{ "profile": "full", "query": { "q": "AI Agents", "ranking": "browse" }, "projects": [ { "project_id": "livekit/agents", "repo": "livekit/agents", "name": "agents", "github_url": "https://github.com/livekit/agents", "homepage_url": "https://docs.livekit.io/agents", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agents", "ai", "openai", "real-time", "video", "voice" ], "description": "A framework for building realtime voice AI agents 🤖🎙️📹 ", "overview": "Use livekit/agents when the user needs an agent framework project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "Significant-Gravitas/AutoGPT", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "TEN-framework/ten-framework", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build agents with agents", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 14275, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 29 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 75, "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": "2026-09-20T03:30:39.438Z", "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": "2026-09-20T03:30:39.438Z", "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": "2026-09-20T03:30:39.438Z" }, "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": "2026-09-20T03:30:39.438Z" }, { "project_id": "cloudflare/agents", "repo": "cloudflare/agents", "name": "agents", "github_url": "https://github.com/cloudflare/agents", "homepage_url": "https://developers.cloudflare.com/agents/", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agents", "ai", "cloudflare", "durable-objects", "workflows" ], "description": "Build and deploy AI Agents on Cloudflare ", "overview": "Use cloudflare/agents when the user needs an agent framework project with cloudflare, serverless, library-only deployment options. It is marked Cloudflare-ready.", "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "BuilderIO/agent-native", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "LLM provider" ], "deployments": [ "cloudflare", "serverless", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": true, "use_cases": [ "build agents with agents", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override for cloudflare/agents: Cloudflare Workers-native agent framework." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"durable objects\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Manual product trust override for cloudflare/agents: first-party Cloudflare Agents SDK is Workers-native." ] } }, "quality_signals": { "stars": 5606, "recent_commits": 61, "contributors": 77, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 43, "agent_score": 86, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 70, "deployment": 100, "popularity": 75, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 80, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T06:00:59.363Z", "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 cloudflare/agents when the user needs an agent framework project with cloudflare, serverless, library-only deployment options.", "purpose": "Use cloudflare/agents when the user needs an agent framework project with cloudflare, serverless, library-only deployment options. It is marked Cloudflare-ready.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "build agents with agents", "orchestrate LLM tools", "prototype autonomous workflows", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "users expecting a complete hosted product", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "cloudflare", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "BuilderIO/agent-native", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override for cloudflare/agents: Cloudflare Workers-native agent framework." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"durable objects\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Manual product trust override for cloudflare/agents: first-party Cloudflare Agents SDK is Workers-native." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T06:00:59.363Z", "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": [ "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": "2026-09-20T06:00:59.363Z" }, "caveats": [ "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": "2026-09-20T06:00:59.363Z" }, { "project_id": "inkeep/agents", "repo": "inkeep/agents", "name": "agents", "github_url": "https://github.com/inkeep/agents", "homepage_url": "https://docs.inkeep.com", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "agent-builder", "agent-framework", "agents-sdk", "ai", "ai-agent", "ai-agents", "aiagentframework", "developer-sdk", "inkeep", "llms", "low-code", "mcp", "mcp-server", "mulit-agent", "no-code", "self-hosted", "typescript", "workflow", "workflows" ], "description": "Create AI Agents in a No-Code Visual Builder or TypeScript SDK with full 2-way sync. For shipping AI assistants and multi-agent AI workflows.", "overview": "Use inkeep/agents when the user needs a mcp server project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" 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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1425, "recent_commits": 20, "contributors": 25, "issue_response_time_hours": null, "release_frequency_180d": 34 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 27, "agent_score": 74, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 50, "deployment": 100, "popularity": 63, "community": 70 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 100, "maintenance": 62, "documentation": 84, "stability": 100, "adoption": 92, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-16T01:30:56.200Z", "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_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "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.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "summary": { "tl_dr": "Use inkeep/agents when the user needs a mcp server project with docker, vercel, serverless deployment options.", "purpose": "Use inkeep/agents when the user needs a mcp server project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" 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": [ "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": "2026-09-16T01:30:56.200Z", "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_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "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.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "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": "2026-09-16T01:30:56.200Z" }, "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": "2026-09-16T01:30:56.200Z" }, { "project_id": "strands-agents/evals", "repo": "strands-agents/evals", "name": "evals", "github_url": "https://github.com/strands-agents/evals", "homepage_url": "https://strandsagents.com", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "agentic", "agentic-ai", "ai", "evaluation", "machine-learning", "python", "strands-agents" ], "description": "A comprehensive evaluation framework for AI agents and LLM applications.", "overview": "Use strands-agents/evals when the user needs a llm eval project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "comet-ml/opik", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "confident-ai/deepeval", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "modelscope/evalscope", "reason": "Similar llm eval with library_only/local deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 194, "recent_commits": 10, "contributors": 27, "issue_response_time_hours": null, "release_frequency_180d": 17 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 26, "agent_score": 66, "score": 82, "agent_score_breakdown": { "documentation": 90, "maintenance": 44, "deployment": 80, "popularity": 46, "community": 72 }, "git_top_score": 82, "git_top_score_breakdown": { "community": 100, "maintenance": 50, "documentation": 84, "stability": 100, "adoption": 68, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-14T05:31:02.643Z", "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 strands-agents/evals when the user needs a llm eval project with library-only, local, cloud deployment options.", "purpose": "Use strands-agents/evals when the user needs a llm eval project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "production inference serving", "end-user chat apps" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "comet-ml/opik", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "confident-ai/deepeval", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "repo": "modelscope/evalscope", "reason": "Similar llm eval with library_only/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-14T05:31:02.643Z", "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": "2026-09-14T05:31:02.643Z" }, "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": "2026-09-14T05:31:02.643Z" }, { "project_id": "aws-samples/sample-getting-started-with-strands-agents-course", "repo": "aws-samples/sample-getting-started-with-strands-agents-course", "name": "sample-getting-started-with-strands-agents-course", "github_url": "https://github.com/aws-samples/sample-getting-started-with-strands-agents-course", "homepage_url": null, "language": "Jupyter Notebook", "license": "MIT-0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "a2a", "anthropic", "aws", "bedrock", "litellm", "mcp", "python", "strands-agents" ], "description": "Learn to build AI agents with Strands framework. Covers LLM integration via Amazon Bedrock/Anthropic, AWS service connections, tool implementation with MCP/A2A protocols, and agent evaluation using LangFuse/RAGAS.", "overview": "Use aws-samples/sample-getting-started-with-strands-agents-course when the user needs a mcp server project with serverless, library-only, local deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "serverless", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 183, "recent_commits": 0, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 7, "agent_score": 55, "score": 64, "agent_score_breakdown": { "documentation": 90, "maintenance": 7, "deployment": 90, "popularity": 45, "community": 49 }, "git_top_score": 64, "git_top_score_breakdown": { "community": 77, "maintenance": 5, "documentation": 92, "stability": 55, "adoption": 68, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-16T01:30:53.374Z", "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_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "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.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "summary": { "tl_dr": "Use aws-samples/sample-getting-started-with-strands-agents-course when the user needs a mcp server project with serverless, library-only, local deployment options.", "purpose": "Use aws-samples/sample-getting-started-with-strands-agents-course when the user needs a mcp server project with serverless, library-only, local deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "serverless", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-16T01:30:53.374Z", "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_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "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.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "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": "2026-09-16T01:30:53.374Z" }, "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": "2026-09-16T01:30:53.374Z" }, { "project_id": "microsoft/ai-agents-for-beginners", "repo": "microsoft/ai-agents-for-beginners", "name": "ai-agents-for-beginners", "github_url": "https://github.com/microsoft/ai-agents-for-beginners", "homepage_url": "https://aka.ms/ai-agents-beginners", "language": "Jupyter Notebook", "license": "MIT", "project_kind": "collection", "collection_metadata": { "scope": "cookbook", "curated": true, "estimated_items": 25, "freshness": "active" }, "category": [ "rag_framework" ], "tags": [ "agentic-ai", "agentic-framework", "agentic-rag", "ai-agents", "ai-agents-framework", "autogen", "foundry", "foundry-local", "generative-ai", "microsoft-foundry", "semantic-kernel" ], "description": "18 Lessons to Get Started Building AI Agents", "overview": "Use microsoft/ai-agents-for-beginners when the user needs a curated rag framework resource collection with local, cloud usage paths.", "alternatives": [ { "repo": "weaviate/recipes", "reason": "Same rag framework intent with rag overlap." }, { "repo": "lancedb/vectordb-recipes", "reason": "Same rag framework intent with rag overlap." }, { "repo": "deepset-ai/haystack-cookbook", "reason": "Same rag framework intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 75175, "recent_commits": 22, "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": 61, "agent_score": 77, "score": 83, "agent_score_breakdown": { "documentation": 90, "maintenance": 39, "deployment": 70, "popularity": 98, "community": 100 }, "git_top_score": 83, "git_top_score_breakdown": { "community": 100, "maintenance": 44, "documentation": 92, "stability": 70, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T05:00:31.251Z", "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 microsoft/ai-agents-for-beginners when the user needs a curated rag framework resource collection with local, cloud usage paths.", "purpose": "Use microsoft/ai-agents-for-beginners when the user needs a curated rag framework resource collection with local, cloud usage paths.", "install": "Reference collection; there is no direct install step.", "inputs": [ "documents", "queries", "embedding store" ], "outputs": [ "retrieval results", "grounded answers", "indexes" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "retrieval augmented generation", "document search", "knowledge grounding" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "simple prompt apps", "tasks without external knowledge" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "weaviate/recipes", "reason": "Same rag framework intent with rag overlap." }, { "repo": "lancedb/vectordb-recipes", "reason": "Same rag framework intent with rag overlap." }, { "repo": "deepset-ai/haystack-cookbook", "reason": "Same rag framework intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T05:00:31.251Z", "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: 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 incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-09-20T05:00:31.251Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "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": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-20T05:00:31.251Z" }, { "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": 32685, "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": 34, "deployment": 80, "popularity": 90, "community": 100 }, "git_top_score": 77, "git_top_score_breakdown": { "community": 100, "maintenance": 24, "documentation": 92, "stability": 60, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T05:31:14.906Z", "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": "2026-09-20T05:31:14.906Z", "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": "2026-09-20T05:31:14.906Z" }, "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": "2026-09-20T05:31:14.906Z" }, { "project_id": "openai/openai-cs-agents-demo", "repo": "openai/openai-cs-agents-demo", "name": "openai-cs-agents-demo", "github_url": "https://github.com/openai/openai-cs-agents-demo", "homepage_url": null, "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "agent_framework" ], "tags": [], "description": "Demo of a customer service use case implemented with the OpenAI Agents SDK", "overview": "Use openai/openai-cs-agents-demo when the user needs an agent framework project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "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": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build agents with openai-cs-agents-demo", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 6572, "recent_commits": 0, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 5, "agent_score": 59, "score": 71, "agent_score_breakdown": { "documentation": 90, "maintenance": 7, "deployment": 80, "popularity": 76, "community": 49 }, "git_top_score": 71, "git_top_score_breakdown": { "community": 92, "maintenance": 5, "documentation": 92, "stability": 55, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T12:30:35.128Z", "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 openai/openai-cs-agents-demo when the user needs an agent framework project with library-only, local, cloud deployment options.", "purpose": "Use openai/openai-cs-agents-demo when the user needs an agent framework project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "build agents with openai-cs-agents-demo", "orchestrate LLM tools", "prototype autonomous workflows", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "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": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T12:30:35.128Z", "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": "2026-09-19T12:30:35.128Z" }, "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": "2026-09-19T12:30:35.128Z" }, { "project_id": "Sidiora-Labs/centra-llm-agents", "repo": "Sidiora-Labs/centra-llm-agents", "name": "centra-llm-agents", "github_url": "https://github.com/Sidiora-Labs/centra-llm-agents", "homepage_url": "https://centra.ag", "language": "Go", "license": "NOASSERTION", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agentic-ai", "agents", "ai", "artificial-neural-networks", "automation", "autonomous-agents", "expert-agents", "natural-language-processing", "neocortex", "web3" ], "description": "A stateful AI operating system for serious, long-horizon work.", "overview": "Use Sidiora-Labs/centra-llm-agents when the user needs a workflow automation project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "microsoft/agent-framework", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "google/adk-java", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 124, "recent_commits": 6, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 5 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 27, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 12, "agent_score": 59, "score": 75, "agent_score_breakdown": { "documentation": 90, "maintenance": 26, "deployment": 90, "popularity": 42, "community": 49 }, "git_top_score": 75, "git_top_score_breakdown": { "community": 75, "maintenance": 32, "documentation": 92, "stability": 100, "adoption": 59, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-14T14:00:46.671Z", "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 Sidiora-Labs/centra-llm-agents when the user needs a workflow automation project with docker, library-only, local deployment options.", "purpose": "Use Sidiora-Labs/centra-llm-agents when the user needs a workflow automation project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "microsoft/agent-framework", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "google/adk-java", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 27, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-14T14:00:46.671Z", "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": "2026-09-14T14:00:46.671Z" }, "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": "2026-09-14T14:00:46.671Z" }, { "project_id": "simonlin1212/TradingAgents-astock", "repo": "simonlin1212/TradingAgents-astock", "name": "TradingAgents-astock", "github_url": "https://github.com/simonlin1212/TradingAgents-astock", "homepage_url": "https://arxiv.org/pdf/2412.20138", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "a-share", "ai-agent", "china-stocks", "claude", "fintech", "investment-research", "langgraph", "llm", "multi-agent", "python", "quantitative-finance", "trading-agents" ], "description": "A股多Agent投研框架 — 适配A股数据源(龙虎榜/游资/解禁等)，7位分析师基于A股规则的辩论决策，基于TradingAgents深度改造，适配大A。A-share multi-agent investment research framework — 7 AI analysts, bull/bear debate, risk assessment。", "overview": "Use simonlin1212/TradingAgents-astock 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": "beginner", "cloudflare_ready": false, "use_cases": [ "build agents with TradingAgents-astock", "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": [ "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": 3376, "recent_commits": 7, "contributors": 8, "issue_response_time_hours": null, "release_frequency_180d": 24 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 35, "agent_score": 69, "score": 88, "agent_score_breakdown": { "documentation": 90, "maintenance": 43, "deployment": 90, "popularity": 71, "community": 53 }, "git_top_score": 88, "git_top_score_breakdown": { "community": 100, "maintenance": 47, "documentation": 92, "stability": 100, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T02:00:27.831Z", "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 simonlin1212/TradingAgents-astock when the user needs an agent framework project with docker, library-only, local deployment options.", "purpose": "Use simonlin1212/TradingAgents-astock 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-astock", "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": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T02:00:27.831Z", "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": "2026-09-20T02:00:27.831Z" }, "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": "2026-09-20T02:00:27.831Z" }, { "project_id": "apache/flink-agents", "repo": "apache/flink-agents", "name": "flink-agents", "github_url": "https://github.com/apache/flink-agents", "homepage_url": "https://nightlies.apache.org/flink/flink-agents-docs-main/", "language": "Java", "license": "Apache-2.0", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agent", "agentic-ai", "agentic-framework", "ai", "distributed", "event-driven", "flink", "framework", "java", "multi-agents", "python", "real-time" ], "description": "Flink Agents is an Agentic AI framework based on Apache Flink", "overview": "Use apache/flink-agents 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": "Significant-Gravitas/AutoGPT", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build agents with flink-agents", "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": [ "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": 453, "recent_commits": 67, "contributors": 62, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 23, "agent_score": 69, "score": 79, "agent_score_breakdown": { "documentation": 90, "maintenance": 42, "deployment": 70, "popularity": 53, "community": 100 }, "git_top_score": 79, "git_top_score_breakdown": { "community": 100, "maintenance": 49, "documentation": 84, "stability": 70, "adoption": 81, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-15T17:30:55.268Z", "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 apache/flink-agents when the user needs an agent framework project with local, cloud deployment options.", "purpose": "Use apache/flink-agents 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 flink-agents", "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": "Significant-Gravitas/AutoGPT", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "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": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-15T17:30:55.268Z", "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": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-15T17:30:55.268Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "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": "2026-09-15T17:30:55.268Z" }, { "project_id": "liquidos-ai/AutoAgents", "repo": "liquidos-ai/AutoAgents", "name": "AutoAgents", "github_url": "https://github.com/liquidos-ai/AutoAgents", "homepage_url": "https://liquidos-ai.github.io/AutoAgents/", "language": "Rust", "license": "Apache-2.0", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agents", "ai", "ai-agents", "ai-agents-framework", "llm" ], "description": "A multi-agent framework written in Rust that enables you to build, deploy, and coordinate multiple intelligent agents", "overview": "Use liquidos-ai/AutoAgents when the user needs an agent framework project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "crewAIInc/crewAI", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "chroma-core/chroma", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build agents with AutoAgents", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 750, "recent_commits": 5, "contributors": 25, "issue_response_time_hours": null, "release_frequency_180d": 2 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 13, "agent_score": 64, "score": 78, "agent_score_breakdown": { "documentation": 90, "maintenance": 20, "deployment": 90, "popularity": 58, "community": 70 }, "git_top_score": 78, "git_top_score_breakdown": { "community": 100, "maintenance": 21, "documentation": 92, "stability": 86, "adoption": 83, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-14T05:31:05.092Z", "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 liquidos-ai/AutoAgents when the user needs an agent framework project with docker, library-only, local deployment options.", "purpose": "Use liquidos-ai/AutoAgents when the user needs an agent framework project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "build agents with AutoAgents", "orchestrate LLM tools", "prototype autonomous workflows", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "crewAIInc/crewAI", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "chroma-core/chroma", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-14T05:31:05.092Z", "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": "2026-09-14T05:31:05.092Z" }, "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": "2026-09-14T05:31:05.092Z" }, { "project_id": "H-mmer/pentest-agents", "repo": "H-mmer/pentest-agents", "name": "pentest-agents", "github_url": "https://github.com/H-mmer/pentest-agents", "homepage_url": null, "language": "Python", "license": null, "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agents", "bug-bounty", "bugcrowd", "claude-code", "hackerone", "mcp", "pentesting", "security-tools" ], "description": "Bug bounty agent framework for Claude Code, Codex, Gemini, Cursor, Windsurf, Copilot, and OpenClaw — 48 agents, 26 commands, 19 CLI tools, 2 MCP servers, autonomous hunt loops, exploit chain builder.", "overview": "Use H-mmer/pentest-agents when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 932, "recent_commits": 0, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 8, "agent_score": 55, "score": 65, "agent_score_breakdown": { "documentation": 90, "maintenance": 6, "deployment": 80, "popularity": 59, "community": 46 }, "git_top_score": 65, "git_top_score_breakdown": { "community": 75, "maintenance": 4, "documentation": 84, "stability": 55, "adoption": 88, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-14T19:31:03.729Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 2, "inferred": 1, "not_run": 3, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server.", "Fill missing GitHub metadata and re-sync the project." ] }, "summary": { "tl_dr": "Use H-mmer/pentest-agents when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use H-mmer/pentest-agents when the user needs a mcp server project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-14T19:31:03.729Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 2, "inferred": 1, "not_run": 3, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server.", "Fill missing GitHub metadata and re-sync the project." ] }, "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": "2026-09-14T19:31:03.729Z" }, "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": "2026-09-14T19:31:03.729Z" }, { "project_id": "anywhere-labs/Agents-Anywhere", "repo": "anywhere-labs/Agents-Anywhere", "name": "Agents-Anywhere", "github_url": "https://github.com/anywhere-labs/Agents-Anywhere", "homepage_url": "agents-anywhere.com", "language": "TypeScript", "license": null, "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "acp", "agentclientprotocol", "agents", "claudecode", "codex", "codex-app", "llm", "opencode", "remote", "remote-control" ], "description": "跨设备的开源Agent工作台", "overview": "Use anywhere-labs/Agents-Anywhere when the user needs an agent framework project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "omnigent-ai/omnigent", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "iOfficeAI/AionUi", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build agents with Agents-Anywhere", "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 866, "recent_commits": 100, "contributors": 8, "issue_response_time_hours": null, "release_frequency_180d": 5 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 29, "agent_score": 65, "score": 88, "agent_score_breakdown": { "documentation": 90, "maintenance": 44, "deployment": 80, "popularity": 59, "community": 53 }, "git_top_score": 88, "git_top_score_breakdown": { "community": 95, "maintenance": 60, "documentation": 92, "stability": 100, "adoption": 85, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-15T03:01:04.383Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "summary": { "tl_dr": "Use anywhere-labs/Agents-Anywhere when the user needs an agent framework project with docker, local, cloud deployment options.", "purpose": "Use anywhere-labs/Agents-Anywhere 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 Agents-Anywhere", "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": "omnigent-ai/omnigent", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "iOfficeAI/AionUi", "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-15T03:01:04.383Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "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.", "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": "2026-09-15T03:01:04.383Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d.", "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": "2026-09-15T03:01:04.383Z" }, { "project_id": "vstorm-co/pydantic-deepagents", "repo": "vstorm-co/pydantic-deepagents", "name": "pydantic-deepagents", "github_url": "https://github.com/vstorm-co/pydantic-deepagents", "homepage_url": "https://vstorm-co.github.io/pydantic-deepagents/", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent-framework", "ai-agents", "anthropic", "claude-code", "cli", "coding-agent", "deep-research", "docker-sandbox", "llms", "mcp", "playwright", "pydantic", "pydantic-ai", "python", "subagents", "tui", "vstorm" ], "description": "Open-source, self-hosted Claude Code - a terminal AI assistant and the Python framework behind it. Tool-calling, sandboxed execution, multi-agent teams, skills, checkpoints, unlimited context - on Pydantic AI, any model.", "overview": "Use vstorm-co/pydantic-deepagents when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" 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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 1067, "recent_commits": 0, "contributors": 15, "issue_response_time_hours": null, "release_frequency_180d": 43 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 23, "agent_score": 69, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 44, "deployment": 90, "popularity": 61, "community": 60 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 100, "maintenance": 42, "documentation": 92, "stability": 100, "adoption": 88, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T20:30:23.974Z", "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_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "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.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "summary": { "tl_dr": "Use vstorm-co/pydantic-deepagents when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use vstorm-co/pydantic-deepagents when the user needs a mcp server project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" 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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T20:30:23.974Z", "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_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "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.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "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": "2026-09-18T20:30:23.974Z" }, "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": "2026-09-18T20:30:23.974Z" }, { "project_id": "darrenhinde/OpenAgentsControl", "repo": "darrenhinde/OpenAgentsControl", "name": "OpenAgentsControl", "github_url": "https://github.com/darrenhinde/OpenAgentsControl", "homepage_url": null, "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "ai-agents", "ai-agents-framework", "ai-t", "automation", "code-generation", "code-validation", "developer-tools", "opencode", "prompt-engineering" ], "description": "AI agent framework for plan-first development workflows with approval-based execution. Multi-language support (TypeScript, Python, Go, Rust) with automatic testing, code review, and validation built for OpenCode", "overview": "Use darrenhinde/OpenAgentsControl when the user needs an agent framework project with local, cloud deployment options.", "alternatives": [ { "repo": "firecrawl/firecrawl", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "iOfficeAI/AionUi", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "open-mercato/open-mercato", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build agents with OpenAgentsControl", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 4839, "recent_commits": 0, "contributors": 19, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 11, "agent_score": 61, "score": 75, "agent_score_breakdown": { "documentation": 90, "maintenance": 16, "deployment": 70, "popularity": 74, "community": 64 }, "git_top_score": 75, "git_top_score_breakdown": { "community": 100, "maintenance": 11, "documentation": 84, "stability": 70, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-13T22:00:49.194Z", "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 darrenhinde/OpenAgentsControl when the user needs an agent framework project with local, cloud deployment options.", "purpose": "Use darrenhinde/OpenAgentsControl when the user needs an agent framework project with local, cloud deployment options.", "install": "Run the framework according to the repository README or package registry instructions.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "build agents with OpenAgentsControl", "orchestrate LLM tools", "prototype autonomous workflows", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "firecrawl/firecrawl", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "iOfficeAI/AionUi", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "open-mercato/open-mercato", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-13T22:00:49.194Z", "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": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-13T22:00:49.194Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "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": "2026-09-13T22:00:49.194Z" }, { "project_id": "eunomia-bpf/agentsight", "repo": "eunomia-bpf/agentsight", "name": "agentsight", "github_url": "https://github.com/eunomia-bpf/agentsight", "homepage_url": "https://eunomia.dev/agentsight/", "language": "C", "license": "MIT", "project_kind": "project", "category": [ "ai_observability" ], "tags": [ "agent", "ebpf", "llm", "observability" ], "description": "lightweight system-level observability for AI Agents", "overview": "Use eunomia-bpf/agentsight when the user needs an ai observability project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "langchain-ai/langsmith-sdk", "reason": "Same ai observability intent with observability overlap." }, { "repo": "traceloop/openllmetry", "reason": "Same ai observability intent with observability overlap." }, { "repo": "olemeyer/rocketplaneIO", "reason": "Same ai observability intent with observability overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"observability\" 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": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 686, "recent_commits": 66, "contributors": 11, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 31, "agent_score": 70, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 53, "deployment": 90, "popularity": 57, "community": 56 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 100, "maintenance": 68, "documentation": 92, "stability": 100, "adoption": 82, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-14T10:31:00.217Z", "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 eunomia-bpf/agentsight when the user needs an ai observability project with docker, library-only, local deployment options.", "purpose": "Use eunomia-bpf/agentsight when the user needs an ai observability project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "traces", "events", "metrics" ], "outputs": [ "dashboards", "alerts", "trace views" ], "good_for": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems", "monitoring AI systems", "debugging agent behavior", "instrumentation" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "model serving by itself", "UI-only projects" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langchain-ai/langsmith-sdk", "reason": "Same ai observability intent with observability overlap." }, { "repo": "traceloop/openllmetry", "reason": "Same ai observability intent with observability overlap." }, { "repo": "olemeyer/rocketplaneIO", "reason": "Same ai observability intent with observability overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"observability\" 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": [ "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": "partial", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-14T10:31:00.217Z", "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": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-14T10:31:00.217Z" }, "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": "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": "2026-09-14T10:31:00.217Z" }, { "project_id": "coleam00/ottomator-agents", "repo": "coleam00/ottomator-agents", "name": "ottomator-agents", "github_url": "https://github.com/coleam00/ottomator-agents", "homepage_url": null, "language": "Python", "license": "MIT", "project_kind": "collection", "collection_metadata": { "scope": "resource_hub", "curated": true, "estimated_items": 20, "freshness": "stale" }, "category": [ "agent_framework" ], "tags": [], "description": "All the open source AI Agents hosted on the oTTomator Live Agent Studio platform!", "overview": "Use coleam00/ottomator-agents when the user needs a curated agent framework resource collection with library-only, local, cloud usage paths.", "alternatives": [ { "repo": "openai/skills", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "repo": "github/awesome-copilot", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "repo": "huggingface/agents-course", "reason": "Similar agent framework with library_only/local deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 5770, "recent_commits": 0, "contributors": 3, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 6, "agent_score": 59, "score": 71, "agent_score_breakdown": { "documentation": 90, "maintenance": 7, "deployment": 80, "popularity": 75, "community": 48 }, "git_top_score": 71, "git_top_score_breakdown": { "community": 89, "maintenance": 5, "documentation": 92, "stability": 55, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T12:30:41.071Z", "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 coleam00/ottomator-agents when the user needs a curated agent framework resource collection with library-only, local, cloud usage paths.", "purpose": "Use coleam00/ottomator-agents when the user needs a curated agent framework resource collection with library-only, local, cloud usage paths.", "install": "Reference collection; there is no direct install step.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "openai/skills", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "repo": "github/awesome-copilot", "reason": "Similar agent framework with local/cloud deployment overlap." }, { "repo": "huggingface/agents-course", "reason": "Similar agent framework with library_only/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T12:30:41.071Z", "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", "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": "2026-09-19T12:30:41.071Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Collection/resource hub; not a single installable runtime.", "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": "2026-09-19T12:30:41.071Z" }, { "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": 58787, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 88 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 81, "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": "2026-09-20T03:00:42.286Z", "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": "2026-09-20T03:00:42.286Z", "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": "2026-09-20T03:00:42.286Z" }, "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": "2026-09-20T03:00:42.286Z" }, { "project_id": "apify/apify-mcp-server", "repo": "apify/apify-mcp-server", "name": "apify-mcp-server", "github_url": "https://github.com/apify/apify-mcp-server", "homepage_url": "https://mcp.apify.com", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agents", "ai", "mcp", "mcp-server" ], "description": "The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, or any other website using thousands of ready-made scrapers, crawlers, and automation tools available on the Apify Store.", "overview": "Use apify/apify-mcp-server when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 7784, "recent_commits": 61, "contributors": 46, "issue_response_time_hours": null, "release_frequency_180d": 45 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 74, "agent_score": 81, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 61, "deployment": 90, "popularity": 78, "community": 91 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 73, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T07:31:03.510Z", "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_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "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.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "summary": { "tl_dr": "Use apify/apify-mcp-server when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use apify/apify-mcp-server when the user needs a mcp server project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T07:31:03.510Z", "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_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "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.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "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": "2026-09-20T07:31:03.510Z" }, "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": "2026-09-20T07:31:03.510Z" } ], "knowledge": [ { "project": { "id": "livekit/agents", "owner": "livekit", "name": "agents", "full_name": "livekit/agents", "github_url": "https://github.com/livekit/agents", "homepage_url": "https://docs.livekit.io/agents", "description": "A framework for building realtime voice AI agents 🤖🎙️📹 ", "language": "Python", "topics": [ "agents", "ai", "openai", "real-time", "video", "voice" ], "license": "Apache-2.0", "stars": 14275, "forks": 3760, "open_issues": 830, "default_branch": "main", "created_at": "2023-10-19T23:00:55Z", "updated_at": "2026-09-20T02:14:20Z", "pushed_at": "2026-09-19T00:23:57Z", "synced_at": "2026-09-20T03:30:39.438Z" }, "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": "2026-09-20T03:30:39.438Z" }, "metrics": { "project_id": "livekit/agents", "stars_30d_delta": 1166, "commits_30d": 100, "releases_180d": 29, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 1, "git_score": 75, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-20T03:30:39.438Z" } }, { "project": { "id": "cloudflare/agents", "owner": "cloudflare", "name": "agents", "full_name": "cloudflare/agents", "github_url": "https://github.com/cloudflare/agents", "homepage_url": "https://developers.cloudflare.com/agents/", "description": "Build and deploy AI Agents on Cloudflare ", "language": "TypeScript", "topics": [ "agents", "ai", "cloudflare", "durable-objects", "workflows" ], "license": "MIT", "stars": 5606, "forks": 726, "open_issues": 198, "default_branch": "main", "created_at": "2025-01-29T23:14:04Z", "updated_at": "2026-09-20T02:29:48Z", "pushed_at": "2026-09-19T22:52:04Z", "synced_at": "2026-09-20T06:00:59.363Z" }, "agent_card": { "project_id": "cloudflare/agents", "project_kind": "project", "category": "agent_framework", "difficulty": "beginner", "deployment": [ "cloudflare", "serverless", "library_only", "local" ], "cloudflare_ready": true, "use_cases": [ "build agents with agents", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "BuilderIO/agent-native", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use cloudflare/agents when the user needs an agent framework project with cloudflare, serverless, library-only deployment options. It is marked Cloudflare-ready.", "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override for cloudflare/agents: Cloudflare Workers-native agent framework." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"durable objects\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Manual product trust override for cloudflare/agents: first-party Cloudflare Agents SDK is Workers-native." ] } }, "schema_version": "v1", "generated_at": "2026-09-20T06:00:59.363Z" }, "metrics": { "project_id": "cloudflare/agents", "stars_30d_delta": 140, "commits_30d": 61, "releases_180d": 100, "contributors_90d": 77, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 43, "maintenance_score": 70, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "calculated_at": "2026-09-20T06:00:59.363Z" } }, { "project": { "id": "inkeep/agents", "owner": "inkeep", "name": "agents", "full_name": "inkeep/agents", "github_url": "https://github.com/inkeep/agents", "homepage_url": "https://docs.inkeep.com", "description": "Create AI Agents in a No-Code Visual Builder or TypeScript SDK with full 2-way sync. For shipping AI assistants and multi-agent AI workflows.", "language": "TypeScript", "topics": [ "agent", "agent-builder", "agent-framework", "agents-sdk", "ai", "ai-agent", "ai-agents", "aiagentframework", "developer-sdk", "inkeep", "llms", "low-code", "mcp", "mcp-server", "mulit-agent", "no-code", "self-hosted", "typescript", "workflow", "workflows" ], "license": "NOASSERTION", "stars": 1425, "forks": 177, "open_issues": 39, "default_branch": "main", "created_at": "2025-09-05T12:23:24Z", "updated_at": "2026-09-15T13:39:22Z", "pushed_at": "2026-09-15T18:44:54Z", "synced_at": "2026-09-16T01:30:56.200Z" }, "agent_card": { "project_id": "inkeep/agents", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use inkeep/agents when the user needs a mcp server project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" 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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-16T01:30:56.200Z" }, "metrics": { "project_id": "inkeep/agents", "stars_30d_delta": 61, "commits_30d": 20, "releases_180d": 34, "contributors_90d": 25, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 27, "maintenance_score": 50, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-16T01:30:56.200Z" } }, { "project": { "id": "strands-agents/evals", "owner": "strands-agents", "name": "evals", "full_name": "strands-agents/evals", "github_url": "https://github.com/strands-agents/evals", "homepage_url": "https://strandsagents.com", "description": "A comprehensive evaluation framework for AI agents and LLM applications.", "language": "Python", "topics": [ "agentic", "agentic-ai", "ai", "evaluation", "machine-learning", "python", "strands-agents" ], "license": "Apache-2.0", "stars": 194, "forks": 58, "open_issues": 92, "default_branch": "main", "created_at": "2025-07-31T21:53:35Z", "updated_at": "2026-09-13T15:12:24Z", "pushed_at": "2026-08-31T16:26:28Z", "synced_at": "2026-09-14T05:31:02.643Z" }, "agent_card": { "project_id": "strands-agents/evals", "project_kind": "project", "category": "llm_eval", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "comet-ml/opik", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "project_id": "confident-ai/deepeval", "reason": "Similar llm eval with library_only/local deployment overlap." }, { "project_id": "modelscope/evalscope", "reason": "Similar llm eval with library_only/local deployment overlap." } ], "summary_for_agent": "Use strands-agents/evals when the user needs a llm eval project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-14T05:31:02.643Z" }, "metrics": { "project_id": "strands-agents/evals", "stars_30d_delta": 20, "commits_30d": 10, "releases_180d": 17, "contributors_90d": 27, "issue_first_response_median_hours": null, "recent_push_days": 13, "git_score": 26, "maintenance_score": 44, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-14T05:31:02.643Z" } }, { "project": { "id": "aws-samples/sample-getting-started-with-strands-agents-course", "owner": "aws-samples", "name": "sample-getting-started-with-strands-agents-course", "full_name": "aws-samples/sample-getting-started-with-strands-agents-course", "github_url": "https://github.com/aws-samples/sample-getting-started-with-strands-agents-course", "homepage_url": null, "description": "Learn to build AI agents with Strands framework. Covers LLM integration via Amazon Bedrock/Anthropic, AWS service connections, tool implementation with MCP/A2A protocols, and agent evaluation using LangFuse/RAGAS.", "language": "Jupyter Notebook", "topics": [ "a2a", "anthropic", "aws", "bedrock", "litellm", "mcp", "python", "strands-agents" ], "license": "MIT-0", "stars": 183, "forks": 74, "open_issues": 3, "default_branch": "main", "created_at": "2025-08-05T19:18:08Z", "updated_at": "2026-09-11T22:02:49Z", "pushed_at": "2026-06-05T21:55:57Z", "synced_at": "2026-09-16T01:30:53.374Z" }, "agent_card": { "project_id": "aws-samples/sample-getting-started-with-strands-agents-course", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "serverless", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp overlap." }, { "project_id": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use aws-samples/sample-getting-started-with-strands-agents-course when the user needs a mcp server project with serverless, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-16T01:30:53.374Z" }, "metrics": { "project_id": "aws-samples/sample-getting-started-with-strands-agents-course", "stars_30d_delta": 81, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 4, "issue_first_response_median_hours": null, "recent_push_days": 102, "git_score": 7, "maintenance_score": 7, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-16T01:30:53.374Z" } }, { "project": { "id": "microsoft/ai-agents-for-beginners", "owner": "microsoft", "name": "ai-agents-for-beginners", "full_name": "microsoft/ai-agents-for-beginners", "github_url": "https://github.com/microsoft/ai-agents-for-beginners", "homepage_url": "https://aka.ms/ai-agents-beginners", "description": "18 Lessons to Get Started Building AI Agents", "language": "Jupyter Notebook", "topics": [ "agentic-ai", "agentic-framework", "agentic-rag", "ai-agents", "ai-agents-framework", "autogen", "foundry", "foundry-local", "generative-ai", "microsoft-foundry", "semantic-kernel" ], "license": "MIT", "stars": 75175, "forks": 24772, "open_issues": 17, "default_branch": "main", "created_at": "2024-11-28T10:42:52Z", "updated_at": "2026-09-20T04:42:49Z", "pushed_at": "2026-09-19T06:16:49Z", "synced_at": "2026-09-20T05:00:31.251Z" }, "agent_card": { "project_id": "microsoft/ai-agents-for-beginners", "project_kind": "collection", "collection_metadata": { "scope": "cookbook", "curated": true, "estimated_items": 25, "freshness": "active" }, "category": "rag_framework", "difficulty": "intermediate", "deployment": [ "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "weaviate/recipes", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "lancedb/vectordb-recipes", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "deepset-ai/haystack-cookbook", "reason": "Same rag framework intent with rag overlap." } ], "summary_for_agent": "Use microsoft/ai-agents-for-beginners when the user needs a curated rag framework resource collection with local, cloud usage paths.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-20T05:00:31.251Z" }, "metrics": { "project_id": "microsoft/ai-agents-for-beginners", "stars_30d_delta": 2287, "commits_30d": 22, "releases_180d": 0, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 61, "maintenance_score": 39, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-20T05:00:31.251Z" } }, { "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": 32685, "forks": 2344, "open_issues": 176, "default_branch": "main", "created_at": "2025-01-16T19:50:22Z", "updated_at": "2026-09-20T05:30:57Z", "pushed_at": "2026-09-15T00:53:42Z", "synced_at": "2026-09-20T05:31:14.906Z" }, "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": "2026-09-20T05:31:14.906Z" }, "metrics": { "project_id": "huggingface/agents-course", "stars_30d_delta": 1481, "commits_30d": 1, "releases_180d": 0, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 5, "git_score": 59, "maintenance_score": 34, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-20T05:31:14.906Z" } }, { "project": { "id": "openai/openai-cs-agents-demo", "owner": "openai", "name": "openai-cs-agents-demo", "full_name": "openai/openai-cs-agents-demo", "github_url": "https://github.com/openai/openai-cs-agents-demo", "homepage_url": null, "description": "Demo of a customer service use case implemented with the OpenAI Agents SDK", "language": "Python", "topics": [], "license": "MIT", "stars": 6572, "forks": 1018, "open_issues": 27, "default_branch": "main", "created_at": "2025-06-14T03:07:09Z", "updated_at": "2026-09-18T23:55:16Z", "pushed_at": "2025-12-18T07:58:03Z", "synced_at": "2026-09-19T12:30:35.128Z" }, "agent_card": { "project_id": "openai/openai-cs-agents-demo", "project_kind": "project", "category": "agent_framework", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with openai-cs-agents-demo", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "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 openai/openai-cs-agents-demo when the user needs an agent framework project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T12:30:35.128Z" }, "metrics": { "project_id": "openai/openai-cs-agents-demo", "stars_30d_delta": 18, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 4, "issue_first_response_median_hours": null, "recent_push_days": 275, "git_score": 5, "maintenance_score": 7, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-19T12:30:35.128Z" } }, { "project": { "id": "Sidiora-Labs/centra-llm-agents", "owner": "Sidiora-Labs", "name": "centra-llm-agents", "full_name": "Sidiora-Labs/centra-llm-agents", "github_url": "https://github.com/Sidiora-Labs/centra-llm-agents", "homepage_url": "https://centra.ag", "description": "A stateful AI operating system for serious, long-horizon work.", "language": "Go", "topics": [ "agentic-ai", "agents", "ai", "artificial-neural-networks", "automation", "autonomous-agents", "expert-agents", "natural-language-processing", "neocortex", "web3" ], "license": "NOASSERTION", "stars": 124, "forks": 20, "open_issues": 12, "default_branch": "main", "created_at": "2026-06-05T14:32:28Z", "updated_at": "2026-09-12T08:45:42Z", "pushed_at": "2026-09-07T07:12:42Z", "synced_at": "2026-09-14T14:00:46.671Z" }, "agent_card": { "project_id": "Sidiora-Labs/centra-llm-agents", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "microsoft/agent-framework", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "google/adk-java", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use Sidiora-Labs/centra-llm-agents when the user needs a workflow automation project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-14T14:00:46.671Z" }, "metrics": { "project_id": "Sidiora-Labs/centra-llm-agents", "stars_30d_delta": 0, "commits_30d": 6, "releases_180d": 5, "contributors_90d": 4, "issue_first_response_median_hours": null, "recent_push_days": 7, "git_score": 12, "maintenance_score": 26, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 27, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-14T14:00:46.671Z" } }, { "project": { "id": "simonlin1212/TradingAgents-astock", "owner": "simonlin1212", "name": "TradingAgents-astock", "full_name": "simonlin1212/TradingAgents-astock", "github_url": "https://github.com/simonlin1212/TradingAgents-astock", "homepage_url": "https://arxiv.org/pdf/2412.20138", "description": "A股多Agent投研框架 — 适配A股数据源(龙虎榜/游资/解禁等)，7位分析师基于A股规则的辩论决策，基于TradingAgents深度改造，适配大A。A-share multi-agent investment research framework — 7 AI analysts, bull/bear debate, risk assessment。", "language": "Python", "topics": [ "a-share", "ai-agent", "china-stocks", "claude", "fintech", "investment-research", "langgraph", "llm", "multi-agent", "python", "quantitative-finance", "trading-agents" ], "license": "Apache-2.0", "stars": 3376, "forks": 872, "open_issues": 14, "default_branch": "main", "created_at": "2026-05-13T00:22:30Z", "updated_at": "2026-09-19T22:43:18Z", "pushed_at": "2026-09-16T23:53:55Z", "synced_at": "2026-09-20T02:00:27.831Z" }, "agent_card": { "project_id": "simonlin1212/TradingAgents-astock", "project_kind": "project", "category": "agent_framework", "difficulty": "beginner", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with TradingAgents-astock", "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": "Significant-Gravitas/AutoGPT", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use simonlin1212/TradingAgents-astock 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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-20T02:00:27.831Z" }, "metrics": { "project_id": "simonlin1212/TradingAgents-astock", "stars_30d_delta": 520, "commits_30d": 7, "releases_180d": 24, "contributors_90d": 8, "issue_first_response_median_hours": null, "recent_push_days": 3, "git_score": 35, "maintenance_score": 43, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-20T02:00:27.831Z" } }, { "project": { "id": "apache/flink-agents", "owner": "apache", "name": "flink-agents", "full_name": "apache/flink-agents", "github_url": "https://github.com/apache/flink-agents", "homepage_url": "https://nightlies.apache.org/flink/flink-agents-docs-main/", "description": "Flink Agents is an Agentic AI framework based on Apache Flink", "language": "Java", "topics": [ "agent", "agentic-ai", "agentic-framework", "ai", "distributed", "event-driven", "flink", "framework", "java", "multi-agents", "python", "real-time" ], "license": "Apache-2.0", "stars": 453, "forks": 167, "open_issues": 55, "default_branch": "main", "created_at": "2025-06-08T11:45:47Z", "updated_at": "2026-09-15T09:41:52Z", "pushed_at": "2026-09-15T09:31:32Z", "synced_at": "2026-09-15T17:30:55.268Z" }, "agent_card": { "project_id": "apache/flink-agents", "project_kind": "project", "category": "agent_framework", "difficulty": "beginner", "deployment": [ "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with flink-agents", "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": "Significant-Gravitas/AutoGPT", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use apache/flink-agents 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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-15T17:30:55.268Z" }, "metrics": { "project_id": "apache/flink-agents", "stars_30d_delta": 14, "commits_30d": 67, "releases_180d": 0, "contributors_90d": 62, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 23, "maintenance_score": 42, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-15T17:30:55.268Z" } }, { "project": { "id": "liquidos-ai/AutoAgents", "owner": "liquidos-ai", "name": "AutoAgents", "full_name": "liquidos-ai/AutoAgents", "github_url": "https://github.com/liquidos-ai/AutoAgents", "homepage_url": "https://liquidos-ai.github.io/AutoAgents/", "description": "A multi-agent framework written in Rust that enables you to build, deploy, and coordinate multiple intelligent agents", "language": "Rust", "topics": [ "agents", "ai", "ai-agents", "ai-agents-framework", "llm" ], "license": "Apache-2.0", "stars": 750, "forks": 86, "open_issues": 25, "default_branch": "main", "created_at": "2025-02-22T09:25:26Z", "updated_at": "2026-09-10T17:44:14Z", "pushed_at": "2026-08-26T10:21:45Z", "synced_at": "2026-09-14T05:31:05.092Z" }, "agent_card": { "project_id": "liquidos-ai/AutoAgents", "project_kind": "project", "category": "agent_framework", "difficulty": "beginner", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with AutoAgents", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "crewAIInc/crewAI", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "chroma-core/chroma", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use liquidos-ai/AutoAgents when the user needs an agent framework project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-14T05:31:05.092Z" }, "metrics": { "project_id": "liquidos-ai/AutoAgents", "stars_30d_delta": 23, "commits_30d": 5, "releases_180d": 2, "contributors_90d": 25, "issue_first_response_median_hours": null, "recent_push_days": 18, "git_score": 13, "maintenance_score": 20, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-14T05:31:05.092Z" } }, { "project": { "id": "H-mmer/pentest-agents", "owner": "H-mmer", "name": "pentest-agents", "full_name": "H-mmer/pentest-agents", "github_url": "https://github.com/H-mmer/pentest-agents", "homepage_url": null, "description": "Bug bounty agent framework for Claude Code, Codex, Gemini, Cursor, Windsurf, Copilot, and OpenClaw — 48 agents, 26 commands, 19 CLI tools, 2 MCP servers, autonomous hunt loops, exploit chain builder.", "language": "Python", "topics": [ "agents", "bug-bounty", "bugcrowd", "claude-code", "hackerone", "mcp", "pentesting", "security-tools" ], "license": null, "stars": 932, "forks": 172, "open_issues": 3, "default_branch": "main", "created_at": "2026-04-01T08:50:36Z", "updated_at": "2026-09-14T17:26:06Z", "pushed_at": "2026-06-12T08:59:58Z", "synced_at": "2026-09-14T19:31:03.729Z" }, "agent_card": { "project_id": "H-mmer/pentest-agents", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use H-mmer/pentest-agents when the user needs a mcp server project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" 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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-14T19:31:03.729Z" }, "metrics": { "project_id": "H-mmer/pentest-agents", "stars_30d_delta": 135, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 1, "issue_first_response_median_hours": null, "recent_push_days": 94, "git_score": 8, "maintenance_score": 6, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-14T19:31:03.729Z" } }, { "project": { "id": "anywhere-labs/Agents-Anywhere", "owner": "anywhere-labs", "name": "Agents-Anywhere", "full_name": "anywhere-labs/Agents-Anywhere", "github_url": "https://github.com/anywhere-labs/Agents-Anywhere", "homepage_url": "agents-anywhere.com", "description": "跨设备的开源Agent工作台", "language": "TypeScript", "topics": [ "acp", "agentclientprotocol", "agents", "claudecode", "codex", "codex-app", "llm", "opencode", "remote", "remote-control" ], "license": null, "stars": 866, "forks": 100, "open_issues": 15, "default_branch": "main", "created_at": "2026-05-22T01:33:33Z", "updated_at": "2026-09-15T02:50:58Z", "pushed_at": "2026-09-14T13:24:52Z", "synced_at": "2026-09-15T03:01:04.383Z" }, "agent_card": { "project_id": "anywhere-labs/Agents-Anywhere", "project_kind": "project", "category": "agent_framework", "difficulty": "beginner", "deployment": [ "docker", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with Agents-Anywhere", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "omnigent-ai/omnigent", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "iOfficeAI/AionUi", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use anywhere-labs/Agents-Anywhere when the user needs an agent framework project with docker, 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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-15T03:01:04.383Z" }, "metrics": { "project_id": "anywhere-labs/Agents-Anywhere", "stars_30d_delta": 270, "commits_30d": 100, "releases_180d": 5, "contributors_90d": 8, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 29, "maintenance_score": 44, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-15T03:01:04.383Z" } }, { "project": { "id": "vstorm-co/pydantic-deepagents", "owner": "vstorm-co", "name": "pydantic-deepagents", "full_name": "vstorm-co/pydantic-deepagents", "github_url": "https://github.com/vstorm-co/pydantic-deepagents", "homepage_url": "https://vstorm-co.github.io/pydantic-deepagents/", "description": "Open-source, self-hosted Claude Code - a terminal AI assistant and the Python framework behind it. Tool-calling, sandboxed execution, multi-agent teams, skills, checkpoints, unlimited context - on Pydantic AI, any model.", "language": "Python", "topics": [ "agent-framework", "ai-agents", "anthropic", "claude-code", "cli", "coding-agent", "deep-research", "docker-sandbox", "llms", "mcp", "playwright", "pydantic", "pydantic-ai", "python", "subagents", "tui", "vstorm" ], "license": "MIT", "stars": 1067, "forks": 133, "open_issues": 20, "default_branch": "main", "created_at": "2025-11-29T14:36:36Z", "updated_at": "2026-09-17T13:17:22Z", "pushed_at": "2026-09-15T18:11:17Z", "synced_at": "2026-09-18T20:30:23.974Z" }, "agent_card": { "project_id": "vstorm-co/pydantic-deepagents", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "project_id": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ], "summary_for_agent": "Use vstorm-co/pydantic-deepagents when the user needs a mcp server project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" 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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": "2026-09-18T20:30:23.974Z" }, "metrics": { "project_id": "vstorm-co/pydantic-deepagents", "stars_30d_delta": 36, "commits_30d": 0, "releases_180d": 43, "contributors_90d": 15, "issue_first_response_median_hours": null, "recent_push_days": 3, "git_score": 23, "maintenance_score": 44, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-18T20:30:23.974Z" } }, { "project": { "id": "darrenhinde/OpenAgentsControl", "owner": "darrenhinde", "name": "OpenAgentsControl", "full_name": "darrenhinde/OpenAgentsControl", "github_url": "https://github.com/darrenhinde/OpenAgentsControl", "homepage_url": null, "description": "AI agent framework for plan-first development workflows with approval-based execution. Multi-language support (TypeScript, Python, Go, Rust) with automatic testing, code review, and validation built for OpenCode", "language": "TypeScript", "topics": [ "ai-agents", "ai-agents-framework", "ai-t", "automation", "code-generation", "code-validation", "developer-tools", "opencode", "prompt-engineering" ], "license": "MIT", "stars": 4839, "forks": 397, "open_issues": 67, "default_branch": "main", "created_at": "2025-08-14T21:44:01Z", "updated_at": "2026-09-13T11:33:04Z", "pushed_at": "2026-09-02T13:27:00Z", "synced_at": "2026-09-13T22:00:49.194Z" }, "agent_card": { "project_id": "darrenhinde/OpenAgentsControl", "project_kind": "project", "category": "agent_framework", "difficulty": "beginner", "deployment": [ "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with OpenAgentsControl", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "firecrawl/firecrawl", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "iOfficeAI/AionUi", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "open-mercato/open-mercato", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use darrenhinde/OpenAgentsControl when the user needs an agent framework project with local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-13T22:00:49.194Z" }, "metrics": { "project_id": "darrenhinde/OpenAgentsControl", "stars_30d_delta": 136, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 19, "issue_first_response_median_hours": null, "recent_push_days": 11, "git_score": 11, "maintenance_score": 16, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-13T22:00:49.194Z" } }, { "project": { "id": "eunomia-bpf/agentsight", "owner": "eunomia-bpf", "name": "agentsight", "full_name": "eunomia-bpf/agentsight", "github_url": "https://github.com/eunomia-bpf/agentsight", "homepage_url": "https://eunomia.dev/agentsight/", "description": "lightweight system-level observability for AI Agents", "language": "C", "topics": [ "agent", "ebpf", "llm", "observability" ], "license": "MIT", "stars": 686, "forks": 101, "open_issues": 27, "default_branch": "master", "created_at": "2025-07-07T21:16:41Z", "updated_at": "2026-09-12T19:47:31Z", "pushed_at": "2026-09-13T06:35:23Z", "synced_at": "2026-09-14T10:31:00.217Z" }, "agent_card": { "project_id": "eunomia-bpf/agentsight", "project_kind": "project", "category": "ai_observability", "difficulty": "beginner", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langchain-ai/langsmith-sdk", "reason": "Same ai observability intent with observability overlap." }, { "project_id": "traceloop/openllmetry", "reason": "Same ai observability intent with observability overlap." }, { "project_id": "olemeyer/rocketplaneIO", "reason": "Same ai observability intent with observability overlap." } ], "summary_for_agent": "Use eunomia-bpf/agentsight when the user needs an ai observability project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"observability\" 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": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-14T10:31:00.217Z" }, "metrics": { "project_id": "eunomia-bpf/agentsight", "stars_30d_delta": 111, "commits_30d": 66, "releases_180d": 100, "contributors_90d": 11, "issue_first_response_median_hours": null, "recent_push_days": 1, "git_score": 31, "maintenance_score": 53, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "calculated_at": "2026-09-14T10:31:00.217Z" } }, { "project": { "id": "coleam00/ottomator-agents", "owner": "coleam00", "name": "ottomator-agents", "full_name": "coleam00/ottomator-agents", "github_url": "https://github.com/coleam00/ottomator-agents", "homepage_url": null, "description": "All the open source AI Agents hosted on the oTTomator Live Agent Studio platform!", "language": "Python", "topics": [], "license": "MIT", "stars": 5770, "forks": 1949, "open_issues": 34, "default_branch": "main", "created_at": "2024-12-02T00:47:45Z", "updated_at": "2026-09-18T17:34:10Z", "pushed_at": "2025-11-09T21:46:48Z", "synced_at": "2026-09-19T12:30:41.071Z" }, "agent_card": { "project_id": "coleam00/ottomator-agents", "project_kind": "collection", "collection_metadata": { "scope": "resource_hub", "curated": true, "estimated_items": 20, "freshness": "stale" }, "category": "agent_framework", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "openai/skills", "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": "huggingface/agents-course", "reason": "Similar agent framework with library_only/local deployment overlap." } ], "summary_for_agent": "Use coleam00/ottomator-agents when the user needs a curated agent framework resource collection with library-only, local, cloud usage paths.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T12:30:41.071Z" }, "metrics": { "project_id": "coleam00/ottomator-agents", "stars_30d_delta": 44, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 3, "issue_first_response_median_hours": null, "recent_push_days": 313, "git_score": 6, "maintenance_score": 7, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-19T12:30:41.071Z" } }, { "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": 58787, "forks": 8514, "open_issues": 406, "default_branch": "main", "created_at": "2023-10-27T03:26:59Z", "updated_at": "2026-09-20T02:35:45Z", "pushed_at": "2026-09-19T22:38:06Z", "synced_at": "2026-09-20T03:00:42.286Z" }, "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": "2026-09-20T03:00:42.286Z" }, "metrics": { "project_id": "crewAIInc/crewAI", "stars_30d_delta": 1394, "commits_30d": 100, "releases_180d": 88, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 81, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-20T03:00:42.286Z" } }, { "project": { "id": "apify/apify-mcp-server", "owner": "apify", "name": "apify-mcp-server", "full_name": "apify/apify-mcp-server", "github_url": "https://github.com/apify/apify-mcp-server", "homepage_url": "https://mcp.apify.com", "description": "The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, or any other website using thousands of ready-made scrapers, crawlers, and automation tools available on the Apify Store.", "language": "TypeScript", "topics": [ "agents", "ai", "mcp", "mcp-server" ], "license": "MIT", "stars": 7784, "forks": 277, "open_issues": 172, "default_branch": "master", "created_at": "2025-01-02T15:43:09Z", "updated_at": "2026-09-20T06:50:16Z", "pushed_at": "2026-09-18T13:07:58Z", "synced_at": "2026-09-20T07:31:03.510Z" }, "agent_card": { "project_id": "apify/apify-mcp-server", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "project_id": 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