{ "query": { "language": "JavaScript", "ranking": "browse" }, "projects": [ { "project_id": "affaan-m/ECC", "repo": "affaan-m/ECC", "name": "ECC", "github_url": "https://github.com/affaan-m/ECC", "homepage_url": "https://ecc.tools", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-agents", "anthropic", "claude", "claude-code", "developer-tools", "llm", "mcp", "productivity" ], "description": "The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.", "overview": "Use affaan-m/ECC when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "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 \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 239454, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 8 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 79, "agent_score": 86, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 68, "deployment": 80, "popularity": 100, "community": 100 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 78, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use affaan-m/ECC when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use affaan-m/ECC when the user needs a mcp server project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-11T21:08:26.896Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-11T21:08:26.896Z" }, { "project_id": "citrolabs/ego-lite", "repo": "citrolabs/ego-lite", "name": "ego-lite", "github_url": "https://github.com/citrolabs/ego-lite", "homepage_url": "https://lite.ego.app", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "agent-skills", "ai-agent", "automation", "browser", "browser-automation", "claude-code", "codex", "hermes-agent", "skills", "skills-sh" ], "description": "The fastest browser for AI agents to run browser automation, built for sharing your logged-in browser state with your AI agents, like Codex or Claude Code, without disturbing you. Zero cost, zero config.", "overview": "Use citrolabs/ego-lite when the user needs a browser agent project with vercel, serverless, local deployment options.", "alternatives": [ { "repo": "vercel-labs/agent-browser", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "jo-inc/camofox-browser", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "vercel", "serverless", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 9625, "recent_commits": 53, "contributors": 5, "issue_response_time_hours": null, "release_frequency_180d": 12 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 17, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 65, "agent_score": 70, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 50, "deployment": 80, "popularity": 80, "community": 50 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 97, "maintenance": 66, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use citrolabs/ego-lite when the user needs a browser agent project with vercel, serverless, local deployment options.", "purpose": "Use citrolabs/ego-lite when the user needs a browser agent project with vercel, serverless, local deployment options.", "install": "Run the browser agent with the setup described in the repository README.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "backend-only jobs", "offline batch processing" ], "deployment": [ "vercel", "serverless", "local" ], "alternatives": [ { "repo": "vercel-labs/agent-browser", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "jo-inc/camofox-browser", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 17, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-12T05:50:41.908Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-12T05:50:41.908Z" }, { "project_id": "cobusgreyling/loop-engineering", "repo": "cobusgreyling/loop-engineering", "name": "loop-engineering", "github_url": "https://github.com/cobusgreyling/loop-engineering", "homepage_url": "https://cobusgreyling.github.io/loop-engineering/", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agentic-ai", "ai-agents", "ai-coding", "anthropic", "automation", "claude", "claude-code", "codex", "coding-agents", "devops-automation", "devtools", "github-actions", "grok", "llm", "loop-engineering", "mcp", "prompt-engineering" ], "description": "Practical patterns, starters & CLI tools for loop engineering with AI coding agents. Design systems that prompt and orchestrate agents (inspired by Addy Osmani and Boris Cherny). Includes loop-audit, loop-init, loop-cost.", "overview": "Use cobusgreyling/loop-engineering when the user needs a mcp server project with local, cloud deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "intermediate", "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": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 10243, "recent_commits": 100, "contributors": 30, "issue_response_time_hours": null, "release_frequency_180d": 2 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 62, "agent_score": 71, "score": 86, "agent_score_breakdown": { "documentation": 90, "maintenance": 43, "deployment": 70, "popularity": 80, "community": 75 }, "git_top_score": 86, "git_top_score_breakdown": { "community": 100, "maintenance": 53, "documentation": 84, "stability": 86, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use cobusgreyling/loop-engineering when the user needs a mcp server project with local, cloud deployment options.", "purpose": "Use cobusgreyling/loop-engineering when the user needs a mcp server project with local, cloud deployment options.", "install": "Run the MCP server following the repository's transport 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": [ "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-08-12T05:50:28.553Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-12T05:50:28.553Z" }, { "project_id": "datawhalechina/easy-vibe", "repo": "datawhalechina/easy-vibe", "name": "easy-vibe", "github_url": "https://github.com/datawhalechina/easy-vibe", "homepage_url": "https://datawhalechina.github.io/easy-vibe/", "language": "JavaScript", "license": null, "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "ai", "coding", "course", "deepseek", "gemini", "genai", "gpt", "llm", "low-code", "mcp", "nextjs", "no-code", "openai", "programming", "tutorial", "vibe-coding", "vibecoding", "vscode", "workflow" ], "description": "💻 vibe coding 101｜The first course for AI-native product builders.", "overview": "Use datawhalechina/easy-vibe when the user needs a mcp server project with docker, vercel, serverless deployment options.", "alternatives": [], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "library_only", "local" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 18859, "recent_commits": 92, "contributors": 27, "issue_response_time_hours": null, "release_frequency_180d": 1 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 60, "agent_score": 76, "score": 83, "agent_score_breakdown": { "documentation": 90, "maintenance": 39, "deployment": 100, "popularity": 86, "community": 72 }, "git_top_score": 83, "git_top_score_breakdown": { "community": 100, "maintenance": 48, "documentation": 92, "stability": 78, "adoption": 100, "agent_readability": 90 }, "summary": { "tl_dr": "Use datawhalechina/easy-vibe when the user needs a mcp server project with docker, vercel, serverless deployment options.", "purpose": "Use datawhalechina/easy-vibe when the user needs a mcp server project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "alternatives": [] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-11T13:00:28.494Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-11T13:00:28.494Z" }, { "project_id": "openai/codex-plugin-cc", "repo": "openai/codex-plugin-cc", "name": "codex-plugin-cc", "github_url": "https://github.com/openai/codex-plugin-cc", "homepage_url": null, "language": "JavaScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "coding_agent" ], "tags": [], "description": "Use Codex from Claude Code to review code or delegate tasks.", "overview": "Use openai/codex-plugin-cc when the user needs a coding agent project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "anomalyco/opencode", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "github/spec-kit", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "askalf/dario", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"ide\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 31725, "recent_commits": 0, "contributors": 13, "issue_response_time_hours": null, "release_frequency_180d": 7 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 55, "agent_score": 67, "score": 80, "agent_score_breakdown": { "documentation": 90, "maintenance": 24, "deployment": 80, "popularity": 90, "community": 58 }, "git_top_score": 80, "git_top_score_breakdown": { "community": 100, "maintenance": 28, "documentation": 92, "stability": 75, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use openai/codex-plugin-cc when the user needs a coding agent project with library-only, local, cloud deployment options.", "purpose": "Use openai/codex-plugin-cc when the user needs a coding agent project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "coding task", "repo context", "tool permissions" ], "outputs": [ "code changes", "patches", "developer assistant actions" ], "good_for": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents", "software engineering tasks", "code editing", "repo automation" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "static documentation sites", "non-code workflows" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "anomalyco/opencode", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "github/spec-kit", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "askalf/dario", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"ide\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-12T05:50:37.670Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-12T05:50:37.670Z" }, { "project_id": "jo-inc/camofox-browser", "repo": "jo-inc/camofox-browser", "name": "camofox-browser", "github_url": "https://github.com/jo-inc/camofox-browser", "homepage_url": "https://github.com/jo-inc/camofox-browser#readme", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "ai-agent", "anti-bot", "antidetect-browser", "automation", "bot-detection", "browser-automation", "cloudflare-bypass", "headless-browser", "javascript", "nodejs", "playwright", "puppeteer", "scraping", "stealth-browser", "web-scraping" ], "description": "Stealth headless browser for AI agents — bypass Cloudflare, bot detection, and anti-scraping. Drop-in Puppeteer/Playwright replacement.", "overview": "Use jo-inc/camofox-browser when the user needs a browser agent project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "citrolabs/ego-lite", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "Browser automation", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser automation\" in metadata.", "Matched \"playwright\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 8530, "recent_commits": 69, "contributors": 39, "issue_response_time_hours": null, "release_frequency_180d": 18 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 24, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 53, "agent_score": 79, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 58, "deployment": 90, "popularity": 79, "community": 84 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 71, "documentation": 92, "stability": 100, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use jo-inc/camofox-browser when the user needs a browser agent project with docker, library-only, local deployment options.", "purpose": "Use jo-inc/camofox-browser when the user needs a browser agent project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "backend-only jobs", "offline batch processing" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "citrolabs/ego-lite", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser automation\" in metadata.", "Matched \"playwright\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 24, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-12T13:53:20.897Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-12T13:53:20.897Z" }, { "project_id": "tradesdontlie/tradingview-mcp", "repo": "tradesdontlie/tradingview-mcp", "name": "tradingview-mcp", "github_url": "https://github.com/tradesdontlie/tradingview-mcp", "homepage_url": null, "language": "JavaScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [], "description": "AI-assisted TradingView chart analysis — connect Claude Code to your TradingView Desktop for personal workflow automation", "overview": "Use tradesdontlie/tradingview-mcp when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "cobusgreyling/loop-engineering", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "datawhalechina/easy-vibe", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "Pinvou/pinvou-agent", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "related": [], "dependencies": [ "MCP" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 5641, "recent_commits": 4, "contributors": 10, "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": 44, "agent_score": 61, "score": 75, "agent_score_breakdown": { "documentation": 90, "maintenance": 14, "deployment": 80, "popularity": 75, "community": 55 }, "git_top_score": 75, "git_top_score_breakdown": { "community": 100, "maintenance": 13, "documentation": 92, "stability": 60, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use tradesdontlie/tradingview-mcp when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use tradesdontlie/tradingview-mcp when the user needs a mcp server project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "cobusgreyling/loop-engineering", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "datawhalechina/easy-vibe", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "Pinvou/pinvou-agent", "reason": "Same mcp server intent with mcp, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-12T05:50:49.957Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-12T05:50:49.957Z" }, { "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": "mozilla-ai/otari", "reason": "Same ai app template intent with llm_gateway 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": 36304, "recent_commits": 0, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 43, "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 }, "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": "mozilla-ai/otari", "reason": "Same ai app template intent with llm_gateway 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": 40, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-10T19:30:59.199Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-10T19:30:59.199Z" }, { "project_id": "Pinvou/pinvou-agent", "repo": "Pinvou/pinvou-agent", "name": "pinvou-agent", "github_url": "https://github.com/Pinvou/pinvou-agent", "homepage_url": "https://pinvou.com/", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-agent", "automation", "desktop-app", "llm", "local-first", "mcp", "open-source", "react", "rust", "tauri" ], "description": "Open-source desktop AI agent for tools, files, knowledge, workflows, and real deliverables.", "overview": "Use Pinvou/pinvou-agent when the user needs a mcp server project with local, cloud deployment options.", "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "apify/apify-mcp-server", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 710, "recent_commits": 100, "contributors": 9, "issue_response_time_hours": null, "release_frequency_180d": 8 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 15, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 43, "agent_score": 65, "score": 88, "agent_score_breakdown": { "documentation": 90, "maintenance": 50, "deployment": 70, "popularity": 57, "community": 54 }, "git_top_score": 88, "git_top_score_breakdown": { "community": 98, "maintenance": 66, "documentation": 84, "stability": 100, "adoption": 83, "agent_readability": 100 }, "summary": { "tl_dr": "Use Pinvou/pinvou-agent when the user needs a mcp server project with local, cloud deployment options.", "purpose": "Use Pinvou/pinvou-agent when the user needs a mcp server project with local, cloud deployment options.", "install": "Run the MCP server following the repository's transport 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": [ "local", "cloud" ], "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "apify/apify-mcp-server", "reason": "Same mcp server intent with mcp, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 15, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-08-13T13:53:01.535Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-13T13:53:01.535Z" }, { "project_id": "smithersai/smithers", "repo": "smithersai/smithers", "name": "smithers", "github_url": "https://github.com/smithersai/smithers", "homepage_url": "https://smithers.sh", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agent-orchestration", "ai-agents", "background-agents", "claude-code", "codex", "developer-tools", "durable-execution", "human-in-the-loop", "llm", "multi-agent", "react", "typescript", "workflow-engine" ], "description": "Agent workflows with full observability and time travel: watch every step live, rewind, fork, replay any run. Claude Code, Codex, Gemini, any model or harness.", "overview": "Use smithersai/smithers when the user needs a workflow automation project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "google/adk-java", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "shinpr/claude-code-workflows", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "vmDeshpande/ai-agent-automation", "reason": "Same workflow automation intent with observability, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 365, "recent_commits": 100, "contributors": 26, "issue_response_time_hours": null, "release_frequency_180d": 61 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 35, "agent_score": 71, "score": 88, "agent_score_breakdown": { "documentation": 90, "maintenance": 63, "deployment": 80, "popularity": 51, "community": 71 }, "git_top_score": 88, "git_top_score_breakdown": { "community": 100, "maintenance": 75, "documentation": 84, "stability": 100, "adoption": 73, "agent_readability": 100 }, "summary": { "tl_dr": "Use smithersai/smithers when the user needs a workflow automation project with docker, local, cloud deployment options.", "purpose": "Use smithersai/smithers when the user needs a workflow automation project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "google/adk-java", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "shinpr/claude-code-workflows", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "vmDeshpande/ai-agent-automation", "reason": "Same workflow automation intent with observability, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-11T16:30:23.879Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-11T16:30:23.879Z" }, { "project_id": "askalf/dario", "repo": "askalf/dario", "name": "dario", "github_url": "https://github.com/askalf/dario", "homepage_url": "https://www.npmjs.com/package/@askalf/dario", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agent-sdk", "ai", "aider", "anthropic", "claude", "claude-code", "claude-max", "claude-pro", "cline", "cursor", "developer-tools", "litellm", "llm", "llm-router", "oauth", "ollama", "openai", "openai-compat", "openrouter", "proxy" ], "description": "A local OpenAI- and Anthropic-compatible proxy that brings your Claude Pro/Max subscription to Cursor, Cline, Aider, and the Agent SDK. Session-affinity routing, multi-account pooling, and live drift detection keep long agent runs stable across tools.", "overview": "Use askalf/dario when the user needs a coding agent project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "ollama/ollama", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "esengine/DeepSeek-Reasonix", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"ide\" in metadata.", "Matched \"cline\" in metadata.", "Matched \"aider\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 340, "recent_commits": 100, "contributors": 11, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 32, "agent_score": 72, "score": 88, "agent_score_breakdown": { "documentation": 90, "maintenance": 59, "deployment": 100, "popularity": 51, "community": 56 }, "git_top_score": 88, "git_top_score_breakdown": { "community": 100, "maintenance": 72, "documentation": 84, "stability": 100, "adoption": 73, "agent_readability": 100 }, "summary": { "tl_dr": "Use askalf/dario when the user needs a coding agent project with docker, vercel, serverless deployment options.", "purpose": "Use askalf/dario when the user needs a coding agent project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "coding task", "repo context", "tool permissions" ], "outputs": [ "code changes", "patches", "developer assistant actions" ], "good_for": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents", "software engineering tasks", "code editing", "repo automation" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "static documentation sites", "non-code workflows" ], "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "ollama/ollama", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "esengine/DeepSeek-Reasonix", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"ide\" in metadata.", "Matched \"cline\" in metadata.", "Matched \"aider\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-12T21:07:54.793Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-12T21:07:54.793Z" }, { "project_id": "shinpr/claude-code-workflows", "repo": "shinpr/claude-code-workflows", "name": "claude-code-workflows", "github_url": "https://github.com/shinpr/claude-code-workflows", "homepage_url": null, "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agent-skills", "agentic-ai", "ai-agents", "automation", "claude-code", "claude-code-plugin", "code-quality", "developer-tools", "development-workflow", "llm-orchestration", "productivity", "prompt-engineering", "skills" ], "description": "Development workflows for Claude Code that keep broad exploration focused on the outcome you approved.", "overview": "Use shinpr/claude-code-workflows when the user needs a workflow automation project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "smithersai/smithers", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "vmDeshpande/ai-agent-automation", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 669, "recent_commits": 86, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 76 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 30, "agent_score": 67, "score": 87, "agent_score_breakdown": { "documentation": 90, "maintenance": 55, "deployment": 80, "popularity": 57, "community": 49 }, "git_top_score": 87, "git_top_score_breakdown": { "community": 82, "maintenance": 69, "documentation": 92, "stability": 100, "adoption": 82, "agent_readability": 100 }, "summary": { "tl_dr": "Use shinpr/claude-code-workflows when the user needs a workflow automation project with library-only, local, cloud deployment options.", "purpose": "Use shinpr/claude-code-workflows when the user needs a workflow automation project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "smithersai/smithers", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "vmDeshpande/ai-agent-automation", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-10T13:48:02.636Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-10T13:48:02.636Z" }, { "project_id": "webjsdev/webjs", "repo": "webjsdev/webjs", "name": "webjs", "github_url": "https://github.com/webjsdev/webjs", "homepage_url": "https://webjs.dev", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "ai-agents", "ai-first", "bun", "fullstack-framework", "javascript-framework", "no-build", "nodejs", "progressive-enhancement", "ssr", "typescript", "web-components", "web-framework" ], "description": "WebJs is an AI-first full-stack JavaScript framework built on web components. Any AI model reads the whole stack. No training data required.", "overview": "Use webjsdev/webjs when the user needs an agent framework project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "crewAIInc/crewAI", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "cloudflare/agents", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build agents with webjs", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 105, "recent_commits": 100, "contributors": 3, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 30, "agent_score": 68, "score": 81, "agent_score_breakdown": { "documentation": 90, "maintenance": 57, "deployment": 100, "popularity": 40, "community": 48 }, "git_top_score": 81, "git_top_score_breakdown": { "community": 71, "maintenance": 71, "documentation": 84, "stability": 100, "adoption": 63, "agent_readability": 100 }, "summary": { "tl_dr": "Use webjsdev/webjs when the user needs an agent framework project with docker, vercel, serverless deployment options.", "purpose": "Use webjsdev/webjs when the user needs an agent framework project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "build agents with webjs", "orchestrate LLM tools", "prototype autonomous workflows", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "crewAIInc/crewAI", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "cloudflare/agents", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-10T13:46:55.249Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-10T13:46:55.249Z" }, { "project_id": "achiya-automation/safari-mcp", "repo": "achiya-automation/safari-mcp", "name": "safari-mcp", "github_url": "https://github.com/achiya-automation/safari-mcp", "homepage_url": "https://achiya-automation.com", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-agents", "ai-tools", "apple-silicon", "applescript", "automation", "browser-automation", "claude", "claude-code", "cursor", "devtools", "llm-tools", "macos", "mcp", "mcp-server", "model-context-protocol", "safari", "safari-mcp", "web-automation", "webkit", "windsurf" ], "description": "Native Safari browser automation for AI agents. 80 tools via AppleScript — zero overhead, keeps logins, runs silently in background. Drop-in alternative to Chrome DevTools MCP with 40-60% less CPU/heat on Apple Silicon.", "overview": "Use achiya-automation/safari-mcp when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with browser_automation, mcp overlap." }, { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Browser automation", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 164, "recent_commits": 60, "contributors": 7, "issue_response_time_hours": null, "release_frequency_180d": 85 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 27, "agent_score": 66, "score": 84, "agent_score_breakdown": { "documentation": 90, "maintenance": 51, "deployment": 90, "popularity": 44, "community": 52 }, "git_top_score": 84, "git_top_score_breakdown": { "community": 85, "maintenance": 67, "documentation": 92, "stability": 100, "adoption": 62, "agent_readability": 100 }, "summary": { "tl_dr": "Use achiya-automation/safari-mcp when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use achiya-automation/safari-mcp when the user needs a mcp server project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with browser_automation, mcp overlap." }, { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-08T05:31:13.184Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-08T05:31:13.184Z" }, { "project_id": "Forward-Future/loopy", "repo": "Forward-Future/loopy", "name": "loopy", "github_url": "https://github.com/Forward-Future/loopy", "homepage_url": "https://signals.forwardfuture.ai/loop-library/", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agent-skills", "agentic-workflows", "ai-agents", "automation", "codex", "prompt-engineering" ], "description": "A library of practical AI-agent loops and an installable skill for finding, adapting, and designing repeatable agent workflows.", "overview": "Use Forward-Future/loopy when the user needs a workflow automation project with vercel, serverless, library-only deployment options.", "alternatives": [ { "repo": "shinpr/claude-code-workflows", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "fancyboi999/open-tag", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "agent-sh/agentsys", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "vercel", "serverless", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 3004, "recent_commits": 0, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 39, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 25, "agent_score": 61, "score": 74, "agent_score_breakdown": { "documentation": 90, "maintenance": 11, "deployment": 90, "popularity": 70, "community": 49 }, "git_top_score": 74, "git_top_score_breakdown": { "community": 89, "maintenance": 7, "documentation": 92, "stability": 70, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use Forward-Future/loopy when the user needs a workflow automation project with vercel, serverless, library-only deployment options.", "purpose": "Use Forward-Future/loopy when the user needs a workflow automation project with vercel, serverless, library-only deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "shinpr/claude-code-workflows", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "fancyboi999/open-tag", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "agent-sh/agentsys", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 39, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-10T13:48:39.490Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-10T13:48:39.490Z" }, { "project_id": "lidge-jun/agbrowse", "repo": "lidge-jun/agbrowse", "name": "agbrowse", "github_url": "https://github.com/lidge-jun/agbrowse", "homepage_url": "https://lidge-jun.github.io/agbrowse/", "language": "JavaScript", "license": null, "project_kind": "project", "category": [ "mcp_server" ], "tags": [], "description": "Ultimate browser automation toolkit for AI agents. Zero MCP token tax, JS evaluate, vision-click with DPR correction.", "overview": "Use lidge-jun/agbrowse when the user needs a mcp server project with serverless, library-only, local deployment options.", "alternatives": [ { "repo": "zhu1090093659/deepseek-pp", "reason": "Same mcp server intent with browser_automation, mcp, workflow overlap." }, { "repo": "openwong2kim/wmux", "reason": "Same mcp server intent with browser_automation, mcp, workflow overlap." }, { "repo": "Peiiii/nextclaw", "reason": "Same mcp server intent with browser_automation, mcp, workflow overlap." } ], "related": [], "dependencies": [ "MCP", "Browser automation", "LLM provider" ], "deployments": [ "serverless", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 221, "recent_commits": 31, "contributors": 3, "issue_response_time_hours": null, "release_frequency_180d": 17 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 24, "agent_score": 65, "score": 80, "agent_score_breakdown": { "documentation": 90, "maintenance": 46, "deployment": 90, "popularity": 47, "community": 48 }, "git_top_score": 80, "git_top_score_breakdown": { "community": 74, "maintenance": 63, "documentation": 84, "stability": 100, "adoption": 66, "agent_readability": 100 }, "summary": { "tl_dr": "Use lidge-jun/agbrowse when the user needs a mcp server project with serverless, library-only, local deployment options.", "purpose": "Use lidge-jun/agbrowse when the user needs a mcp server project with serverless, library-only, local deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "serverless", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "zhu1090093659/deepseek-pp", "reason": "Same mcp server intent with browser_automation, mcp, workflow overlap." }, { "repo": "openwong2kim/wmux", "reason": "Same mcp server intent with browser_automation, mcp, workflow overlap." }, { "repo": "Peiiii/nextclaw", "reason": "Same mcp server intent with browser_automation, mcp, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-10T13:50:05.243Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-10T13:50:05.243Z" }, { "project_id": "bagidea/bagidea-office", "repo": "bagidea/bagidea-office", "name": "bagidea-office", "github_url": "https://github.com/bagidea/bagidea-office", "homepage_url": "https://bagidea.github.io/bagidea-office/", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent-orchestration", "ai", "ai-agents", "anthropic", "automation", "autonomous-agents", "claude", "claude-code", "desktop-wallpaper", "gemini", "godot", "llm", "llm-agents", "local-llm", "mcp", "multi-agent", "ollama", "openai" ], "description": "A living AI-agent office on your desktop wallpaper — Claude Code agents that walk, work, delegate, learn & hold meetings. Per-agent swappable models (Claude/GLM/DeepSeek/Qwen/Kimi/OpenAI/Gemini/Groq/Ollama…), workflows, plugins, voice & Telegram/Discord/LINE. Open source.", "overview": "Use bagidea/bagidea-office when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 189, "recent_commits": 27, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 70 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 24, "agent_score": 62, "score": 81, "agent_score_breakdown": { "documentation": 90, "maintenance": 44, "deployment": 80, "popularity": 46, "community": 49 }, "git_top_score": 81, "git_top_score_breakdown": { "community": 77, "maintenance": 62, "documentation": 84, "stability": 100, "adoption": 68, "agent_readability": 100 }, "summary": { "tl_dr": "Use bagidea/bagidea-office when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use bagidea/bagidea-office when the user needs a mcp server project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-12T03:00:37.572Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-12T03:00:37.572Z" }, { "project_id": "firecrawl/firecrawl-mcp-server", "repo": "firecrawl/firecrawl-mcp-server", "name": "firecrawl-mcp-server", "github_url": "https://github.com/firecrawl/firecrawl-mcp-server", "homepage_url": "https://firecrawl.dev", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "batch-processing", "claude", "content-extraction", "data-collection", "firecrawl", "firecrawl-ai", "javascript-rendering", "llm-tools", "mcp", "mcp-server", "model-context-protocol", "search-api", "web-crawler", "web-scraping" ], "description": "🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.", "overview": "Use firecrawl/firecrawl-mcp-server when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "cobusgreyling/loop-engineering", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "vshulcz/deja-vu", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 7224, "recent_commits": 55, "contributors": 28, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 23, "agent_score": 71, "score": 81, "agent_score_breakdown": { "documentation": 90, "maintenance": 31, "deployment": 90, "popularity": 77, "community": 73 }, "git_top_score": 81, "git_top_score_breakdown": { "community": 100, "maintenance": 41, "documentation": 92, "stability": 60, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use firecrawl/firecrawl-mcp-server when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use firecrawl/firecrawl-mcp-server when the user needs a mcp server project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "cobusgreyling/loop-engineering", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "vshulcz/deja-vu", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-13T08:30:28.618Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-13T08:30:28.618Z" }, { "project_id": "agent-sh/agentsys", "repo": "agent-sh/agentsys", "name": "agentsys", "github_url": "https://github.com/agent-sh/agentsys", "homepage_url": "https://agent-sh.github.io/agentsys/", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agent", "ai", "anthropic", "automation", "autonomous-agents", "claude", "claude-code", "cli", "code-review", "codex", "cursor", "devtools", "openai", "opencode", "plugins", "productivity", "skills", "slash-commands", "vibe-coding", "workflow" ], "description": "AI writes code. This automates everything else · 24 plugins · 49 agents · 44 skills · for Claude Code, OpenCode, Codex, Cursor, Kiro.", "overview": "Use agent-sh/agentsys when the user needs a workflow automation project with serverless, library-only, local deployment options.", "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "coleam00/Archon", "reason": "Same workflow automation intent with coding_agent, workflow overlap." }, { "repo": "foryourhealth111-pixel/Vibe-Skills", "reason": "Same workflow automation intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "serverless", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 957, "recent_commits": 3, "contributors": 6, "issue_response_time_hours": null, "release_frequency_180d": 44 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 37, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 23, "agent_score": 66, "score": 83, "agent_score_breakdown": { "documentation": 90, "maintenance": 38, "deployment": 90, "popularity": 60, "community": 51 }, "git_top_score": 83, "git_top_score_breakdown": { "community": 90, "maintenance": 40, "documentation": 92, "stability": 100, "adoption": 86, "agent_readability": 100 }, "summary": { "tl_dr": "Use agent-sh/agentsys when the user needs a workflow automation project with serverless, library-only, local deployment options.", "purpose": "Use agent-sh/agentsys when the user needs a workflow automation project with serverless, library-only, local deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "serverless", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "coleam00/Archon", "reason": "Same workflow automation intent with coding_agent, workflow overlap." }, { "repo": "foryourhealth111-pixel/Vibe-Skills", "reason": "Same workflow automation intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 37, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-10T13:50:04.174Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-10T13:50:04.174Z" }, { "project_id": "clawplays/ospec", "repo": "clawplays/ospec", "name": "ospec", "github_url": "https://github.com/clawplays/ospec", "homepage_url": "https://ospec.ai", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agentic-ai", "agentic-coding", "ai", "ai-agents", "ai-coding-assistant", "ai-workflow", "claude-code", "cli", "codex", "coding-agent", "developer-tools", "llm", "loop-engineering", "mcp", "model-context-protocol", "prompt-engineering", "sdd", "spec-driven-development" ], "description": "Spec-driven, agentic workflow framework for AI coding agents. Turn a request into a verifiable goal loop — plan, act, verify — with durable specs and evidence in your repo. Works with Claude Code, Codex, Gemini, OpenCode, and plain CLI.", "overview": "Use clawplays/ospec when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 525, "recent_commits": 32, "contributors": 3, "issue_response_time_hours": null, "release_frequency_180d": 55 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 28, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 23, "agent_score": 63, "score": 82, "agent_score_breakdown": { "documentation": 90, "maintenance": 42, "deployment": 80, "popularity": 54, "community": 48 }, "git_top_score": 82, "git_top_score_breakdown": { "community": 78, "maintenance": 61, "documentation": 84, "stability": 100, "adoption": 75, "agent_readability": 100 }, "summary": { "tl_dr": "Use clawplays/ospec when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use clawplays/ospec when the user needs a mcp server project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 28, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-10T13:49:00.411Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-10T13:49:00.411Z" } ], "knowledge": [ { "project": { "id": "affaan-m/ECC", "owner": "affaan-m", "name": "ECC", "full_name": "affaan-m/ECC", "github_url": "https://github.com/affaan-m/ECC", "homepage_url": "https://ecc.tools", "description": "The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.", "language": "JavaScript", "topics": [ "ai-agents", "anthropic", "claude", "claude-code", "developer-tools", "llm", "mcp", "productivity" ], "license": "MIT", "stars": 239454, "forks": 36360, "open_issues": 123, "default_branch": "main", "created_at": "2026-01-18T00:51:51Z", "updated_at": "2026-08-11T21:08:16Z", "pushed_at": "2026-08-11T20:30:04Z", "synced_at": "2026-08-11T21:08:26.896Z" }, "agent_card": { "project_id": "affaan-m/ECC", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use affaan-m/ECC when the user needs a mcp server project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-11T21:08:26.896Z" }, "metrics": { "project_id": "affaan-m/ECC", "stars_30d_delta": 12045, "commits_30d": 100, "releases_180d": 8, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 79, "maintenance_score": 68, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-11T21:08:26.896Z" } }, { "project": { "id": "citrolabs/ego-lite", "owner": "citrolabs", "name": "ego-lite", "full_name": "citrolabs/ego-lite", "github_url": "https://github.com/citrolabs/ego-lite", "homepage_url": "https://lite.ego.app", "description": "The fastest browser for AI agents to run browser automation, built for sharing your logged-in browser state with your AI agents, like Codex or Claude Code, without disturbing you. Zero cost, zero config.", "language": "JavaScript", "topics": [ "agent-skills", "ai-agent", "automation", "browser", "browser-automation", "claude-code", "codex", "hermes-agent", "skills", "skills-sh" ], "license": "MIT", "stars": 9625, "forks": 479, "open_issues": 96, "default_branch": "main", "created_at": "2026-04-16T12:51:09Z", "updated_at": "2026-08-12T05:39:36Z", "pushed_at": "2026-08-11T04:47:29Z", "synced_at": "2026-08-12T05:50:41.908Z" }, "agent_card": { "project_id": "citrolabs/ego-lite", "project_kind": "project", "category": "browser_agent", "difficulty": "beginner", "deployment": [ "vercel", "serverless", "local" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "vercel-labs/agent-browser", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "jo-inc/camofox-browser", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use citrolabs/ego-lite when the user needs a browser agent project with vercel, serverless, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"browser automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-12T05:50:41.908Z" }, "metrics": { "project_id": "citrolabs/ego-lite", "stars_30d_delta": 6822, "commits_30d": 53, "releases_180d": 12, "contributors_90d": 5, "issue_first_response_median_hours": null, "recent_push_days": 1, "git_score": 65, "maintenance_score": 50, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 17, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-12T05:50:41.908Z" } }, { "project": { "id": "cobusgreyling/loop-engineering", "owner": "cobusgreyling", "name": "loop-engineering", "full_name": "cobusgreyling/loop-engineering", "github_url": "https://github.com/cobusgreyling/loop-engineering", "homepage_url": "https://cobusgreyling.github.io/loop-engineering/", "description": "Practical patterns, starters & CLI tools for loop engineering with AI coding agents. Design systems that prompt and orchestrate agents (inspired by Addy Osmani and Boris Cherny). Includes loop-audit, loop-init, loop-cost.", "language": "JavaScript", "topics": [ "agentic-ai", "ai-agents", "ai-coding", "anthropic", "automation", "claude", "claude-code", "codex", "coding-agents", "devops-automation", "devtools", "github-actions", "grok", "llm", "loop-engineering", "mcp", "prompt-engineering" ], "license": "MIT", "stars": 10243, "forks": 1391, "open_issues": 29, "default_branch": "main", "created_at": "2026-06-09T06:28:20Z", "updated_at": "2026-08-12T05:21:42Z", "pushed_at": "2026-08-12T03:08:16Z", "synced_at": "2026-08-12T05:50:28.553Z" }, "agent_card": { "project_id": "cobusgreyling/loop-engineering", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "project_id": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ], "summary_for_agent": "Use cobusgreyling/loop-engineering when the user needs a mcp server project with local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-12T05:50:28.553Z" }, "metrics": { "project_id": "cobusgreyling/loop-engineering", "stars_30d_delta": 3954, "commits_30d": 100, "releases_180d": 2, "contributors_90d": 30, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 62, "maintenance_score": 43, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-12T05:50:28.553Z" } }, { "project": { "id": "datawhalechina/easy-vibe", "owner": "datawhalechina", "name": "easy-vibe", "full_name": "datawhalechina/easy-vibe", "github_url": "https://github.com/datawhalechina/easy-vibe", "homepage_url": "https://datawhalechina.github.io/easy-vibe/", "description": "💻 vibe coding 101｜The first course for AI-native product builders.", "language": "JavaScript", "topics": [ "agent", "ai", "coding", "course", "deepseek", "gemini", "genai", "gpt", "llm", "low-code", "mcp", "nextjs", "no-code", "openai", "programming", "tutorial", "vibe-coding", "vibecoding", "vscode", "workflow" ], "license": null, "stars": 18859, "forks": 1799, "open_issues": 10, "default_branch": "main", "created_at": "2025-12-28T16:45:28Z", "updated_at": "2026-08-11T13:00:05Z", "pushed_at": "2026-08-11T09:25:27Z", "synced_at": "2026-08-11T13:00:28.494Z" }, "agent_card": { "project_id": "datawhalechina/easy-vibe", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [], "summary_for_agent": "Use datawhalechina/easy-vibe when the user needs a mcp server project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-11T13:00:28.494Z" }, "metrics": { "project_id": "datawhalechina/easy-vibe", "stars_30d_delta": 2515, "commits_30d": 92, "releases_180d": 1, "contributors_90d": 27, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 60, "maintenance_score": 39, "signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-11T13:00:28.494Z" } }, { "project": { "id": "openai/codex-plugin-cc", "owner": "openai", "name": "codex-plugin-cc", "full_name": "openai/codex-plugin-cc", "github_url": "https://github.com/openai/codex-plugin-cc", "homepage_url": null, "description": "Use Codex from Claude Code to review code or delegate tasks.", "language": "JavaScript", "topics": [], "license": "Apache-2.0", "stars": 31725, "forks": 2169, "open_issues": 387, "default_branch": "main", "created_at": "2026-03-30T15:29:52Z", "updated_at": "2026-08-12T05:47:29Z", "pushed_at": "2026-07-08T00:17:31Z", "synced_at": "2026-08-12T05:50:37.670Z" }, "agent_card": { "project_id": "openai/codex-plugin-cc", "project_kind": "project", "category": "coding_agent", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "anomalyco/opencode", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "project_id": "github/spec-kit", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "project_id": "askalf/dario", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "summary_for_agent": "Use openai/codex-plugin-cc when the user needs a coding agent project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"ide\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-12T05:50:37.670Z" }, "metrics": { "project_id": "openai/codex-plugin-cc", "stars_30d_delta": 3892, "commits_30d": 0, "releases_180d": 7, "contributors_90d": 13, "issue_first_response_median_hours": null, "recent_push_days": 35, "git_score": 55, "maintenance_score": 24, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-12T05:50:37.670Z" } }, { "project": { "id": "jo-inc/camofox-browser", "owner": "jo-inc", "name": "camofox-browser", "full_name": "jo-inc/camofox-browser", "github_url": "https://github.com/jo-inc/camofox-browser", "homepage_url": "https://github.com/jo-inc/camofox-browser#readme", "description": "Stealth headless browser for AI agents — bypass Cloudflare, bot detection, and anti-scraping. Drop-in Puppeteer/Playwright replacement.", "language": "JavaScript", "topics": [ "ai-agent", "anti-bot", "antidetect-browser", "automation", "bot-detection", "browser-automation", "cloudflare-bypass", "headless-browser", "javascript", "nodejs", "playwright", "puppeteer", "scraping", "stealth-browser", "web-scraping" ], "license": "MIT", "stars": 8530, "forks": 903, "open_issues": 61, "default_branch": "master", "created_at": "2026-01-26T07:31:13Z", "updated_at": "2026-08-12T10:20:48Z", "pushed_at": "2026-08-04T02:43:47Z", "synced_at": "2026-08-12T13:53:20.897Z" }, "agent_card": { "project_id": "jo-inc/camofox-browser", "project_kind": "project", "category": "browser_agent", "difficulty": "beginner", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "browser-use/browser-use", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "browser-use/browser-harness", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "citrolabs/ego-lite", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use jo-inc/camofox-browser when the user needs a browser agent project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser automation\" in metadata.", "Matched \"playwright\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-12T13:53:20.897Z" }, "metrics": { "project_id": "jo-inc/camofox-browser", "stars_30d_delta": 731, "commits_30d": 69, "releases_180d": 18, "contributors_90d": 39, "issue_first_response_median_hours": null, "recent_push_days": 8, "git_score": 53, "maintenance_score": 58, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 24, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-12T13:53:20.897Z" } }, { "project": { "id": "tradesdontlie/tradingview-mcp", "owner": "tradesdontlie", "name": "tradingview-mcp", "full_name": "tradesdontlie/tradingview-mcp", "github_url": "https://github.com/tradesdontlie/tradingview-mcp", "homepage_url": null, "description": "AI-assisted TradingView chart analysis — connect Claude Code to your TradingView Desktop for personal workflow automation", "language": "JavaScript", "topics": [], "license": "NOASSERTION", "stars": 5641, "forks": 2456, "open_issues": 194, "default_branch": "main", "created_at": "2026-03-29T14:39:25Z", "updated_at": "2026-08-12T04:25:58Z", "pushed_at": "2026-07-28T17:28:37Z", "synced_at": "2026-08-12T05:50:49.957Z" }, "agent_card": { "project_id": "tradesdontlie/tradingview-mcp", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "cobusgreyling/loop-engineering", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "project_id": "datawhalechina/easy-vibe", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "project_id": "Pinvou/pinvou-agent", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "summary_for_agent": "Use tradesdontlie/tradingview-mcp when the user needs a mcp server project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-12T05:50:49.957Z" }, "metrics": { "project_id": "tradesdontlie/tradingview-mcp", "stars_30d_delta": 1421, "commits_30d": 4, "releases_180d": 0, "contributors_90d": 10, "issue_first_response_median_hours": null, "recent_push_days": 14, "git_score": 44, "maintenance_score": 14, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-12T05:50:49.957Z" } }, { "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": 36304, "forks": 6793, "open_issues": 1028, "default_branch": "main", "created_at": "2023-04-22T12:39:24Z", "updated_at": "2026-08-10T17:43:40Z", "pushed_at": "2026-01-09T03:26:43Z", "synced_at": "2026-08-10T19:30:59.199Z" }, "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": "mozilla-ai/otari", "reason": "Same ai app template intent with llm_gateway 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": "2026-08-10T19:30:59.199Z" }, "metrics": { "project_id": "songquanpeng/one-api", "stars_30d_delta": 916, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 213, "git_score": 43, "maintenance_score": 26, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-08-10T19:30:59.199Z" } }, { "project": { "id": "Pinvou/pinvou-agent", "owner": "Pinvou", "name": "pinvou-agent", "full_name": "Pinvou/pinvou-agent", "github_url": "https://github.com/Pinvou/pinvou-agent", "homepage_url": "https://pinvou.com/", "description": "Open-source desktop AI agent for tools, files, knowledge, workflows, and real deliverables.", "language": "JavaScript", "topics": [ "ai-agent", "automation", "desktop-app", "llm", "local-first", "mcp", "open-source", "react", "rust", "tauri" ], "license": "MIT", "stars": 710, "forks": 101, "open_issues": 41, "default_branch": "main", "created_at": "2026-07-24T07:28:41Z", "updated_at": "2026-08-13T13:37:54Z", "pushed_at": "2026-08-13T12:51:33Z", "synced_at": "2026-08-13T13:53:01.535Z" }, "agent_card": { "project_id": "Pinvou/pinvou-agent", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "apify/apify-mcp-server", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "summary_for_agent": "Use Pinvou/pinvou-agent when the user needs a mcp server project with local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-13T13:53:01.535Z" }, "metrics": { "project_id": "Pinvou/pinvou-agent", "stars_30d_delta": 656, "commits_30d": 100, "releases_180d": 8, "contributors_90d": 9, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 43, "maintenance_score": 50, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 15, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-13T13:53:01.535Z" } }, { "project": { "id": "smithersai/smithers", "owner": "smithersai", "name": "smithers", "full_name": "smithersai/smithers", "github_url": "https://github.com/smithersai/smithers", "homepage_url": "https://smithers.sh", "description": "Agent workflows with full observability and time travel: watch every step live, rewind, fork, replay any run. Claude Code, Codex, Gemini, any model or harness.", "language": "JavaScript", "topics": [ "agent-orchestration", "ai-agents", "background-agents", "claude-code", "codex", "developer-tools", "durable-execution", "human-in-the-loop", "llm", "multi-agent", "react", "typescript", "workflow-engine" ], "license": "MIT", "stars": 365, "forks": 47, "open_issues": 99, "default_branch": "main", "created_at": "2026-01-05T21:13:36Z", "updated_at": "2026-08-11T13:06:00Z", "pushed_at": "2026-08-11T13:03:40Z", "synced_at": "2026-08-11T16:30:23.879Z" }, "agent_card": { "project_id": "smithersai/smithers", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "deployment": [ "docker", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "google/adk-java", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "shinpr/claude-code-workflows", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "vmDeshpande/ai-agent-automation", "reason": "Same workflow automation intent with observability, workflow overlap." } ], "summary_for_agent": "Use smithersai/smithers when the user needs a workflow automation project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-11T16:30:23.879Z" }, "metrics": { "project_id": "smithersai/smithers", "stars_30d_delta": 47, "commits_30d": 100, "releases_180d": 61, "contributors_90d": 26, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 35, "maintenance_score": 63, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-11T16:30:23.879Z" } }, { "project": { "id": "askalf/dario", "owner": "askalf", "name": "dario", "full_name": "askalf/dario", "github_url": "https://github.com/askalf/dario", "homepage_url": "https://www.npmjs.com/package/@askalf/dario", "description": "A local OpenAI- and Anthropic-compatible proxy that brings your Claude Pro/Max subscription to Cursor, Cline, Aider, and the Agent SDK. Session-affinity routing, multi-account pooling, and live drift detection keep long agent runs stable across tools.", "language": "JavaScript", "topics": [ "agent-sdk", "ai", "aider", "anthropic", "claude", "claude-code", "claude-max", "claude-pro", "cline", "cursor", "developer-tools", "litellm", "llm", "llm-router", "oauth", "ollama", "openai", "openai-compat", "openrouter", "proxy" ], "license": "MIT", "stars": 340, "forks": 48, "open_issues": 3, "default_branch": "master", "created_at": "2026-04-08T16:08:01Z", "updated_at": "2026-08-12T18:53:28Z", "pushed_at": "2026-08-12T18:55:45Z", "synced_at": "2026-08-12T21:07:54.793Z" }, "agent_card": { "project_id": "askalf/dario", "project_kind": "project", "category": "coding_agent", "difficulty": "beginner", "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "ollama/ollama", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "project_id": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "project_id": "esengine/DeepSeek-Reasonix", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "summary_for_agent": "Use askalf/dario when the user needs a coding agent project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"ide\" in metadata.", "Matched \"cline\" in metadata.", "Matched \"aider\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-12T21:07:54.793Z" }, "metrics": { "project_id": "askalf/dario", "stars_30d_delta": 26, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 11, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 32, "maintenance_score": 59, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "calculated_at": "2026-08-12T21:07:54.793Z" } }, { "project": { "id": "shinpr/claude-code-workflows", "owner": "shinpr", "name": "claude-code-workflows", "full_name": "shinpr/claude-code-workflows", "github_url": "https://github.com/shinpr/claude-code-workflows", "homepage_url": null, "description": "Development workflows for Claude Code that keep broad exploration focused on the outcome you approved.", "language": "JavaScript", "topics": [ "agent-skills", "agentic-ai", "ai-agents", "automation", "claude-code", "claude-code-plugin", "code-quality", "developer-tools", "development-workflow", "llm-orchestration", "productivity", "prompt-engineering", "skills" ], "license": "MIT", "stars": 669, "forks": 102, "open_issues": 0, "default_branch": "main", "created_at": "2025-10-10T10:11:27Z", "updated_at": "2026-08-10T11:32:52Z", "pushed_at": "2026-08-09T11:52:07Z", "synced_at": "2026-08-10T13:48:02.636Z" }, "agent_card": { "project_id": "shinpr/claude-code-workflows", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "smithersai/smithers", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "vmDeshpande/ai-agent-automation", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use shinpr/claude-code-workflows when the user needs a workflow automation project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-10T13:48:02.636Z" }, "metrics": { "project_id": "shinpr/claude-code-workflows", "stars_30d_delta": 41, "commits_30d": 86, "releases_180d": 76, "contributors_90d": 4, "issue_first_response_median_hours": null, "recent_push_days": 1, "git_score": 30, "maintenance_score": 55, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 29, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-10T13:48:02.636Z" } }, { "project": { "id": "webjsdev/webjs", "owner": "webjsdev", "name": "webjs", "full_name": "webjsdev/webjs", "github_url": "https://github.com/webjsdev/webjs", "homepage_url": "https://webjs.dev", "description": "WebJs is an AI-first full-stack JavaScript framework built on web components. Any AI model reads the whole stack. No training data required.", "language": "JavaScript", "topics": [ "ai-agents", "ai-first", "bun", "fullstack-framework", "javascript-framework", "no-build", "nodejs", "progressive-enhancement", "ssr", "typescript", "web-components", "web-framework" ], "license": "MIT", "stars": 105, "forks": 69, "open_issues": 6, "default_branch": "main", "created_at": "2026-04-15T19:31:48Z", "updated_at": "2026-08-10T13:32:57Z", "pushed_at": "2026-08-10T13:30:05Z", "synced_at": "2026-08-10T13:46:55.249Z" }, "agent_card": { "project_id": "webjsdev/webjs", "project_kind": "project", "category": "agent_framework", "difficulty": "beginner", "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "build agents with webjs", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "crewAIInc/crewAI", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "cloudflare/agents", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use webjsdev/webjs when the user needs an agent framework project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-10T13:46:55.249Z" }, "metrics": { "project_id": "webjsdev/webjs", "stars_30d_delta": 4, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 3, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 30, "maintenance_score": 57, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "calculated_at": "2026-08-10T13:46:55.249Z" } }, { "project": { "id": "achiya-automation/safari-mcp", "owner": "achiya-automation", "name": "safari-mcp", "full_name": "achiya-automation/safari-mcp", "github_url": "https://github.com/achiya-automation/safari-mcp", "homepage_url": "https://achiya-automation.com", "description": "Native Safari browser automation for AI agents. 80 tools via AppleScript — zero overhead, keeps logins, runs silently in background. Drop-in alternative to Chrome DevTools MCP with 40-60% less CPU/heat on Apple Silicon.", "language": "JavaScript", "topics": [ "ai-agents", "ai-tools", "apple-silicon", "applescript", "automation", "browser-automation", "claude", "claude-code", "cursor", "devtools", "llm-tools", "macos", "mcp", "mcp-server", "model-context-protocol", "safari", "safari-mcp", "web-automation", "webkit", "windsurf" ], "license": "MIT", "stars": 164, "forks": 21, "open_issues": 12, "default_branch": "main", "created_at": "2026-03-18T17:47:00Z", "updated_at": "2026-08-06T13:38:50Z", "pushed_at": "2026-08-05T07:04:33Z", "synced_at": "2026-08-08T05:31:13.184Z" }, "agent_card": { "project_id": "achiya-automation/safari-mcp", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with browser_automation, mcp overlap." }, { "project_id": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use achiya-automation/safari-mcp when the user needs a mcp server project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-08T05:31:13.184Z" }, "metrics": { "project_id": "achiya-automation/safari-mcp", "stars_30d_delta": 31, "commits_30d": 60, "releases_180d": 85, "contributors_90d": 7, "issue_first_response_median_hours": null, "recent_push_days": 2, "git_score": 27, "maintenance_score": 51, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-08T05:31:13.184Z" } }, { "project": { "id": "Forward-Future/loopy", "owner": "Forward-Future", "name": "loopy", "full_name": "Forward-Future/loopy", "github_url": "https://github.com/Forward-Future/loopy", "homepage_url": "https://signals.forwardfuture.ai/loop-library/", "description": "A library of practical AI-agent loops and an installable skill for finding, adapting, and designing repeatable agent workflows.", "language": "JavaScript", "topics": [ "agent-skills", "agentic-workflows", "ai-agents", "automation", "codex", "prompt-engineering" ], "license": "MIT", "stars": 3004, "forks": 270, "open_issues": 4, "default_branch": "main", "created_at": "2026-06-12T14:44:22Z", "updated_at": "2026-08-10T07:28:48Z", "pushed_at": "2026-07-26T11:04:33Z", "synced_at": "2026-08-10T13:48:39.490Z" }, "agent_card": { "project_id": "Forward-Future/loopy", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "deployment": [ "vercel", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "shinpr/claude-code-workflows", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "fancyboi999/open-tag", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "agent-sh/agentsys", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use Forward-Future/loopy when the user needs a workflow automation project with vercel, serverless, library-only deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-10T13:48:39.490Z" }, "metrics": { "project_id": "Forward-Future/loopy", "stars_30d_delta": 749, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 4, "issue_first_response_median_hours": null, "recent_push_days": 15, "git_score": 25, "maintenance_score": 11, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 39, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-10T13:48:39.490Z" } }, { "project": { "id": "lidge-jun/agbrowse", "owner": "lidge-jun", "name": "agbrowse", "full_name": "lidge-jun/agbrowse", "github_url": "https://github.com/lidge-jun/agbrowse", "homepage_url": "https://lidge-jun.github.io/agbrowse/", "description": "Ultimate browser automation toolkit for AI agents. Zero MCP token tax, JS evaluate, vision-click with DPR correction.", "language": "JavaScript", "topics": [], "license": null, "stars": 221, "forks": 31, "open_issues": 1, "default_branch": "main", "created_at": "2026-03-07T18:25:46Z", "updated_at": "2026-08-10T01:50:01Z", "pushed_at": "2026-08-08T05:37:37Z", "synced_at": "2026-08-10T13:50:05.243Z" }, "agent_card": { "project_id": "lidge-jun/agbrowse", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "serverless", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "zhu1090093659/deepseek-pp", "reason": "Same mcp server intent with browser_automation, mcp, workflow overlap." }, { "project_id": "openwong2kim/wmux", "reason": "Same mcp server intent with browser_automation, mcp, workflow overlap." }, { "project_id": "Peiiii/nextclaw", "reason": "Same mcp server intent with browser_automation, mcp, workflow overlap." } ], "summary_for_agent": "Use lidge-jun/agbrowse when the user needs a mcp server project with serverless, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-10T13:50:05.243Z" }, "metrics": { "project_id": "lidge-jun/agbrowse", "stars_30d_delta": 28, "commits_30d": 31, "releases_180d": 17, "contributors_90d": 3, "issue_first_response_median_hours": null, "recent_push_days": 2, "git_score": 24, "maintenance_score": 46, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-10T13:50:05.243Z" } }, { "project": { "id": "bagidea/bagidea-office", "owner": "bagidea", "name": "bagidea-office", "full_name": "bagidea/bagidea-office", "github_url": "https://github.com/bagidea/bagidea-office", "homepage_url": "https://bagidea.github.io/bagidea-office/", "description": "A living AI-agent office on your desktop wallpaper — Claude Code agents that walk, work, delegate, learn & hold meetings. Per-agent swappable models (Claude/GLM/DeepSeek/Qwen/Kimi/OpenAI/Gemini/Groq/Ollama…), workflows, plugins, voice & Telegram/Discord/LINE. Open source.", "language": "JavaScript", "topics": [ "agent-orchestration", "ai", "ai-agents", "anthropic", "automation", "autonomous-agents", "claude", "claude-code", "desktop-wallpaper", "gemini", "godot", "llm", "llm-agents", "local-llm", "mcp", "multi-agent", "ollama", "openai" ], "license": "MIT", "stars": 189, "forks": 59, "open_issues": 0, "default_branch": "main", "created_at": "2026-06-03T21:21:42Z", "updated_at": "2026-08-11T15:51:16Z", "pushed_at": "2026-08-05T14:22:47Z", "synced_at": "2026-08-12T03:00:37.572Z" }, "agent_card": { "project_id": "bagidea/bagidea-office", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use bagidea/bagidea-office when the user needs a mcp server project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-12T03:00:37.572Z" }, "metrics": { "project_id": "bagidea/bagidea-office", "stars_30d_delta": 48, "commits_30d": 27, "releases_180d": 70, "contributors_90d": 4, "issue_first_response_median_hours": null, "recent_push_days": 6, "git_score": 24, "maintenance_score": 44, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-12T03:00:37.572Z" } }, { "project": { "id": "firecrawl/firecrawl-mcp-server", "owner": "firecrawl", "name": "firecrawl-mcp-server", "full_name": "firecrawl/firecrawl-mcp-server", "github_url": "https://github.com/firecrawl/firecrawl-mcp-server", "homepage_url": "https://firecrawl.dev", "description": "🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.", "language": "JavaScript", "topics": [ "batch-processing", "claude", "content-extraction", "data-collection", "firecrawl", "firecrawl-ai", "javascript-rendering", "llm-tools", "mcp", "mcp-server", "model-context-protocol", "search-api", "web-crawler", "web-scraping" ], "license": "MIT", "stars": 7224, "forks": 845, "open_issues": 148, "default_branch": "main", "created_at": "2024-12-06T07:50:27Z", "updated_at": "2026-08-13T07:30:59Z", "pushed_at": "2026-08-12T20:16:10Z", "synced_at": "2026-08-13T08:30:28.618Z" }, "agent_card": { "project_id": "firecrawl/firecrawl-mcp-server", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "cobusgreyling/loop-engineering", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "vshulcz/deja-vu", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use firecrawl/firecrawl-mcp-server when the user needs a mcp server project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-13T08:30:28.618Z" }, "metrics": { "project_id": "firecrawl/firecrawl-mcp-server", "stars_30d_delta": 303, "commits_30d": 55, "releases_180d": 0, "contributors_90d": 28, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 23, "maintenance_score": 31, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-13T08:30:28.618Z" } }, { "project": { "id": "agent-sh/agentsys", "owner": "agent-sh", "name": "agentsys", "full_name": "agent-sh/agentsys", "github_url": "https://github.com/agent-sh/agentsys", "homepage_url": "https://agent-sh.github.io/agentsys/", "description": "AI writes code. This automates everything else · 24 plugins · 49 agents · 44 skills · for Claude Code, OpenCode, Codex, Cursor, Kiro.", "language": "JavaScript", "topics": [ "agent", "ai", "anthropic", "automation", "autonomous-agents", "claude", "claude-code", "cli", "code-review", "codex", "cursor", "devtools", "openai", "opencode", "plugins", "productivity", "skills", "slash-commands", "vibe-coding", "workflow" ], "license": "MIT", "stars": 957, "forks": 110, "open_issues": 0, "default_branch": "main", "created_at": "2026-01-15T09:33:05Z", "updated_at": "2026-08-10T08:27:10Z", "pushed_at": "2026-07-26T20:50:54Z", "synced_at": "2026-08-10T13:50:04.174Z" }, "agent_card": { "project_id": "agent-sh/agentsys", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "deployment": [ "serverless", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "coleam00/Archon", "reason": "Same workflow automation intent with coding_agent, workflow overlap." }, { "project_id": "foryourhealth111-pixel/Vibe-Skills", "reason": "Same workflow automation intent with coding_agent, workflow overlap." } ], "summary_for_agent": "Use agent-sh/agentsys when the user needs a workflow automation project with serverless, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"serverless\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-10T13:50:04.174Z" }, "metrics": { "project_id": "agent-sh/agentsys", "stars_30d_delta": 72, "commits_30d": 3, "releases_180d": 44, "contributors_90d": 6, "issue_first_response_median_hours": null, "recent_push_days": 14, "git_score": 23, "maintenance_score": 38, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 37, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-10T13:50:04.174Z" } }, { "project": { "id": "clawplays/ospec", "owner": "clawplays", "name": "ospec", "full_name": "clawplays/ospec", "github_url": "https://github.com/clawplays/ospec", "homepage_url": "https://ospec.ai", "description": "Spec-driven, agentic workflow framework for AI coding agents. Turn a request into a verifiable goal loop — plan, act, verify — with durable specs and evidence in your repo. Works with Claude Code, Codex, Gemini, OpenCode, and plain CLI.", "language": "JavaScript", "topics": [ "agentic-ai", "agentic-coding", "ai", "ai-agents", "ai-coding-assistant", "ai-workflow", "claude-code", "cli", "codex", "coding-agent", "developer-tools", "llm", "loop-engineering", "mcp", "model-context-protocol", "prompt-engineering", "sdd", "spec-driven-development" ], "license": "MIT", "stars": 525, "forks": 32, "open_issues": 0, "default_branch": "main", "created_at": "2026-03-31T02:49:55Z", "updated_at": "2026-08-10T01:15:03Z", "pushed_at": "2026-07-29T06:21:13Z", "synced_at": "2026-08-10T13:49:00.411Z" }, "agent_card": { "project_id": "clawplays/ospec", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "project_id": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "AstrBotDevs/AstrBot", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use clawplays/ospec when the user needs a mcp server project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-10T13:49:00.411Z" }, "metrics": { "project_id": "clawplays/ospec", "stars_30d_delta": 0, "commits_30d": 32, "releases_180d": 55, "contributors_90d": 3, "issue_first_response_median_hours": null, "recent_push_days": 12, "git_score": 23, "maintenance_score": 42, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 28, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-10T13:49:00.411Z" } } ], "search": { "applied_filters": { "language": "JavaScript" }, "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", "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": "eyJ2IjoxLCJzIjoiZDE6MTA2NzoyMDI2LTA4LTEzVDEzOjUzOjA2LjU4OVoiLCJxIjoiOTQzYWQ5MjM2OWE1MjNlNGMwZDc2NzZjIiwibyI6MjB9", "snapshot_id": "d1:1067:2026-08-13T13:53:06.589Z" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1067, "generated_at": "2026-08-13T14:02:43.237Z", "snapshot_id": "d1:1067:2026-08-13T13:53:06.589Z", "latest_synced_at": "2026-08-13T13:53:06.589Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }