{ "profile": "full", "query": { "deployment": "cloudflare", "ranking": "browse" }, "projects": [ { "project_id": "ComposioHQ/composio", "repo": "ComposioHQ/composio", "name": "composio", "github_url": "https://github.com/ComposioHQ/composio", "homepage_url": "https://docs.composio.dev", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agentic-ai", "agents", "ai", "ai-agents", "aiagents", "developer-tools", "function-calling", "gpt-4", "javascript", "js", "llm", "llmops", "mcp", "python", "remote-mcp-server", "sse", "typescript" ], "description": "Composio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.", "overview": "Use ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "apify/apify-mcp-server", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Cloudflare Workers", "LLM provider" ], "deployments": [ "cloudflare", "serverless", "vercel", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signals": { "stars": 30235, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 58, "agent_score": 90, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 90, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T22:00:42.460Z", "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 ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "purpose": "Use ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "cloudflare", "serverless", "vercel", "library_only", "local" ], "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "apify/apify-mcp-server", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T22:00:42.460Z", "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", "Partial or estimated quality signals: commits30d, 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": "2026-09-18T22:00:42.460Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, 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": "2026-09-18T22:00:42.460Z" }, { "project_id": "langchain-ai/langchainjs", "repo": "langchain-ai/langchainjs", "name": "langchainjs", "github_url": "https://github.com/langchain-ai/langchainjs", "homepage_url": "https://docs.langchain.com/langchain/", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "agent_framework" ], "tags": [], "description": "The agent engineering platform", "overview": "Use langchain-ai/langchainjs when the user needs an agent framework project with cloudflare, serverless, vercel deployment options.", "alternatives": [ { "repo": "supermemoryai/supermemory", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "cloudflare/agents", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "LLM provider" ], "deployments": [ "cloudflare", "serverless", "vercel", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build agents with langchainjs", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signals": { "stars": 18207, "recent_commits": 67, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 43, "agent_score": 88, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 71, "deployment": 100, "popularity": 85, "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": "2026-09-18T13:30:32.775Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use langchain-ai/langchainjs when the user needs an agent framework project with cloudflare, serverless, vercel deployment options.", "purpose": "Use langchain-ai/langchainjs when the user needs an agent framework project with cloudflare, serverless, vercel deployment options.", "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 langchainjs", "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": [ "cloudflare", "serverless", "vercel", "library_only", "local" ], "alternatives": [ { "repo": "supermemoryai/supermemory", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "cloudflare/agents", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T13:30:32.775Z", "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, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-18T13:30:32.775Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-18T13:30:32.775Z" }, { "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": 5594, "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": "2026-09-18T15:01:06.290Z", "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": "2026-09-18T15:01:06.290Z", "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": "2026-09-18T15:01:06.290Z" }, "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": "2026-09-18T15:01:06.290Z" }, { "project_id": "songquanpeng/one-api", "repo": "songquanpeng/one-api", "name": "one-api", "github_url": "https://github.com/songquanpeng/one-api", "homepage_url": "https://oneapi.justsong.cn/", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "api", "api-gateway", "azure-openai-api", "chatgpt", "claude", "ernie-bot", "gemini", "gpt", "openai", "openai-api", "proxy" ], "description": "LLM API 管理 & 分发系统，支持 OpenAI、Azure、Anthropic Claude、Google Gemini、DeepSeek、字节豆包、ChatGLM、文心一言、讯飞星火、通义千问、360 智脑、腾讯混元等主流模型，统一 API 适配，可用于 key 管理与二次分发。单可执行文件，提供 Docker 镜像，一键部署，开箱即用。LLM API management & key redistribution system, unifying multiple providers under a single API. Single binary, Docker-ready, with an English UI.", "overview": "Use songquanpeng/one-api when the user needs an ai app template project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with docker/serverless deployment overlap." }, { "repo": "TheArchitectit/agent-guardrails-template", "reason": "Similar ai app template with docker/local deployment overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "LLM provider" ], "deployments": [ "docker", "cloudflare", "serverless", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: postgres." ] } }, "quality_signals": { "stars": 36956, "recent_commits": 0, "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": 32, "agent_score": 78, "score": 74, "agent_score_breakdown": { "documentation": 90, "maintenance": 26, "deployment": 100, "popularity": 91, "community": 100 }, "git_top_score": 74, "git_top_score_breakdown": { "community": 100, "maintenance": 18, "documentation": 92, "stability": 45, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T05:00:37.515Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use songquanpeng/one-api when the user needs an ai app template project with docker, cloudflare, serverless deployment options.", "purpose": "Use songquanpeng/one-api when the user needs an ai app template project with docker, cloudflare, serverless deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "cloudflare", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with docker/serverless deployment overlap." }, { "repo": "TheArchitectit/agent-guardrails-template", "reason": "Similar ai app template with docker/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: postgres." ] } }, "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": "2026-09-19T05:00:37.515Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-19T05:00:37.515Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-19T05:00:37.515Z" }, { "project_id": "cloudflare/mcp-server-cloudflare", "repo": "cloudflare/mcp-server-cloudflare", "name": "mcp-server-cloudflare", "github_url": "https://github.com/cloudflare/mcp-server-cloudflare", "homepage_url": null, "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [], "description": "Use cloudflare/mcp-server-cloudflare when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "overview": "Use cloudflare/mcp-server-cloudflare when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "SigNoz/signoz", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Cloudflare Workers" ], "deployments": [ "docker", "cloudflare", "serverless", "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" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"durable objects\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers, durable objects.", "Runtime blocker: gpu." ] } }, "quality_signals": { "stars": 4209, "recent_commits": 2, "contributors": 41, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 30, "agent_score": 75, "score": 88, "agent_score_breakdown": { "documentation": 90, "maintenance": 45, "deployment": 90, "popularity": 72, "community": 86 }, "git_top_score": 88, "git_top_score_breakdown": { "community": 100, "maintenance": 44, "documentation": 92, "stability": 100, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T16:01:04.873Z", "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": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.summary_for_agent" ] }, "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": 2, "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 cloudflare/mcp-server-cloudflare when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "purpose": "Use cloudflare/mcp-server-cloudflare when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "cloudflare", "serverless", "local" ], "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "SigNoz/signoz", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"durable objects\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers, durable objects.", "Runtime blocker: gpu." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T16:01:04.873Z", "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": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.summary_for_agent" ] }, "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": 2, "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", "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": "2026-09-18T16:01:04.873Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "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": "2026-09-18T16:01:04.873Z" }, { "project_id": "zendev-sh/goai", "repo": "zendev-sh/goai", "name": "goai", "github_url": "https://github.com/zendev-sh/goai", "homepage_url": "https://goai.sh/", "language": "Go", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "ai-agents", "ai-sdk", "ai-tools", "anthropic", "azure-op", "bedro", "cerebra", "gemini", "go-ai-sdk", "goai", "llm", "minimax", "openai", "openrouter", "sdk-go", "vercel", "vertex-ai", "zenflow" ], "description": "Go AI SDK, the Go way. One unified API across 21+ providers. Streaming, structured output, MCP support, stdlib only. Go AI SDK for AI applications inspired by Vercel AI SDK.", "overview": "Use zendev-sh/goai when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "ComposioHQ/composio", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Cloudflare Workers", "LLM provider" ], "deployments": [ "cloudflare", "serverless", "vercel", "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" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python, filesystem." ] } }, "quality_signals": { "stars": 205, "recent_commits": 55, "contributors": 14, "issue_response_time_hours": null, "release_frequency_180d": 56 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 28, "agent_score": 68, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 52, "deployment": 90, "popularity": 46, "community": 59 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 100, "maintenance": 67, "documentation": 84, "stability": 100, "adoption": 65, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T14:30:44.070Z", "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 zendev-sh/goai when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "purpose": "Use zendev-sh/goai when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "cloudflare", "serverless", "vercel", "local" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "ComposioHQ/composio", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python, filesystem." ] } }, "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": "2026-09-18T14:30:44.070Z", "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", "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": "2026-09-18T14:30:44.070Z" }, "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": "2026-09-18T14:30:44.070Z" }, { "project_id": "Portkey-AI/gateway", "repo": "Portkey-AI/gateway", "name": "gateway", "github_url": "https://github.com/Portkey-AI/gateway", "homepage_url": "https://portkey.ai/features/ai-gateway", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-gateway", "gateway", "generative-ai", "hacktoberfest", "langchain", "llm", "llm-gateway", "llmops", "llms", "mcp", "mcp-client", "mcp-gateway", "mcp-servers", "model-router", "openai" ], "description": "A blazing fast AI Gateway with integrated guardrails. Route to 1,600+ LLMs, 50+ AI Guardrails with 1 fast & friendly API.", "overview": "Use Portkey-AI/gateway when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Cloudflare Workers", "LLM provider" ], "deployments": [ "docker", "cloudflare", "serverless", "vercel", "kubernetes", "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.", "Found wrangler.toml.", "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml.", "Runtime blocker: python." ] } }, "quality_signals": { "stars": 13034, "recent_commits": 0, "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": 26, "agent_score": 77, "score": 72, "agent_score_breakdown": { "documentation": 90, "maintenance": 26, "deployment": 100, "popularity": 82, "community": 100 }, "git_top_score": 72, "git_top_score_breakdown": { "community": 100, "maintenance": 18, "documentation": 84, "stability": 45, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T05:00:34.941Z", "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 Portkey-AI/gateway when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "purpose": "Use Portkey-AI/gateway when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "cloudflare", "serverless", "vercel", "kubernetes", "library_only", "local" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway 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.", "Found wrangler.toml.", "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml.", "Runtime blocker: python." ] } }, "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": "2026-09-19T05:00:34.941Z", "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", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-19T05:00:34.941Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-19T05:00:34.941Z" }, { "project_id": "oceanbase/seekdb", "repo": "oceanbase/seekdb", "name": "seekdb", "github_url": "https://github.com/oceanbase/seekdb", "homepage_url": "https://seekdb.ai", "language": "C++", "license": "Apache-2.0", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "ai-agents", "copy-on-write", "embedded-database", "full-text-search", "hnsw", "hybrid-search", "langchain", "llamaindex", "mysql", "oceanbase", "python", "rag", "sql", "vector-databases" ], "description": "The AI-Native Search Database. Best for agent storage, it unifies vector, text, structured, and semi-structured data into a single engine. This all-in-one database makes agents smarter, easier to run, and more stable.", "overview": "Use oceanbase/seekdb when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "repo": "bytedance/deer-flow", "reason": "Same rag framework intent with rag overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "Vector database", "LLM provider" ], "deployments": [ "docker", "cloudflare", "serverless", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" 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": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signals": { "stars": 2940, "recent_commits": 84, "contributors": 35, "issue_response_time_hours": null, "release_frequency_180d": 3 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 25, "agent_score": 76, "score": 86, "agent_score_breakdown": { "documentation": 90, "maintenance": 44, "deployment": 100, "popularity": 69, "community": 80 }, "git_top_score": 86, "git_top_score_breakdown": { "community": 100, "maintenance": 56, "documentation": 84, "stability": 84, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T11:00:40.924Z", "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 oceanbase/seekdb when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "purpose": "Use oceanbase/seekdb when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "documents", "queries", "embedding store" ], "outputs": [ "retrieval results", "grounded answers", "indexes" ], "good_for": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval", "retrieval augmented generation", "document search", "knowledge grounding" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt apps", "tasks without external knowledge" ], "deployment": [ "docker", "cloudflare", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "repo": "bytedance/deer-flow", "reason": "Same rag framework intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" 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": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T11:00:40.924Z", "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": "2026-09-18T11:00:40.924Z" }, "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": "2026-09-18T11:00:40.924Z" }, { "project_id": "cloudflare/puppeteer", "repo": "cloudflare/puppeteer", "name": "puppeteer", "github_url": "https://github.com/cloudflare/puppeteer", "homepage_url": "https://developers.cloudflare.com/", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "cloudflare", "workers" ], "description": "Puppeteer Core fork that works with Cloudflare Browser Workers", "overview": "Use cloudflare/puppeteer when the user needs a workflow automation project with docker, cloudflare, serverless deployment options. It is marked Cloudflare-ready.", "alternatives": [ { "repo": "microsoft/playwright", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "lightpanda-io/browser", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "puppeteer/puppeteer", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "Browser automation" ], "deployments": [ "docker", "cloudflare", "serverless", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": true, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"workflow\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: none detected." ] } }, "quality_signals": { "stars": 371, "recent_commits": 0, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 5 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 25, "agent_score": 76, "score": 83, "agent_score_breakdown": { "documentation": 90, "maintenance": 44, "deployment": 100, "popularity": 51, "community": 100 }, "git_top_score": 83, "git_top_score_breakdown": { "community": 100, "maintenance": 40, "documentation": 92, "stability": 100, "adoption": 74, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T19:30:45.080Z", "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/puppeteer when the user needs a workflow automation project with docker, cloudflare, serverless deployment options.", "purpose": "Use cloudflare/puppeteer when the user needs a workflow automation project with docker, cloudflare, serverless deployment options. It is marked Cloudflare-ready.", "install": "Deploy on Cloudflare Workers using the repository's deployment 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": [ "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "cloudflare", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "microsoft/playwright", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "lightpanda-io/browser", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "puppeteer/puppeteer", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"workflow\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: none detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T19:30:45.080Z", "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: 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": "2026-09-19T19:30:45.080Z" }, "caveats": [ "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-19T19:30:45.080Z" }, { "project_id": "cloudflare/templates", "repo": "cloudflare/templates", "name": "templates", "github_url": "https://github.com/cloudflare/templates", "homepage_url": "https://workers.cloudflare.com", "language": "TypeScript", "license": "MIT", "project_kind": "collection", "collection_metadata": { "scope": "starter_collection", "curated": true, "estimated_items": 10, "freshness": "active" }, "category": [ "ai_app_template" ], "tags": [], "description": "Templates for Cloudflare Workers", "overview": "Use cloudflare/templates when the user needs a curated ai app template resource collection with cloudflare, serverless, local usage paths. It is marked Cloudflare-ready.", "alternatives": [ { "repo": "cloudflare/vibesdk-templates", "reason": "Similar ai app template with cloudflare/serverless deployment overlap." }, { "repo": "lobehub/lobe-chat-plugins", "reason": "Similar ai app template with serverless/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with serverless/local deployment overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers" ], "deployments": [ "cloudflare", "serverless", "local" ], "difficulty": "beginner", "cloudflare_ready": true, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: none detected." ] } }, "quality_signals": { "stars": 2118, "recent_commits": 10, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 2 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 24, "agent_score": 77, "score": 82, "agent_score_breakdown": { "documentation": 90, "maintenance": 38, "deployment": 100, "popularity": 67, "community": 100 }, "git_top_score": 82, "git_top_score_breakdown": { "community": 100, "maintenance": 38, "documentation": 92, "stability": 76, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T17:30:37.985Z", "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 cloudflare/templates when the user needs a curated ai app template resource collection with cloudflare, serverless, local usage paths.", "purpose": "Use cloudflare/templates when the user needs a curated ai app template resource collection with cloudflare, serverless, local usage paths. It is marked Cloudflare-ready.", "install": "Reference collection; there is no direct install step.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "users expecting a single installable runtime or library", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "cloudflare", "serverless", "local" ], "alternatives": [ { "repo": "cloudflare/vibesdk-templates", "reason": "Similar ai app template with cloudflare/serverless deployment overlap." }, { "repo": "lobehub/lobe-chat-plugins", "reason": "Similar ai app template with serverless/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with serverless/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: none detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T17:30:37.985Z", "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", "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 usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-19T17:30:37.985Z" }, "caveats": [ "users expecting a single installable runtime or library", "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 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": "2026-09-19T17:30:37.985Z" }, { "project_id": "lianluo-esign/ferrogate", "repo": "lianluo-esign/ferrogate", "name": "ferrogate", "github_url": "https://github.com/lianluo-esign/ferrogate", "homepage_url": "https://token4ai.cloud", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agentic-gateway", "ai", "ai-agent", "ai-gateway", "ai-tools", "aigateway", "api-gateway", "cloudflare-workers", "durable-objects", "hono", "infrastructure", "mcp-gateway", "reverse-proxy", "serverless", "typescript" ], "description": "Open-source AI gateway on Cloudflare Workers, in TypeScript: OpenAI/Anthropic-compatible chat with SSE streaming, Files + Batch APIs, provider routing with circuit breaking and failover, virtual API keys, per-tenant Durable Object storage, quotas/wallets/budgets, guardrails, response cache, MCP server, durable metering, contract-driven Admin API.", "overview": "Use lianluo-esign/ferrogate when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Cloudflare Workers", "Vector database", "LLM provider" ], "deployments": [ "docker", "cloudflare", "serverless", "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" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"durable objects\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml, cloudflare workers, durable objects.", "Runtime blocker: python." ] } }, "quality_signals": { "stars": 23, "recent_commits": 40, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 39 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 23, "agent_score": 61, "score": 74, "agent_score_breakdown": { "documentation": 90, "maintenance": 44, "deployment": 90, "popularity": 27, "community": 47 }, "git_top_score": 74, "git_top_score_breakdown": { "community": 62, "maintenance": 62, "documentation": 92, "stability": 100, "adoption": 33, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-15T18:00:55.031Z", "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 lianluo-esign/ferrogate when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "purpose": "Use lianluo-esign/ferrogate when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "cloudflare", "serverless", "local" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "can1357/oh-my-pi", "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 \"cloudflare workers\" in repository content.", "Matched \"durable objects\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml, cloudflare workers, durable objects.", "Runtime blocker: python." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-15T18:00:55.031Z", "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", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-15T18:00:55.031Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-15T18:00:55.031Z" }, { "project_id": "Helicone/helicone", "repo": "Helicone/helicone", "name": "helicone", "github_url": "https://github.com/Helicone/helicone", "homepage_url": "https://www.helicone.ai", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "agent-monitoring", "analytics", "evaluation", "gpt", "langchain", "large-language-models", "llama-index", "llm", "llm-cost", "llm-evaluation", "llm-observability", "llmops", "monitoring", "open-source", "openai", "playground", "prompt-engineering", "prompt-management", "ycombinator" ], "description": "🧊 Open source LLM observability platform. One line of code to monitor, evaluate, and experiment. YC W23 🍓", "overview": "Use Helicone/helicone when the user needs a llm eval project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "langfuse/langfuse", "reason": "Same llm eval intent with observability overlap." }, { "repo": "langwatch/langwatch", "reason": "Same llm eval intent with observability overlap." }, { "repo": "comet-ml/opik", "reason": "Same llm eval intent with observability overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "LLM provider" ], "deployments": [ "docker", "cloudflare", "serverless", "vercel", "kubernetes", "local" ], "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" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signals": { "stars": 6164, "recent_commits": 9, "contributors": 97, "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": "complete" }, "quality_score": 22, "agent_score": 78, "score": 77, "agent_score_breakdown": { "documentation": 90, "maintenance": 37, "deployment": 100, "popularity": 76, "community": 100 }, "git_top_score": 77, "git_top_score_breakdown": { "community": 100, "maintenance": 32, "documentation": 84, "stability": 60, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T09:00:34.122Z", "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 Helicone/helicone when the user needs a llm eval project with docker, cloudflare, serverless deployment options.", "purpose": "Use Helicone/helicone when the user needs a llm eval project with docker, cloudflare, serverless deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment 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", "production inference serving", "end-user chat apps" ], "deployment": [ "docker", "cloudflare", "serverless", "vercel", "kubernetes", "local" ], "alternatives": [ { "repo": "langfuse/langfuse", "reason": "Same llm eval intent with observability overlap." }, { "repo": "langwatch/langwatch", "reason": "Same llm eval intent with observability overlap." }, { "repo": "comet-ml/opik", "reason": "Same llm eval intent with observability overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T09:00:34.122Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-19T09:00:34.122Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-19T09:00:34.122Z" }, { "project_id": "nirholas/XActions", "repo": "nirholas/XActions", "name": "XActions", "github_url": "https://github.com/nirholas/XActions", "homepage_url": "https://xactions.app/features", "language": "HTML", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-agent", "automation", "claude", "gpt", "mass-unfollow", "mcp", "mcp-server", "model-context-protocol", "nodejs", "open-source", "puppeteer", "twitter", "twitter-automation", "twitter-bot", "twitter-scraper", "unfollow-tool", "x", "xactions" ], "description": "⚡ The Complete X/Twitter Automation Toolkit — Scrapers, MCP server for AI agents (Claude/GPT), CLI, browser scripts. No API fees. Open source. Unfollow people who don't follow back. Monitor real-time analytics. Auto follow, like, comment, scrape, without API. Follow Bot. Like bot. Grow your account automatically. ", "overview": "Use nirholas/XActions when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with browser_automation, mcp overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "related": [], "dependencies": [ "MCP", "Cloudflare Workers", "Browser automation", "LLM provider" ], "deployments": [ "docker", "cloudflare", "serverless", "vercel", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Found wrangler.toml.", "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml.", "Runtime blocker: python." ] } }, "quality_signals": { "stars": 533, "recent_commits": 100, "contributors": 8, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 18, "agent_score": 66, "score": 77, "agent_score_breakdown": { "documentation": 90, "maintenance": 33, "deployment": 100, "popularity": 55, "community": 53 }, "git_top_score": 77, "git_top_score_breakdown": { "community": 93, "maintenance": 42, "documentation": 84, "stability": 70, "adoption": 80, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T04:52:58.221Z", "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 nirholas/XActions when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "purpose": "Use nirholas/XActions when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "cloudflare", "serverless", "vercel", "library_only", "local" ], "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with browser_automation, mcp overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Found wrangler.toml.", "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml.", "Runtime blocker: python." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T04:52:58.221Z", "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", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-18T04:52:58.221Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-18T04:52:58.221Z" }, { "project_id": "supermemoryai/smfs", "repo": "supermemoryai/smfs", "name": "smfs", "github_url": "https://github.com/supermemoryai/smfs", "homepage_url": "https://smfs.ai", "language": "Rust", "license": "MIT", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "ai-agents", "ai-memory", "filesystem", "memory", "rag" ], "description": "A filesystem designed for agents, with SOTA retrieval, automatic memory profiles, sync engine. Drop any file type (pdf, images, videos), and grep through them.", "overview": "Use supermemoryai/smfs when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "cyberlife-coder/VelesDB", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "winstonkoh87/Athena-Public", "reason": "Same rag framework intent with agent_memory, rag overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "Vector database", "LLM provider" ], "deployments": [ "docker", "cloudflare", "serverless", "vercel", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: filesystem." ] } }, "quality_signals": { "stars": 480, "recent_commits": 0, "contributors": 7, "issue_response_time_hours": null, "release_frequency_180d": 9 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 17, "agent_score": 64, "score": 77, "agent_score_breakdown": { "documentation": 90, "maintenance": 27, "deployment": 100, "popularity": 54, "community": 52 }, "git_top_score": 77, "git_top_score_breakdown": { "community": 90, "maintenance": 30, "documentation": 92, "stability": 85, "adoption": 75, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T21:00:34.271Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use supermemoryai/smfs when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "purpose": "Use supermemoryai/smfs when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "documents", "queries", "embedding store" ], "outputs": [ "retrieval results", "grounded answers", "indexes" ], "good_for": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval", "retrieval augmented generation", "document search", "knowledge grounding" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "simple prompt apps", "tasks without external knowledge" ], "deployment": [ "docker", "cloudflare", "serverless", "vercel", "local" ], "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "cyberlife-coder/VelesDB", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "winstonkoh87/Athena-Public", "reason": "Same rag framework intent with agent_memory, rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: filesystem." ] } }, "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": "2026-09-19T21:00:34.271Z", "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": "2026-09-19T21:00:34.271Z" }, "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": "2026-09-19T21:00:34.271Z" }, { "project_id": "Devansh-365/freellm", "repo": "Devansh-365/freellm", "name": "freellm", "github_url": "https://github.com/Devansh-365/freellm", "homepage_url": "https://freellms.vercel.app", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "llm_gateway" ], "tags": [ "api-gateway", "cerebras", "circuit-breaker", "free-api", "gemini", "groq", "llm", "llm-gateway", "mistral", "nvidia", "ollama", "openai-api", "openai-compatible", "rate-limiting" ], "description": " OpenAI-compatible gateway aggregating 8 free LLM providers with automatic failover, circuit breakers, and smart routing. 32+ models, zero cost.", "overview": "Use Devansh-365/freellm when the user needs a llm gateway project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "off-grid-ai/OGAD", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "frieser/antigravity-proxy", "reason": "Same llm gateway intent with llm_gateway overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "LLM provider" ], "deployments": [ "docker", "cloudflare", "serverless", "vercel", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "route LLM requests", "standardize model provider access", "add gateway-level controls" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"gateway\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signals": { "stars": 62, "recent_commits": 0, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 7 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 13, "agent_score": 59, "score": 68, "agent_score_breakdown": { "documentation": 90, "maintenance": 21, "deployment": 100, "popularity": 36, "community": 46 }, "git_top_score": 68, "git_top_score_breakdown": { "community": 63, "maintenance": 26, "documentation": 92, "stability": 85, "adoption": 50, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-16T03:30:52.080Z", "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 Devansh-365/freellm when the user needs a llm gateway project with docker, cloudflare, serverless deployment options.", "purpose": "Use Devansh-365/freellm when the user needs a llm gateway project with docker, cloudflare, serverless deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "model requests", "routing config", "provider credentials" ], "outputs": [ "proxied completions", "routed responses", "usage metrics" ], "good_for": [ "route LLM requests", "standardize model provider access", "add gateway-level controls", "model routing", "provider abstraction", "LLM proxying" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "local-only inference", "non-LLM services" ], "deployment": [ "docker", "cloudflare", "serverless", "vercel", "library_only", "local" ], "alternatives": [ { "repo": "off-grid-ai/OGAD", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "frieser/antigravity-proxy", "reason": "Same llm gateway intent with llm_gateway overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"gateway\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-16T03:30:52.080Z", "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": "2026-09-16T03:30:52.080Z" }, "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": "2026-09-16T03:30:52.080Z" }, { "project_id": "lobehub/lobehub-gateway", "repo": "lobehub/lobehub-gateway", "name": "lobehub-gateway", "github_url": "https://github.com/lobehub/lobehub-gateway", "homepage_url": null, "language": "Go", "license": null, "project_kind": "project", "category": [ "rag_framework" ], "tags": [], "description": "Use lobehub/lobehub-gateway when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "overview": "Use lobehub/lobehub-gateway when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "infiniflow/ragflow", "reason": "Same rag framework intent with rag overlap." }, { "repo": "QuantumNous/new-api", "reason": "Same rag framework intent with rag, llm_gateway overlap." }, { "repo": "bytedance/deer-flow", "reason": "Same rag framework intent with rag, llm_gateway overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "Vector database" ], "deployments": [ "docker", "cloudflare", "serverless", "kubernetes", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"durable objects\" in repository content.", "Matched \"kubernetes\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers, durable objects.", "Runtime blocker: postgres." ] } }, "quality_signals": { "stars": 24, "recent_commits": 0, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 7 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 13, "agent_score": 57, "score": 69, "agent_score_breakdown": { "documentation": 90, "maintenance": 21, "deployment": 100, "popularity": 28, "community": 47 }, "git_top_score": 69, "git_top_score_breakdown": { "community": 62, "maintenance": 26, "documentation": 92, "stability": 100, "adoption": 44, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T22:30:38.213Z", "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": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.summary_for_agent" ] }, "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": 1, "inferred": 2, "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 lobehub/lobehub-gateway when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "purpose": "Use lobehub/lobehub-gateway when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "documents", "queries", "embedding store" ], "outputs": [ "retrieval results", "grounded answers", "indexes" ], "good_for": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval", "retrieval augmented generation", "document search", "knowledge grounding" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "simple prompt apps", "tasks without external knowledge" ], "deployment": [ "docker", "cloudflare", "serverless", "kubernetes", "local" ], "alternatives": [ { "repo": "infiniflow/ragflow", "reason": "Same rag framework intent with rag overlap." }, { "repo": "QuantumNous/new-api", "reason": "Same rag framework intent with rag, llm_gateway overlap." }, { "repo": "bytedance/deer-flow", "reason": "Same rag framework intent with rag, llm_gateway overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"durable objects\" in repository content.", "Matched \"kubernetes\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers, durable objects.", "Runtime blocker: postgres." ] } }, "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": "2026-09-19T22:30:38.213Z", "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": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.summary_for_agent" ] }, "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": 1, "inferred": 2, "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", "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": "2026-09-19T22:30:38.213Z" }, "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": "2026-09-19T22:30:38.213Z" }, { "project_id": "qdrant/qdrant-js", "repo": "qdrant/qdrant-js", "name": "qdrant-js", "github_url": "https://github.com/qdrant/qdrant-js", "homepage_url": "https://qdrant.tech", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "vector_database" ], "tags": [ "javascript", "sdk", "sdk-typescript", "typescript", "vector-database" ], "description": "JavaScript/Typescript SDK for Qdrant Vector Database", "overview": "Use qdrant/qdrant-js when the user needs a vector database project with docker, cloudflare, serverless deployment options. It is marked Cloudflare-ready.", "alternatives": [ { "repo": "milvus-io/milvus", "reason": "Same vector database intent with rag overlap." }, { "repo": "qdrant/qdrant", "reason": "Same vector database intent with rag overlap." }, { "repo": "weaviate/weaviate", "reason": "Same vector database intent with rag overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers" ], "deployments": [ "docker", "cloudflare", "serverless", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": true, "use_cases": [ "store embeddings", "power semantic search", "serve retrieval workloads" ], "not_good_for": [ "users expecting a complete hosted product", "simple prompt-only prototypes" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"vector database\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" 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": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: none detected." ] } }, "quality_signals": { "stars": 464, "recent_commits": 0, "contributors": 16, "issue_response_time_hours": null, "release_frequency_180d": 2 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 10, "agent_score": 65, "score": 76, "agent_score_breakdown": { "documentation": 90, "maintenance": 24, "deployment": 100, "popularity": 53, "community": 61 }, "git_top_score": 76, "git_top_score_breakdown": { "community": 100, "maintenance": 20, "documentation": 92, "stability": 86, "adoption": 75, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T15:00:49.892Z", "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 qdrant/qdrant-js when the user needs a vector database project with docker, cloudflare, serverless deployment options.", "purpose": "Use qdrant/qdrant-js when the user needs a vector database project with docker, cloudflare, serverless deployment options. It is marked Cloudflare-ready.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "embeddings", "records", "similarity queries" ], "outputs": [ "nearest neighbors", "vector search results", "filtered matches" ], "good_for": [ "store embeddings", "power semantic search", "serve retrieval workloads", "embedding search", "semantic retrieval", "similarity indexing" ], "not_good_for": [ "users expecting a complete hosted product", "simple prompt-only prototypes", "plain key-value storage", "prompt-only apps" ], "deployment": [ "docker", "cloudflare", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "milvus-io/milvus", "reason": "Same vector database intent with rag overlap." }, { "repo": "qdrant/qdrant", "reason": "Same vector database intent with rag overlap." }, { "repo": "weaviate/weaviate", "reason": "Same vector database intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"vector database\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" 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": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: none detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T15:00:49.892Z", "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", "simple prompt-only prototypes", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-19T15:00:49.892Z" }, "caveats": [ "users expecting a complete hosted product", "simple prompt-only prototypes", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-19T15:00:49.892Z" }, { "project_id": "Shaivpidadi/FreeRideV3", "repo": "Shaivpidadi/FreeRideV3", "name": "FreeRideV3", "github_url": "https://github.com/Shaivpidadi/FreeRideV3", "homepage_url": "https://free-ride.xyz", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "llm_gateway" ], "tags": [ "ai-gateway", "claude", "claude-code", "cli", "cloudflare-workers-ai", "failover", "free-tier", "groq", "hermes", "huggingface", "llm", "nvidia-nim", "openai", "openai-compatible", "openclaw", "openrouter", "python" ], "description": "One free AI endpoint, every free tier behind it. Local OpenAI-compatible gateway routing across OpenRouter, Groq, NVIDIA NIM, Cloudflare Workers AI, and HuggingFace with automatic failover.", "overview": "Use Shaivpidadi/FreeRideV3 when the user needs a llm gateway project with cloudflare, serverless, vercel deployment options.", "alternatives": [ { "repo": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "Devansh-365/freellm", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "andreimerfu/pllm", "reason": "Same llm gateway intent with llm_gateway overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "LLM provider" ], "deployments": [ "cloudflare", "serverless", "vercel", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "route LLM requests", "standardize model provider access", "add gateway-level controls" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"gateway\" in metadata.", "Matched \"router\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signals": { "stars": 46, "recent_commits": 39, "contributors": 1, "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": 9, "agent_score": 56, "score": 66, "agent_score_breakdown": { "documentation": 90, "maintenance": 21, "deployment": 90, "popularity": 33, "community": 46 }, "git_top_score": 66, "git_top_score_breakdown": { "community": 62, "maintenance": 34, "documentation": 92, "stability": 70, "adoption": 44, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-16T09:30:55.949Z", "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 Shaivpidadi/FreeRideV3 when the user needs a llm gateway project with cloudflare, serverless, vercel deployment options.", "purpose": "Use Shaivpidadi/FreeRideV3 when the user needs a llm gateway project with cloudflare, serverless, vercel deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "model requests", "routing config", "provider credentials" ], "outputs": [ "proxied completions", "routed responses", "usage metrics" ], "good_for": [ "route LLM requests", "standardize model provider access", "add gateway-level controls", "model routing", "provider abstraction", "LLM proxying" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "local-only inference", "non-LLM services" ], "deployment": [ "cloudflare", "serverless", "vercel", "local" ], "alternatives": [ { "repo": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "Devansh-365/freellm", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "andreimerfu/pllm", "reason": "Same llm gateway intent with llm_gateway overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"gateway\" in metadata.", "Matched \"router\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-16T09:30:55.949Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-16T09:30:55.949Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-16T09:30:55.949Z" }, { "project_id": "stackblitz/bolt.new", "repo": "stackblitz/bolt.new", "name": "bolt.new", "github_url": "https://github.com/stackblitz/bolt.new", "homepage_url": "https://bolt.new", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "prompt_tooling" ], "tags": [ "ai-playground", "anthropic", "chatbot", "webcontainers-api" ], "description": "Prompt, run, edit, and deploy full-stack web applications. -- bolt.new -- Help Center: https://support.bolt.new/ -- Community Support: https://discord.com/invite/stackblitz", "overview": "Use stackblitz/bolt.new when the user needs a prompt tooling project with cloudflare, serverless, local deployment options.", "alternatives": [ { "repo": "ENTERPILOT/GoModel", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "openai/openai-guardrails-js", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "BoundaryML/baml", "reason": "Same prompt tooling intent with workflow overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers" ], "deployments": [ "cloudflare", "serverless", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "manage prompts", "version prompt workflows", "improve prompt iteration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"prompt\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found wrangler.toml.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml.", "Runtime blocker: filesystem." ] } }, "quality_signals": { "stars": 16557, "recent_commits": 0, "contributors": 16, "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": 8, "agent_score": 63, "score": 71, "agent_score_breakdown": { "documentation": 90, "maintenance": 10, "deployment": 80, "popularity": 84, "community": 61 }, "git_top_score": 71, "git_top_score_breakdown": { "community": 100, "maintenance": 7, "documentation": 92, "stability": 45, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T13:00:36.911Z", "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 stackblitz/bolt.new when the user needs a prompt tooling project with cloudflare, serverless, local deployment options.", "purpose": "Use stackblitz/bolt.new when the user needs a prompt tooling project with cloudflare, serverless, local deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "prompt templates", "schemas", "constraints" ], "outputs": [ "structured prompts", "validated generations", "prompt tooling artifacts" ], "good_for": [ "manage prompts", "version prompt workflows", "improve prompt iteration", "structured output", "prompt engineering", "format enforcement" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "raw inference serving", "database workloads" ], "deployment": [ "cloudflare", "serverless", "local" ], "alternatives": [ { "repo": "ENTERPILOT/GoModel", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "openai/openai-guardrails-js", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "BoundaryML/baml", "reason": "Same prompt tooling intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"prompt\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found wrangler.toml.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml.", "Runtime blocker: filesystem." ] } }, "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": "2026-09-19T13:00:36.911Z", "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": "2026-09-19T13:00:36.911Z" }, "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": "2026-09-19T13:00:36.911Z" }, { "project_id": "amikos-tech/chroma-go", "repo": "amikos-tech/chroma-go", "name": "chroma-go", "github_url": "https://github.com/amikos-tech/chroma-go", "homepage_url": "https://go-client.chromadb.dev", "language": "Go", "license": "MIT", "project_kind": "project", "category": [ "vector_database" ], "tags": [ "chromadb", "client", "embeddings", "vector-database" ], "description": "The Go client for Chroma vector database", "overview": "Use amikos-tech/chroma-go when the user needs a vector database project with docker, cloudflare, serverless deployment options. It is marked Cloudflare-ready.", "alternatives": [ { "repo": "milvus-io/milvus", "reason": "Same vector database intent with rag overlap." }, { "repo": "weaviate/weaviate", "reason": "Same vector database intent with rag overlap." }, { "repo": "philippgille/chromem-go", "reason": "Same vector database intent with rag overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers" ], "deployments": [ "docker", "cloudflare", "serverless", "kubernetes", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": true, "use_cases": [ "store embeddings", "power semantic search", "serve retrieval workloads" ], "not_good_for": [ "users expecting a complete hosted product", "simple prompt-only prototypes" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"vector database\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: none detected." ] } }, "quality_signals": { "stars": 208, "recent_commits": 0, "contributors": 9, "issue_response_time_hours": null, "release_frequency_180d": 1 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 7, "agent_score": 59, "score": 70, "agent_score_breakdown": { "documentation": 90, "maintenance": 10, "deployment": 100, "popularity": 46, "community": 54 }, "git_top_score": 70, "git_top_score_breakdown": { "community": 92, "maintenance": 9, "documentation": 92, "stability": 78, "adoption": 66, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T21:30:38.860Z", "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 amikos-tech/chroma-go when the user needs a vector database project with docker, cloudflare, serverless deployment options.", "purpose": "Use amikos-tech/chroma-go when the user needs a vector database project with docker, cloudflare, serverless deployment options. It is marked Cloudflare-ready.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "embeddings", "records", "similarity queries" ], "outputs": [ "nearest neighbors", "vector search results", "filtered matches" ], "good_for": [ "store embeddings", "power semantic search", "serve retrieval workloads", "embedding search", "semantic retrieval", "similarity indexing" ], "not_good_for": [ "users expecting a complete hosted product", "simple prompt-only prototypes", "plain key-value storage", "prompt-only apps" ], "deployment": [ "docker", "cloudflare", "serverless", "kubernetes", "library_only", "local" ], "alternatives": [ { "repo": "milvus-io/milvus", "reason": "Same vector database intent with rag overlap." }, { "repo": "weaviate/weaviate", "reason": "Same vector database intent with rag overlap." }, { "repo": "philippgille/chromem-go", "reason": "Same vector database intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"vector database\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: none detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T21:30:38.860Z", "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", "simple prompt-only prototypes", "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": "2026-09-18T21:30:38.860Z" }, "caveats": [ "users expecting a complete hosted product", "simple prompt-only prototypes", "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": "2026-09-18T21:30:38.860Z" } ], "knowledge": [ { "project": { "id": "ComposioHQ/composio", "owner": "ComposioHQ", "name": "composio", "full_name": "ComposioHQ/composio", "github_url": "https://github.com/ComposioHQ/composio", "homepage_url": "https://docs.composio.dev", "description": "Composio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.", "language": "TypeScript", "topics": [ "agentic-ai", "agents", "ai", "ai-agents", "aiagents", "developer-tools", "function-calling", "gpt-4", "javascript", "js", "llm", "llmops", "mcp", "python", "remote-mcp-server", "sse", "typescript" ], "license": "MIT", "stars": 30235, "forks": 4806, "open_issues": 83, "default_branch": "next", "created_at": "2024-02-23T13:58:27Z", "updated_at": "2026-09-18T21:12:27Z", "pushed_at": "2026-09-18T20:05:47Z", "synced_at": "2026-09-18T22:00:42.460Z" }, "agent_card": { "project_id": "ComposioHQ/composio", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "cloudflare", "serverless", "vercel", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "apify/apify-mcp-server", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "schema_version": "v1", "generated_at": "2026-09-18T22:00:42.460Z" }, "metrics": { "project_id": "ComposioHQ/composio", "stars_30d_delta": 508, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 58, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "calculated_at": "2026-09-18T22:00:42.460Z" } }, { "project": { "id": "langchain-ai/langchainjs", "owner": "langchain-ai", "name": "langchainjs", "full_name": "langchain-ai/langchainjs", "github_url": "https://github.com/langchain-ai/langchainjs", "homepage_url": "https://docs.langchain.com/langchain/", "description": "The agent engineering platform", "language": "TypeScript", "topics": [], "license": "MIT", "stars": 18207, "forks": 3377, "open_issues": 565, "default_branch": "main", "created_at": "2023-02-06T22:50:27Z", "updated_at": "2026-09-18T13:25:03Z", "pushed_at": "2026-09-18T02:00:48Z", "synced_at": "2026-09-18T13:30:32.775Z" }, "agent_card": { "project_id": "langchain-ai/langchainjs", "project_kind": "project", "category": "agent_framework", "difficulty": "beginner", "deployment": [ "cloudflare", "serverless", "vercel", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "build agents with langchainjs", "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": "supermemoryai/supermemory", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "cloudflare/agents", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use langchain-ai/langchainjs when the user needs an agent framework project with cloudflare, serverless, vercel deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "schema_version": "v1", "generated_at": "2026-09-18T13:30:32.775Z" }, "metrics": { "project_id": "langchain-ai/langchainjs", "stars_30d_delta": 97, "commits_30d": 67, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 43, "maintenance_score": 71, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-09-18T13:30:32.775Z" } }, { "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": 5594, "forks": 720, "open_issues": 197, "default_branch": "main", "created_at": "2025-01-29T23:14:04Z", "updated_at": "2026-09-18T14:52:06Z", "pushed_at": "2026-09-18T14:14:45Z", "synced_at": "2026-09-18T15:01:06.290Z" }, "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": "2026-09-18T15:01:06.290Z" }, "metrics": { "project_id": "cloudflare/agents", "stars_30d_delta": 136, "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": "2026-09-18T15:01:06.290Z" } }, { "project": { "id": "songquanpeng/one-api", "owner": "songquanpeng", "name": "one-api", "full_name": "songquanpeng/one-api", "github_url": "https://github.com/songquanpeng/one-api", "homepage_url": "https://oneapi.justsong.cn/", "description": "LLM API 管理 & 分发系统，支持 OpenAI、Azure、Anthropic Claude、Google Gemini、DeepSeek、字节豆包、ChatGLM、文心一言、讯飞星火、通义千问、360 智脑、腾讯混元等主流模型，统一 API 适配，可用于 key 管理与二次分发。单可执行文件，提供 Docker 镜像，一键部署，开箱即用。LLM API management & key redistribution system, unifying multiple providers under a single API. Single binary, Docker-ready, with an English UI.", "language": "JavaScript", "topics": [ "api", "api-gateway", "azure-openai-api", "chatgpt", "claude", "ernie-bot", "gemini", "gpt", "openai", "openai-api", "proxy" ], "license": "MIT", "stars": 36956, "forks": 6869, "open_issues": 1036, "default_branch": "main", "created_at": "2023-04-22T12:39:24Z", "updated_at": "2026-09-19T02:47:03Z", "pushed_at": "2026-01-09T03:26:43Z", "synced_at": "2026-09-19T05:00:37.515Z" }, "agent_card": { "project_id": "songquanpeng/one-api", "project_kind": "project", "category": "ai_app_template", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "project_id": "lobehub/lobehub", "reason": "Similar ai app template with docker/serverless deployment overlap." }, { "project_id": "TheArchitectit/agent-guardrails-template", "reason": "Similar ai app template with docker/local deployment overlap." } ], "summary_for_agent": "Use songquanpeng/one-api when the user needs an ai app template project with docker, cloudflare, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: postgres." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T05:00:37.515Z" }, "metrics": { "project_id": "songquanpeng/one-api", "stars_30d_delta": 478, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 253, "git_score": 32, "maintenance_score": 26, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-19T05:00:37.515Z" } }, { "project": { "id": "cloudflare/mcp-server-cloudflare", "owner": "cloudflare", "name": "mcp-server-cloudflare", "full_name": "cloudflare/mcp-server-cloudflare", "github_url": "https://github.com/cloudflare/mcp-server-cloudflare", "homepage_url": null, "description": null, "language": "TypeScript", "topics": [], "license": "Apache-2.0", "stars": 4209, "forks": 517, "open_issues": 75, "default_branch": "main", "created_at": "2024-11-27T22:07:30Z", "updated_at": "2026-09-18T15:51:52Z", "pushed_at": "2026-09-01T14:26:32Z", "synced_at": "2026-09-18T16:01:04.873Z" }, "agent_card": { "project_id": "cloudflare/mcp-server-cloudflare", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "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" ], "alternatives": [ { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "SigNoz/signoz", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use cloudflare/mcp-server-cloudflare when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"durable objects\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers, durable objects.", "Runtime blocker: gpu." ] } }, "schema_version": "v1", "generated_at": "2026-09-18T16:01:04.873Z" }, "metrics": { "project_id": "cloudflare/mcp-server-cloudflare", "stars_30d_delta": 128, "commits_30d": 2, "releases_180d": 100, "contributors_90d": 41, "issue_first_response_median_hours": null, "recent_push_days": 17, "git_score": 30, "maintenance_score": 45, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "calculated_at": "2026-09-18T16:01:04.873Z" } }, { "project": { "id": "zendev-sh/goai", "owner": "zendev-sh", "name": "goai", "full_name": "zendev-sh/goai", "github_url": "https://github.com/zendev-sh/goai", "homepage_url": "https://goai.sh/", "description": "Go AI SDK, the Go way. One unified API across 21+ providers. Streaming, structured output, MCP support, stdlib only. Go AI SDK for AI applications inspired by Vercel AI SDK.", "language": "Go", "topics": [ "ai", "ai-agents", "ai-sdk", "ai-tools", "anthropic", "azure-op", "bedro", "cerebra", "gemini", "go-ai-sdk", "goai", "llm", "minimax", "openai", "openrouter", "sdk-go", "vercel", "vertex-ai", "zenflow" ], "license": "MIT", "stars": 205, "forks": 28, "open_issues": 1, "default_branch": "main", "created_at": "2026-03-17T21:57:16Z", "updated_at": "2026-09-16T01:02:33Z", "pushed_at": "2026-09-16T00:24:10Z", "synced_at": "2026-09-18T14:30:44.070Z" }, "agent_card": { "project_id": "zendev-sh/goai", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "cloudflare", "serverless", "vercel", "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" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "ComposioHQ/composio", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use zendev-sh/goai when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python, filesystem." ] } }, "schema_version": "v1", "generated_at": "2026-09-18T14:30:44.070Z" }, "metrics": { "project_id": "zendev-sh/goai", "stars_30d_delta": 24, "commits_30d": 55, "releases_180d": 56, "contributors_90d": 14, "issue_first_response_median_hours": null, "recent_push_days": 2, "git_score": 28, "maintenance_score": 52, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-18T14:30:44.070Z" } }, { "project": { "id": "Portkey-AI/gateway", "owner": "Portkey-AI", "name": "gateway", "full_name": "Portkey-AI/gateway", "github_url": "https://github.com/Portkey-AI/gateway", "homepage_url": "https://portkey.ai/features/ai-gateway", "description": "A blazing fast AI Gateway with integrated guardrails. Route to 1,600+ LLMs, 50+ AI Guardrails with 1 fast & friendly API.", "language": "TypeScript", "topics": [ "ai-gateway", "gateway", "generative-ai", "hacktoberfest", "langchain", "llm", "llm-gateway", "llmops", "llms", "mcp", "mcp-client", "mcp-gateway", "mcp-servers", "model-router", "openai" ], "license": "MIT", "stars": 13034, "forks": 1305, "open_issues": 269, "default_branch": "main", "created_at": "2023-08-23T11:52:47Z", "updated_at": "2026-09-18T23:12:03Z", "pushed_at": "2026-05-25T13:54:51Z", "synced_at": "2026-09-19T05:00:34.941Z" }, "agent_card": { "project_id": "Portkey-AI/gateway", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "vercel", "kubernetes", "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, llm_gateway overlap." }, { "project_id": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use Portkey-AI/gateway when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Found wrangler.toml.", "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml.", "Runtime blocker: python." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T05:00:34.941Z" }, "metrics": { "project_id": "Portkey-AI/gateway", "stars_30d_delta": 272, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 116, "git_score": 26, "maintenance_score": 26, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-19T05:00:34.941Z" } }, { "project": { "id": "oceanbase/seekdb", "owner": "oceanbase", "name": "seekdb", "full_name": "oceanbase/seekdb", "github_url": "https://github.com/oceanbase/seekdb", "homepage_url": "https://seekdb.ai", "description": "The AI-Native Search Database. Best for agent storage, it unifies vector, text, structured, and semi-structured data into a single engine. This all-in-one database makes agents smarter, easier to run, and more stable.", "language": "C++", "topics": [ "ai-agents", "copy-on-write", "embedded-database", "full-text-search", "hnsw", "hybrid-search", "langchain", "llamaindex", "mysql", "oceanbase", "python", "rag", "sql", "vector-databases" ], "license": "Apache-2.0", "stars": 2940, "forks": 339, "open_issues": 426, "default_branch": "master", "created_at": "2025-10-21T11:31:11Z", "updated_at": "2026-09-18T07:56:45Z", "pushed_at": "2026-09-18T08:12:37Z", "synced_at": "2026-09-18T11:00:40.924Z" }, "agent_card": { "project_id": "oceanbase/seekdb", "project_kind": "project", "category": "rag_framework", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "bytedance/deer-flow", "reason": "Same rag framework intent with rag overlap." } ], "summary_for_agent": "Use oceanbase/seekdb when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" 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": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "schema_version": "v1", "generated_at": "2026-09-18T11:00:40.924Z" }, "metrics": { "project_id": "oceanbase/seekdb", "stars_30d_delta": 68, "commits_30d": 84, "releases_180d": 3, "contributors_90d": 35, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 25, "maintenance_score": 44, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-18T11:00:40.924Z" } }, { "project": { "id": "cloudflare/puppeteer", "owner": "cloudflare", "name": "puppeteer", "full_name": "cloudflare/puppeteer", "github_url": "https://github.com/cloudflare/puppeteer", "homepage_url": "https://developers.cloudflare.com/", "description": "Puppeteer Core fork that works with Cloudflare Browser Workers", "language": "TypeScript", "topics": [ "cloudflare", "workers" ], "license": "Apache-2.0", "stars": 371, "forks": 56, "open_issues": 29, "default_branch": "main", "created_at": "2023-04-21T20:08:59Z", "updated_at": "2026-09-17T11:57:41Z", "pushed_at": "2026-09-12T22:53:55Z", "synced_at": "2026-09-19T19:30:45.080Z" }, "agent_card": { "project_id": "cloudflare/puppeteer", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "library_only", "local" ], "cloudflare_ready": true, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "microsoft/playwright", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "project_id": "lightpanda-io/browser", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "project_id": "puppeteer/puppeteer", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use cloudflare/puppeteer when the user needs a workflow automation project with docker, cloudflare, serverless deployment options. It is marked Cloudflare-ready.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"workflow\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: none detected." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T19:30:45.080Z" }, "metrics": { "project_id": "cloudflare/puppeteer", "stars_30d_delta": 2, "commits_30d": 0, "releases_180d": 5, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 6, "git_score": 25, "maintenance_score": 44, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-19T19:30:45.080Z" } }, { "project": { "id": "cloudflare/templates", "owner": "cloudflare", "name": "templates", "full_name": "cloudflare/templates", "github_url": "https://github.com/cloudflare/templates", "homepage_url": "https://workers.cloudflare.com", "description": "Templates for Cloudflare Workers", "language": "TypeScript", "topics": [], "license": "MIT", "stars": 2118, "forks": 1034, "open_issues": 197, "default_branch": "main", "created_at": "2017-12-19T16:38:32Z", "updated_at": "2026-09-19T16:43:44Z", "pushed_at": "2026-09-08T18:44:16Z", "synced_at": "2026-09-19T17:30:37.985Z" }, "agent_card": { "project_id": "cloudflare/templates", "project_kind": "collection", "collection_metadata": { "scope": "starter_collection", "curated": true, "estimated_items": 10, "freshness": "active" }, "category": "ai_app_template", "difficulty": "beginner", "deployment": [ "cloudflare", "serverless", "local" ], "cloudflare_ready": true, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library" ], "alternatives": [ { "project_id": "cloudflare/vibesdk-templates", "reason": "Similar ai app template with cloudflare/serverless deployment overlap." }, { "project_id": "lobehub/lobe-chat-plugins", "reason": "Similar ai app template with serverless/local deployment overlap." }, { "project_id": "lobehub/lobehub", "reason": "Similar ai app template with serverless/local deployment overlap." } ], "summary_for_agent": "Use cloudflare/templates when the user needs a curated ai app template resource collection with cloudflare, serverless, local usage paths. It is marked Cloudflare-ready.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: none detected." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T17:30:37.985Z" }, "metrics": { "project_id": "cloudflare/templates", "stars_30d_delta": 43, "commits_30d": 10, "releases_180d": 2, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 10, "git_score": 24, "maintenance_score": 38, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-19T17:30:37.985Z" } }, { "project": { "id": "lianluo-esign/ferrogate", "owner": "lianluo-esign", "name": "ferrogate", "full_name": "lianluo-esign/ferrogate", "github_url": "https://github.com/lianluo-esign/ferrogate", "homepage_url": "https://token4ai.cloud", "description": "Open-source AI gateway on Cloudflare Workers, in TypeScript: OpenAI/Anthropic-compatible chat with SSE streaming, Files + Batch APIs, provider routing with circuit breaking and failover, virtual API keys, per-tenant Durable Object storage, quotas/wallets/budgets, guardrails, response cache, MCP server, durable metering, contract-driven Admin API.", "language": "TypeScript", "topics": [ "agentic-gateway", "ai", "ai-agent", "ai-gateway", "ai-tools", "aigateway", "api-gateway", "cloudflare-workers", "durable-objects", "hono", "infrastructure", "mcp-gateway", "reverse-proxy", "serverless", "typescript" ], "license": "NOASSERTION", "stars": 23, "forks": 2, "open_issues": 0, "default_branch": "main", "created_at": "2026-05-01T13:17:28Z", "updated_at": "2026-09-12T00:28:35Z", "pushed_at": "2026-09-05T03:16:22Z", "synced_at": "2026-09-15T18:00:55.031Z" }, "agent_card": { "project_id": "lianluo-esign/ferrogate", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "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" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "project_id": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use lianluo-esign/ferrogate when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"durable objects\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml, cloudflare workers, durable objects.", "Runtime blocker: python." ] } }, "schema_version": "v1", "generated_at": "2026-09-15T18:00:55.031Z" }, "metrics": { "project_id": "lianluo-esign/ferrogate", "stars_30d_delta": 2, "commits_30d": 40, "releases_180d": 39, "contributors_90d": 2, "issue_first_response_median_hours": null, "recent_push_days": 10, "git_score": 23, "maintenance_score": 44, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-15T18:00:55.031Z" } }, { "project": { "id": "Helicone/helicone", "owner": "Helicone", "name": "helicone", "full_name": "Helicone/helicone", "github_url": "https://github.com/Helicone/helicone", "homepage_url": "https://www.helicone.ai", "description": "🧊 Open source LLM observability platform. One line of code to monitor, evaluate, and experiment. YC W23 🍓", "language": "TypeScript", "topics": [ "agent-monitoring", "analytics", "evaluation", "gpt", "langchain", "large-language-models", "llama-index", "llm", "llm-cost", "llm-evaluation", "llm-observability", "llmops", "monitoring", "open-source", "openai", "playground", "prompt-engineering", "prompt-management", "ycombinator" ], "license": "Apache-2.0", "stars": 6164, "forks": 669, "open_issues": 155, "default_branch": "main", "created_at": "2023-01-31T22:34:44Z", "updated_at": "2026-09-18T20:31:54Z", "pushed_at": "2026-09-16T19:29:27Z", "synced_at": "2026-09-19T09:00:34.122Z" }, "agent_card": { "project_id": "Helicone/helicone", "project_kind": "project", "category": "llm_eval", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "vercel", "kubernetes", "local" ], "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" ], "alternatives": [ { "project_id": "langfuse/langfuse", "reason": "Same llm eval intent with observability overlap." }, { "project_id": "langwatch/langwatch", "reason": "Same llm eval intent with observability overlap." }, { "project_id": "comet-ml/opik", "reason": "Same llm eval intent with observability overlap." } ], "summary_for_agent": "Use Helicone/helicone when the user needs a llm eval project with docker, cloudflare, serverless deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T09:00:34.122Z" }, "metrics": { "project_id": "Helicone/helicone", "stars_30d_delta": 79, "commits_30d": 9, "releases_180d": 0, "contributors_90d": 97, "issue_first_response_median_hours": null, "recent_push_days": 2, "git_score": 22, "maintenance_score": 37, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-19T09:00:34.122Z" } }, { "project": { "id": "nirholas/XActions", "owner": "nirholas", "name": "XActions", "full_name": "nirholas/XActions", "github_url": "https://github.com/nirholas/XActions", "homepage_url": "https://xactions.app/features", "description": "⚡ The Complete X/Twitter Automation Toolkit — Scrapers, MCP server for AI agents (Claude/GPT), CLI, browser scripts. No API fees. Open source. Unfollow people who don't follow back. Monitor real-time analytics. Auto follow, like, comment, scrape, without API. Follow Bot. Like bot. Grow your account automatically. ", "language": "HTML", "topics": [ "ai-agent", "automation", "claude", "gpt", "mass-unfollow", "mcp", "mcp-server", "model-context-protocol", "nodejs", "open-source", "puppeteer", "twitter", "twitter-automation", "twitter-bot", "twitter-scraper", "unfollow-tool", "x", "xactions" ], "license": "Apache-2.0", "stars": 533, "forks": 100, "open_issues": 4, "default_branch": "main", "created_at": "2024-02-18T22:13:53Z", "updated_at": "2026-09-18T00:51:32Z", "pushed_at": "2026-09-17T22:21:53Z", "synced_at": "2026-09-18T04:52:58.221Z" }, "agent_card": { "project_id": "nirholas/XActions", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "vercel", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with browser_automation, mcp overlap." }, { "project_id": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "project_id": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "summary_for_agent": "Use nirholas/XActions when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Found wrangler.toml.", "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml.", "Runtime blocker: python." ] } }, "schema_version": "v1", "generated_at": "2026-09-18T04:52:58.221Z" }, "metrics": { "project_id": "nirholas/XActions", "stars_30d_delta": 79, "commits_30d": 100, "releases_180d": 0, "contributors_90d": 8, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 18, "maintenance_score": 33, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-18T04:52:58.221Z" } }, { "project": { "id": "supermemoryai/smfs", "owner": "supermemoryai", "name": "smfs", "full_name": "supermemoryai/smfs", "github_url": "https://github.com/supermemoryai/smfs", "homepage_url": "https://smfs.ai", "description": "A filesystem designed for agents, with SOTA retrieval, automatic memory profiles, sync engine. Drop any file type (pdf, images, videos), and grep through them.", "language": "Rust", "topics": [ "ai-agents", "ai-memory", "filesystem", "memory", "rag" ], "license": "MIT", "stars": 480, "forks": 36, "open_issues": 6, "default_branch": "main", "created_at": "2026-04-14T19:00:51Z", "updated_at": "2026-09-18T06:02:09Z", "pushed_at": "2026-08-18T14:15:28Z", "synced_at": "2026-09-19T21:00:34.271Z" }, "agent_card": { "project_id": "supermemoryai/smfs", "project_kind": "project", "category": "rag_framework", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "vercel", "local" ], "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "mem0ai/mem0", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "project_id": "cyberlife-coder/VelesDB", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "project_id": "winstonkoh87/Athena-Public", "reason": "Same rag framework intent with agent_memory, rag overlap." } ], "summary_for_agent": "Use supermemoryai/smfs when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: filesystem." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T21:00:34.271Z" }, "metrics": { "project_id": "supermemoryai/smfs", "stars_30d_delta": 6, "commits_30d": 0, "releases_180d": 9, "contributors_90d": 7, "issue_first_response_median_hours": null, "recent_push_days": 32, "git_score": 17, "maintenance_score": 27, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-19T21:00:34.271Z" } }, { "project": { "id": "Devansh-365/freellm", "owner": "Devansh-365", "name": "freellm", "full_name": "Devansh-365/freellm", "github_url": "https://github.com/Devansh-365/freellm", "homepage_url": "https://freellms.vercel.app", "description": " OpenAI-compatible gateway aggregating 8 free LLM providers with automatic failover, circuit breakers, and smart routing. 32+ models, zero cost.", "language": "TypeScript", "topics": [ "api-gateway", "cerebras", "circuit-breaker", "free-api", "gemini", "groq", "llm", "llm-gateway", "mistral", "nvidia", "ollama", "openai-api", "openai-compatible", "rate-limiting" ], "license": "MIT", "stars": 62, "forks": 11, "open_issues": 1, "default_branch": "main", "created_at": "2026-04-03T05:55:36Z", "updated_at": "2026-09-10T07:14:10Z", "pushed_at": "2026-05-29T10:57:59Z", "synced_at": "2026-09-16T03:30:52.080Z" }, "agent_card": { "project_id": "Devansh-365/freellm", "project_kind": "project", "category": "llm_gateway", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "vercel", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "route LLM requests", "standardize model provider access", "add gateway-level controls" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "off-grid-ai/OGAD", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "project_id": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "project_id": "frieser/antigravity-proxy", "reason": "Same llm gateway intent with llm_gateway overlap." } ], "summary_for_agent": "Use Devansh-365/freellm when the user needs a llm gateway project with docker, cloudflare, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"gateway\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "schema_version": "v1", "generated_at": "2026-09-16T03:30:52.080Z" }, "metrics": { "project_id": "Devansh-365/freellm", "stars_30d_delta": 9, "commits_30d": 0, "releases_180d": 7, "contributors_90d": 1, "issue_first_response_median_hours": null, "recent_push_days": 109, "git_score": 13, "maintenance_score": 21, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-16T03:30:52.080Z" } }, { "project": { "id": "lobehub/lobehub-gateway", "owner": "lobehub", "name": "lobehub-gateway", "full_name": "lobehub/lobehub-gateway", "github_url": "https://github.com/lobehub/lobehub-gateway", "homepage_url": null, "description": null, "language": "Go", "topics": [], "license": null, "stars": 24, "forks": 24, "open_issues": 1, "default_branch": "master", "created_at": "2026-05-14T15:17:38Z", "updated_at": "2026-09-09T07:49:15Z", "pushed_at": "2026-08-20T09:28:18Z", "synced_at": "2026-09-19T22:30:38.213Z" }, "agent_card": { "project_id": "lobehub/lobehub-gateway", "project_kind": "project", "category": "rag_framework", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "kubernetes", "local" ], "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "infiniflow/ragflow", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "QuantumNous/new-api", "reason": "Same rag framework intent with rag, llm_gateway overlap." }, { "project_id": "bytedance/deer-flow", "reason": "Same rag framework intent with rag, llm_gateway overlap." } ], "summary_for_agent": "Use lobehub/lobehub-gateway when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"durable objects\" in repository content.", "Matched \"kubernetes\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers, durable objects.", "Runtime blocker: postgres." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T22:30:38.213Z" }, "metrics": { "project_id": "lobehub/lobehub-gateway", "stars_30d_delta": 4, "commits_30d": 0, "releases_180d": 7, "contributors_90d": 2, "issue_first_response_median_hours": null, "recent_push_days": 30, "git_score": 13, "maintenance_score": 21, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-19T22:30:38.213Z" } }, { "project": { "id": "qdrant/qdrant-js", "owner": "qdrant", "name": "qdrant-js", "full_name": "qdrant/qdrant-js", "github_url": "https://github.com/qdrant/qdrant-js", "homepage_url": "https://qdrant.tech", "description": "JavaScript/Typescript SDK for Qdrant Vector Database", "language": "TypeScript", "topics": [ "javascript", "sdk", "sdk-typescript", "typescript", "vector-database" ], "license": "Apache-2.0", "stars": 464, "forks": 46, "open_issues": 38, "default_branch": "master", "created_at": "2023-03-29T08:50:14Z", "updated_at": "2026-09-17T20:10:33Z", "pushed_at": "2026-09-17T15:08:54Z", "synced_at": "2026-09-19T15:00:49.892Z" }, "agent_card": { "project_id": "qdrant/qdrant-js", "project_kind": "project", "category": "vector_database", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "library_only", "local" ], "cloudflare_ready": true, "use_cases": [ "store embeddings", "power semantic search", "serve retrieval workloads" ], "not_good_for": [ "users expecting a complete hosted product", "simple prompt-only prototypes" ], "alternatives": [ { "project_id": "milvus-io/milvus", "reason": "Same vector database intent with rag overlap." }, { "project_id": "qdrant/qdrant", "reason": "Same vector database intent with rag overlap." }, { "project_id": "weaviate/weaviate", "reason": "Same vector database intent with rag overlap." } ], "summary_for_agent": "Use qdrant/qdrant-js when the user needs a vector database project with docker, cloudflare, serverless deployment options. It is marked Cloudflare-ready.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"vector database\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" 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": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: none detected." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T15:00:49.892Z" }, "metrics": { "project_id": "qdrant/qdrant-js", "stars_30d_delta": 4, "commits_30d": 0, "releases_180d": 2, "contributors_90d": 16, "issue_first_response_median_hours": null, "recent_push_days": 1, "git_score": 10, "maintenance_score": 24, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-19T15:00:49.892Z" } }, { "project": { "id": "Shaivpidadi/FreeRideV3", "owner": "Shaivpidadi", "name": "FreeRideV3", "full_name": "Shaivpidadi/FreeRideV3", "github_url": "https://github.com/Shaivpidadi/FreeRideV3", "homepage_url": "https://free-ride.xyz", "description": "One free AI endpoint, every free tier behind it. Local OpenAI-compatible gateway routing across OpenRouter, Groq, NVIDIA NIM, Cloudflare Workers AI, and HuggingFace with automatic failover.", "language": "Python", "topics": [ "ai-gateway", "claude", "claude-code", "cli", "cloudflare-workers-ai", "failover", "free-tier", "groq", "hermes", "huggingface", "llm", "nvidia-nim", "openai", "openai-compatible", "openclaw", "openrouter", "python" ], "license": "MIT", "stars": 46, "forks": 6, "open_issues": 0, "default_branch": "main", "created_at": "2026-05-06T20:46:59Z", "updated_at": "2026-09-14T13:55:50Z", "pushed_at": "2026-09-14T05:28:54Z", "synced_at": "2026-09-16T09:30:55.949Z" }, "agent_card": { "project_id": "Shaivpidadi/FreeRideV3", "project_kind": "project", "category": "llm_gateway", "difficulty": "beginner", "deployment": [ "cloudflare", "serverless", "vercel", "local" ], "cloudflare_ready": false, "use_cases": [ "route LLM requests", "standardize model provider access", "add gateway-level controls" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "project_id": "Devansh-365/freellm", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "project_id": "andreimerfu/pllm", "reason": "Same llm gateway intent with llm_gateway overlap." } ], "summary_for_agent": "Use Shaivpidadi/FreeRideV3 when the user needs a llm gateway project with cloudflare, serverless, vercel deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"gateway\" in metadata.", "Matched \"router\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "schema_version": "v1", "generated_at": "2026-09-16T09:30:55.949Z" }, "metrics": { "project_id": "Shaivpidadi/FreeRideV3", "stars_30d_delta": 9, "commits_30d": 39, "releases_180d": 0, "contributors_90d": 1, "issue_first_response_median_hours": null, "recent_push_days": 2, "git_score": 9, "maintenance_score": 21, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-16T09:30:55.949Z" } }, { "project": { "id": "stackblitz/bolt.new", "owner": "stackblitz", "name": "bolt.new", "full_name": "stackblitz/bolt.new", "github_url": "https://github.com/stackblitz/bolt.new", "homepage_url": "https://bolt.new", "description": "Prompt, run, edit, and deploy full-stack web applications. -- bolt.new -- Help Center: https://support.bolt.new/ -- Community Support: https://discord.com/invite/stackblitz", "language": "TypeScript", "topics": [ "ai-playground", "anthropic", "chatbot", "webcontainers-api" ], "license": "MIT", "stars": 16557, "forks": 14806, "open_issues": 8189, "default_branch": "main", "created_at": "2024-09-24T16:07:49Z", "updated_at": "2026-09-19T00:00:40Z", "pushed_at": "2024-12-17T06:29:27Z", "synced_at": "2026-09-19T13:00:36.911Z" }, "agent_card": { "project_id": "stackblitz/bolt.new", "project_kind": "project", "category": "prompt_tooling", "difficulty": "beginner", "deployment": [ "cloudflare", "serverless", "local" ], "cloudflare_ready": false, "use_cases": [ "manage prompts", "version prompt workflows", "improve prompt iteration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "ENTERPILOT/GoModel", "reason": "Same prompt tooling intent with workflow overlap." }, { "project_id": "openai/openai-guardrails-js", "reason": "Same prompt tooling intent with workflow overlap." }, { "project_id": "BoundaryML/baml", "reason": "Same prompt tooling intent with workflow overlap." } ], "summary_for_agent": "Use stackblitz/bolt.new when the user needs a prompt tooling project with cloudflare, serverless, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"prompt\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found wrangler.toml.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml.", "Runtime blocker: filesystem." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T13:00:36.911Z" }, "metrics": { "project_id": "stackblitz/bolt.new", "stars_30d_delta": 40, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 16, "issue_first_response_median_hours": null, "recent_push_days": 641, "git_score": 8, "maintenance_score": 10, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-19T13:00:36.911Z" } }, { "project": { "id": "amikos-tech/chroma-go", "owner": "amikos-tech", "name": "chroma-go", "full_name": "amikos-tech/chroma-go", "github_url": "https://github.com/amikos-tech/chroma-go", "homepage_url": "https://go-client.chromadb.dev", "description": "The Go client for Chroma vector database", "language": "Go", "topics": [ "chromadb", "client", "embeddings", "vector-database" ], "license": "MIT", "stars": 208, "forks": 35, "open_issues": 33, "default_branch": "main", "created_at": "2023-08-03T08:52:06Z", "updated_at": "2026-09-04T18:33:33Z", "pushed_at": "2026-08-19T03:53:29Z", "synced_at": "2026-09-18T21:30:38.860Z" }, "agent_card": { "project_id": "amikos-tech/chroma-go", "project_kind": "project", "category": "vector_database", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "kubernetes", "library_only", "local" ], "cloudflare_ready": true, "use_cases": [ "store embeddings", "power semantic search", "serve retrieval workloads" ], "not_good_for": [ "users expecting a complete hosted product", "simple prompt-only prototypes" ], "alternatives": [ { "project_id": "milvus-io/milvus", "reason": "Same vector database intent with rag overlap." }, { "project_id": "weaviate/weaviate", "reason": "Same vector database intent with rag overlap." }, { "project_id": "philippgille/chromem-go", "reason": "Same vector database intent with rag overlap." } ], "summary_for_agent": "Use amikos-tech/chroma-go when the user needs a vector database project with docker, cloudflare, serverless deployment options. It is marked Cloudflare-ready.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"vector database\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: none detected." ] } }, "schema_version": "v1", "generated_at": "2026-09-18T21:30:38.860Z" }, "metrics": { "project_id": "amikos-tech/chroma-go", "stars_30d_delta": 0, "commits_30d": 0, "releases_180d": 1, "contributors_90d": 9, "issue_first_response_median_hours": null, "recent_push_days": 30, "git_score": 7, "maintenance_score": 10, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-18T21:30:38.860Z" } } ], "search": { "applied_filters": { "deployment": "cloudflare" }, "known_filter_values": { "category": [ "agent_framework", "ai_app_template", "ai_observability", "browser_agent", "coding_agent", "llm_eval", "llm_gateway", "local_llm_runtime", "mcp_server", "prompt_tooling", "rag_framework", "vector_database", "workflow_automation" ], "deployment": [ "cloud", "cloudflare", "docker", "kubernetes", "library_only", "local", "serverless", "vercel" ], "difficulty": [ "advanced", "beginner", "intermediate" ], "language": [ "C", "C#", "C++", "Clojure", "Dart", "Dockerfile", "Elixir", "Go", "Go Template", "Haskell", "HTML", "Java", "JavaScript", "Jupyter Notebook", "Kotlin", "Lua", "MDX", "Nix", "OCaml", "Pascal", "PHP", "PowerShell", "Python", "QML", "ReScript", "Ruby", "Rust", "Shell", "Svelte", "Swift", "TeX", "TypeScript", "Wolfram Language", "Zig" ], "project_kind": [ "project", "collection" ], "min_confidence": [ "low", "medium", "high" ], "cloudflare_ready": [ false, true ] } }, "page": { "offset": 0, "limit": 20, "has_more": true, "next_cursor": "eyJ2IjoxLCJzIjoiZDE6MTIxMzoyMDI2LTA5LTIwVDAzOjMwOjQyLjIyM1oiLCJxIjoiNzJlY2JkZmJmYWMyMzEzOTJjYzFmY2RkIiwibyI6MjB9", "snapshot_id": "d1:1213:2026-09-20T03:30:42.223Z" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1213, "generated_at": "2026-09-20T03:55:18.511Z", "snapshot_id": "d1:1213:2026-09-20T03:30:42.223Z", "latest_synced_at": "2026-09-20T03:30:42.223Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }