{ "project": { "project_id": "rcarmo/piclaw", "repo": "rcarmo/piclaw", "name": "piclaw", "github_url": "https://github.com/rcarmo/piclaw", "homepage_url": "https://rcarmo.github.io/projects/piclaw/", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "adaptive-cards", "ai-agent", "bun", "coding-agent", "docker", "llm", "pi-agent", "self-hosted", "typescript", "vnc", "web-ui", "workspace" ], "description": "pi coding agent in a technicolor web trenchcoat ", "overview": "Use rcarmo/piclaw when the user needs a coding agent project with docker, local, cloud deployment options.", "alternatives": [], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "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" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 780, "recent_commits": 100, "contributors": 12, "issue_response_time_hours": null, "release_frequency_180d": 15 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 36, "agent_score": 70, "score": 87, "agent_score_breakdown": { "documentation": 90, "maintenance": 59, "deployment": 80, "popularity": 58, "community": 57 }, "git_top_score": 87, "git_top_score_breakdown": { "community": 100, "maintenance": 72, "documentation": 84, "stability": 100, "adoption": 82, "agent_readability": 90 }, "summary": { "tl_dr": "Use rcarmo/piclaw when the user needs a coding agent project with docker, local, cloud deployment options.", "purpose": "Use rcarmo/piclaw when the user needs a coding agent project with docker, local, cloud 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", "static documentation sites", "non-code workflows" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "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", "Low-confidence classification fields: cloudflareReady.", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-07-07T21:01:13.901Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Low-confidence classification fields: cloudflareReady.", "Partial or estimated quality signals: stars30dDelta, 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": "2026-07-07T21:01:13.901Z" }, "related": [ { "project_id": "esengine/DeepSeek-Reasonix", "repo": "esengine/DeepSeek-Reasonix", "name": "DeepSeek-Reasonix", "github_url": "https://github.com/esengine/DeepSeek-Reasonix", "homepage_url": "http://reasonix.io/", "language": "Go", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agent", "agent-framework", "ai-agent", "ai-coding", "cli", "coding-agent", "deepseek", "developer-tools", "ink", "llm", "prompt-caching", "r1", "terminal", "tool-use", "tui", "typescript" ], "description": "DeepSeek-native AI coding agent for your terminal. Engineered around prefix-cache stability โ€” leave it running.", "overview": "Use esengine/DeepSeek-Reasonix when the user needs a coding agent project with local, cloud deployment options.", "alternatives": [], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "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" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" 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": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 25558, "recent_commits": 100, "contributors": 77, "issue_response_time_hours": null, "release_frequency_180d": 73 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 83, "agent_score": 84, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 75, "deployment": 70, "popularity": 88, "community": 100 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 83, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 90 }, "summary": { "tl_dr": "Use esengine/DeepSeek-Reasonix when the user needs a coding agent project with local, cloud deployment options.", "purpose": "Use esengine/DeepSeek-Reasonix when the user needs a coding agent project with local, cloud deployment options.", "install": "Use the repository's CLI, package, or agent runtime 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", "static documentation sites", "non-code workflows" ], "deployment": [ "local", "cloud" ], "alternatives": [] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" 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": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "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", "Low-confidence classification fields: cloudflareReady.", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-07-01T09:01:05.010Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Low-confidence classification fields: cloudflareReady.", "Partial or estimated quality signals: stars30dDelta, 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": "2026-07-01T09:01:05.010Z" }, { "project_id": "agentforce314/clawcodex", "repo": "agentforce314/clawcodex", "name": "clawcodex", "github_url": "https://github.com/agentforce314/clawcodex", "homepage_url": "https://clawcodex.app", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agent", "ai", "ai-agent", "ai-coding", "claude", "claude-code", "cli", "code", "codex", "coding", "coding-agent", "deepseek", "llm", "python", "token-efficient" ], "description": "Token efficient Claude Code full Python rebuild. AI Coding Agent in 230K LoC pure Python. Up to 200X Cost Saving!", "overview": "Use agentforce314/clawcodex when the user needs a coding agent project with library_only, local, cloud deployment options.", "alternatives": [], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "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": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 670, "recent_commits": 100, "contributors": 5, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 22, "agent_score": 62, "score": 76, "agent_score_breakdown": { "documentation": 90, "maintenance": 32, "deployment": 80, "popularity": 57, "community": 50 }, "git_top_score": 76, "git_top_score_breakdown": { "community": 85, "maintenance": 42, "documentation": 92, "stability": 70, "adoption": 83, "agent_readability": 90 }, "summary": { "tl_dr": "Use agentforce314/clawcodex when the user needs a coding agent project with library_only, local, cloud deployment options.", "purpose": "Use agentforce314/clawcodex 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": [] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "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", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-02T11:00:56.373Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, 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": "2026-07-02T11:00:56.373Z" }, { "project_id": "generalaction/emdash", "repo": "generalaction/emdash", "name": "emdash", "github_url": "https://github.com/generalaction/emdash", "homepage_url": "https://emdash.sh", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agenticdevelopment", "agenticdevelopmentenvironment", "ai", "claude-code", "cli", "coding-agents", "codingagents", "containerization", "docker", "gitworktrees", "jira", "linear", "llm", "openai", "opensource", "orchestration", "parallel-agents", "parallelexecution", "terminal" ], "description": "Emdash is the Open-Source Agentic Development Environment (๐Ÿงก YC W26). Run multiple coding agents in parallel. Use any provider.", "overview": "Use generalaction/emdash when the user needs a coding agent project with docker, local, cloud deployment options.", "alternatives": [], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "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" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"coding agent\" in metadata.", "Matched \"ide\" 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": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 5088, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 87 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 57, "agent_score": 83, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 74, "community": 100 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 90 }, "summary": { "tl_dr": "Use generalaction/emdash when the user needs a coding agent project with docker, local, cloud deployment options.", "purpose": "Use generalaction/emdash when the user needs a coding agent project with docker, local, cloud 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", "static documentation sites", "non-code workflows" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"coding agent\" in metadata.", "Matched \"ide\" 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": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "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", "Low-confidence classification fields: cloudflareReady.", "Partial or estimated quality signals: stars30dDelta, commits30d, contributors90d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-07-07T21:01:06.443Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Low-confidence classification fields: cloudflareReady.", "Partial or estimated quality signals: stars30dDelta, commits30d, contributors90d." ], "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": "2026-07-07T21:01:06.443Z" }, { "project_id": "langchain-ai/open-swe", "repo": "langchain-ai/open-swe", "name": "open-swe", "github_url": "https://github.com/langchain-ai/open-swe", "homepage_url": "https://www.langchain.com/blog/open-swe-an-open-source-framework-for-internal-coding-agents", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agent", "agents", "ai", "anthropic", "claudecode", "llm", "llms", "openai" ], "description": "An Open-Source Asynchronous Coding Agent", "overview": "Use langchain-ai/open-swe when the user needs a coding agent project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "sgl-project/sglang", "reason": "Similar coding agent with docker/local deployment overlap." }, { "repo": "continuedev/continue", "reason": "Similar coding agent with local/cloud deployment overlap." }, { "repo": "huggingface/sentence-transformers", "reason": "Similar coding agent with local/cloud deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "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" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 10044, "recent_commits": 100, "contributors": 28, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 39, "agent_score": 71, "score": 82, "agent_score_breakdown": { "documentation": 90, "maintenance": 38, "deployment": 80, "popularity": 80, "community": 73 }, "git_top_score": 82, "git_top_score_breakdown": { "community": 100, "maintenance": 46, "documentation": 84, "stability": 70, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use langchain-ai/open-swe when the user needs a coding agent project with docker, local, cloud deployment options.", "purpose": "Use langchain-ai/open-swe when the user needs a coding agent project with docker, local, cloud 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", "static documentation sites", "non-code workflows" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "sgl-project/sglang", "reason": "Similar coding agent with docker/local deployment overlap." }, { "repo": "continuedev/continue", "reason": "Similar coding agent with local/cloud deployment overlap." }, { "repo": "huggingface/sentence-transformers", "reason": "Similar coding agent with local/cloud deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "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: stars30dDelta, commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-06-26T00:00:51.513Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta, 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": "2026-06-26T00:00:51.513Z" }, { "project_id": "mixpeek/amux", "repo": "mixpeek/amux", "name": "amux", "github_url": "https://github.com/mixpeek/amux", "homepage_url": "https://amux.io", "language": "HTML", "license": "NOASSERTION", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agent-orchestration", "agentic-ai", "ai-agents", "ai-coding-assistant", "anthropic", "automation", "claude", "claude-code", "cli", "codex", "coding-agent", "developer-tools", "gemini", "llm", "multi-agent", "orchestration", "parallel-processing", "python", "self-hosted", "tmux" ], "description": "Open-source control plane for AI coding agents โ€” run, monitor & orchestrate dozens of parallel Claude Code, Codex & Gemini sessions from one web dashboard or your phone. Self-healing, single-file, tmux-native.", "overview": "Use mixpeek/amux when the user needs a coding agent project with docker, library_only, local deployment options.", "alternatives": [], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "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": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 275, "recent_commits": 100, "contributors": 9, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 17, "agent_score": 63, "score": 73, "agent_score_breakdown": { "documentation": 90, "maintenance": 33, "deployment": 90, "popularity": 49, "community": 54 }, "git_top_score": 73, "git_top_score_breakdown": { "community": 93, "maintenance": 42, "documentation": 84, "stability": 70, "adoption": 68, "agent_readability": 90 }, "summary": { "tl_dr": "Use mixpeek/amux when the user needs a coding agent project with docker, library_only, local deployment options.", "purpose": "Use mixpeek/amux when the user needs a coding agent project with docker, library_only, local 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", "library_only", "local", "cloud" ], "alternatives": [] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "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", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-04T02:00:34.659Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, 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": "2026-07-04T02:00:34.659Z" }, { "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": "Your Claude Pro/Max subscription in any tool โ€” Cursor, Cline, Aider, Agent SDK โ€” at subscription pricing, not per-token bills. One local endpoint that replays Claude Code's wire shape so your traffic stays in the subscription pool.", "overview": "Use askalf/dario when the user needs a coding agent project with docker, library_only, local deployment options.", "alternatives": [], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "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 \"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": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 300, "recent_commits": 100, "contributors": 10, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 34, "agent_score": 70, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 59, "deployment": 90, "popularity": 50, "community": 55 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 97, "maintenance": 72, "documentation": 84, "stability": 100, "adoption": 71, "agent_readability": 90 }, "summary": { "tl_dr": "Use askalf/dario when the user needs a coding agent project with docker, library_only, local deployment options.", "purpose": "Use askalf/dario when the user needs a coding agent project with docker, library_only, local 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", "library_only", "local", "cloud" ], "alternatives": [] }, "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 \"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": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "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", "Low-confidence classification fields: cloudflareReady.", "Partial or estimated quality signals: stars30dDelta, commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-01T22:01:07.191Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Low-confidence classification fields: cloudflareReady.", "Partial or estimated quality signals: stars30dDelta, 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": "2026-07-01T22:01:07.191Z" }, { "project_id": "hadihonarvar/flock", "repo": "hadihonarvar/flock", "name": "flock", "github_url": "https://github.com/hadihonarvar/flock", "homepage_url": "https://flockllm.com", "language": "Go", "license": "Apache-2.0", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "ai-gateway", "aider", "anthropic", "claude-code", "cursor", "gguf", "golang", "inference", "llama-cpp", "llm", "local-llm", "mlx", "multi-tenant", "ollama", "openai-compatible", "opentelemetry", "prometheus", "self-hosted", "sharded-inference", "vllm" ], "description": "Self-hosted LLM gateway. One Go binary turns your Macs and Linux boxes into a private inference cluster โ€” multi-machine routing, sharding via llama.cpp-RPC, per-user keys + quotas + audit, OpenAI- and Anthropic-compatible APIs behind one endpoint. Point Cursor / Claude Code / Aider / SDKs at it.", "overview": "Use hadihonarvar/flock when the user needs a coding agent project with docker, kubernetes, library_only deployment options.", "alternatives": [], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "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 \"aider\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, gpu.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 56, "recent_commits": 100, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 90 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 31, "agent_score": 67, "score": 75, "agent_score_breakdown": { "documentation": 90, "maintenance": 56, "deployment": 100, "popularity": 35, "community": 46 }, "git_top_score": 75, "git_top_score_breakdown": { "community": 62, "maintenance": 70, "documentation": 92, "stability": 100, "adoption": 38, "agent_readability": 90 }, "summary": { "tl_dr": "Use hadihonarvar/flock when the user needs a coding agent project with docker, kubernetes, library_only deployment options.", "purpose": "Use hadihonarvar/flock when the user needs a coding agent project with docker, kubernetes, library_only 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", "kubernetes", "library_only", "local", "cloud" ], "alternatives": [] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"ide\" in metadata.", "Matched \"aider\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, gpu.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "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", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-02T02:01:06.254Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, 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": "2026-07-02T02:01:06.254Z" }, { "project_id": "humanlayer/humanlayer", "repo": "humanlayer/humanlayer", "name": "humanlayer", "github_url": "https://github.com/humanlayer/humanlayer", "homepage_url": "https://humanlayer.dev/code", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agents", "ai", "amp", "claude-code", "codex", "human-in-the-loop", "humanlayer", "llm", "llms", "opencode" ], "description": "The best way to get AI coding agents to solve hard problems in complex codebases.", "overview": "Use humanlayer/humanlayer when the user needs a coding agent project with docker, local, cloud deployment options.", "alternatives": [], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "advanced", "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" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 11080, "recent_commits": 1, "contributors": 29, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 10, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 26, "agent_score": 73, "score": 84, "agent_score_breakdown": { "documentation": 90, "maintenance": 44, "deployment": 80, "popularity": 81, "community": 74 }, "git_top_score": 84, "git_top_score_breakdown": { "community": 100, "maintenance": 43, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 90 }, "summary": { "tl_dr": "Use humanlayer/humanlayer when the user needs a coding agent project with docker, local, cloud deployment options.", "purpose": "Use humanlayer/humanlayer when the user needs a coding agent project with docker, local, cloud 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", "static documentation sites", "non-code workflows" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "low", "evidence": [ "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 10, "commits_30d": "complete", "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", "Low-confidence classification fields: cloudflareReady.", "Partial or estimated quality signals: releases180d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-07-01T18:01:03.270Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Low-confidence classification fields: cloudflareReady.", "Partial or estimated quality signals: releases180d." ], "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": "2026-07-01T18:01:03.270Z" } ], "resolved_from": { "requested_id": "rcarmo/piclaw", "resolved_id": "rcarmo/piclaw", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 839, "generated_at": "2026-07-08T00:34:40.111Z", "loaded_project_limit": 2000, "truncated": false } }