2026-09-20T12:31:12.339Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }