{ "project": { "project_id": "majiayu000/harness", "repo": "majiayu000/harness", "name": "harness", "github_url": "https://github.com/majiayu000/harness", "homepage_url": null, "language": "Rust", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "ai-agent", "ai-tools", "cli", "developer-tools", "llm", "observability", "orchestration", "rules-engine", "rust", "skills" ], "description": "Run fleets of parallel coding agents with governance โ€” Rust control plane for Claude Code & Codex: orchestration, policy, cross-agent review, observability.", "overview": "Use majiayu000/harness 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": "high", "evidence": [ "Runtime blocker: postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 52, "recent_commits": 100, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 1 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 16, "agent_score": 58, "score": 67, "agent_score_breakdown": { "documentation": 90, "maintenance": 34, "deployment": 80, "popularity": 34, "community": 47 }, "git_top_score": 67, "git_top_score_breakdown": { "community": 65, "maintenance": 45, "documentation": 84, "stability": 78, "adoption": 45, "agent_readability": 90 }, "summary": { "tl_dr": "Use majiayu000/harness when the user needs a coding agent project with docker, local, cloud deployment options.", "purpose": "Use majiayu000/harness 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": "high", "evidence": [ "Runtime blocker: postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "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": "2026-08-02T21:00:10.424Z" }, "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": "2026-08-02T21:00:10.424Z" }, "summary": "majiayu000/harness has 5 alternative candidates. Top match is OpenHands/OpenHands at 100/100 because Same coding agent intent with coding_agent, workflow overlap.", "stats": { "candidate_count": 5, "explicit_count": 0, "cloudflare_ready_count": 0, "average_similarity": 100, "top_candidate": "OpenHands/OpenHands" }, "next_actions": [ { "label": "Compare shortlist", "href": "/api/compare?repos=majiayu000/harness,OpenHands/OpenHands,esengine/DeepSeek-Reasonix,generalaction/emdash,gi-dellav/zerostack,SirAllap/agentglass", "kind": "compare" }, { "label": "Open source graph", "href": "/graph/majiayu000/harness", "kind": "graph" }, { "label": "Explain source score", "href": "/score/majiayu000/harness", "kind": "score" }, { "label": "Open source project", "href": "/projects/majiayu000/harness", "kind": "project" }, { "label": "Get recommendations", "href": "/api/recommend?category=coding_agent&limit=5", "kind": "recommend" } ], "comparison_links": { "compare": "/api/compare?repos=majiayu000/harness,OpenHands/OpenHands,esengine/DeepSeek-Reasonix,generalaction/emdash,gi-dellav/zerostack,SirAllap/agentglass", "graph": "/graph/majiayu000/harness", "project": "/projects/majiayu000/harness", "score": "/score/majiayu000/harness" }, "evidence": { "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "At least one candidate changes primary language; migration cost may be higher." ], "confidence_reason": "Top alternative has 100/100 similarity with same use case evidence.", "last_verified_at": "2026-08-02T21:00:10.424Z" }, "caveats": [ "At least one candidate changes primary language; migration cost may be higher." ], "confidence_reason": "Top alternative has 100/100 similarity with same use case evidence.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-08-02T21:00:10.424Z", "alternatives": [ { "project_id": "OpenHands/OpenHands", "repo": "OpenHands/OpenHands", "name": "OpenHands", "github_url": "https://github.com/OpenHands/OpenHands", "homepage_url": "https://openhands.dev", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agent", "artificial-intelligence", "chatgpt", "claude-ai", "cli", "developer-tools", "gpt", "llm", "openai" ], "description": "๐Ÿ™Œ OpenHands: AI-Driven Development", "overview": "Use OpenHands/OpenHands when the user needs a coding agent project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "Aider-AI/aider", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "generalaction/emdash", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "langchain-ai/open-swe", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "library_only", "local" ], "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 \"openhands\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 82772, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 30 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 38, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 92, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 98, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use OpenHands/OpenHands when the user needs a coding agent project with docker, vercel, serverless deployment options.", "purpose": "Use OpenHands/OpenHands 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": "Aider-AI/aider", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "generalaction/emdash", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "langchain-ai/open-swe", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"openhands\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "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": 38, "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": "2026-08-01T14:30:26.028Z" }, "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": "2026-08-01T14:30:26.028Z" }, { "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": [ { "repo": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "ollama/ollama", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "modu-ai/moai-adk", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "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": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 28484, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 84, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 70, "popularity": 89, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "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": [ { "repo": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "ollama/ollama", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "modu-ai/moai-adk", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "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": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "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, releases180d, contributors90d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-08-01T16:30:16.959Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d, 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": "2026-08-01T16:30:16.959Z" }, { "project_id": "generalaction/emdash", "repo": "generalaction/emdash", "name": "emdash", "github_url": "https://github.com/generalaction/emdash", "homepage_url": "https://emdash.ai", "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": [ { "repo": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "continuedev/continue", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "Nano-Collective/nanocoder", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "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": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 5292, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 93 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 21, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 50, "agent_score": 83, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 74, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "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": [ { "repo": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "continuedev/continue", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "Nano-Collective/nanocoder", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "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": "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": 21, "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", "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": "2026-07-29T13:26:37.322Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "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": "2026-07-29T13:26:37.322Z" }, { "project_id": "gi-dellav/zerostack", "repo": "gi-dellav/zerostack", "name": "zerostack", "github_url": "https://github.com/gi-dellav/zerostack", "homepage_url": "https://gi-dellav.github.io/zerostack/", "language": "Rust", "license": "GPL-3.0", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agent", "agentic-ai", "agentic-coding", "agents", "ai", "claude-code", "coding-agent", "llm", "rust", "rust-lang" ], "description": "Lightweight coding agent written in Rust, optimized for memory footprint and performance", "overview": "Use gi-dellav/zerostack when the user needs a coding agent project with local, cloud deployment options.", "alternatives": [ { "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." }, { "repo": "generalaction/emdash", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "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": "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": 1534, "recent_commits": 100, "contributors": 24, "issue_response_time_hours": null, "release_frequency_180d": 38 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 20, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 36, "agent_score": 71, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 62, "deployment": 70, "popularity": 64, "community": 69 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 74, "documentation": 84, "stability": 100, "adoption": 91, "agent_readability": 100 }, "summary": { "tl_dr": "Use gi-dellav/zerostack when the user needs a coding agent project with local, cloud deployment options.", "purpose": "Use gi-dellav/zerostack 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": [ { "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." }, { "repo": "generalaction/emdash", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "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": [ "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": 20, "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": "2026-07-29T13:30:32.405Z" }, "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": "2026-07-29T13:30:32.405Z" }, { "project_id": "SirAllap/agentglass", "repo": "SirAllap/agentglass", "name": "agentglass", "github_url": "https://github.com/SirAllap/agentglass", "homepage_url": "https://sirallap.github.io/agentglass/", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "ai-agents", "anthropic", "bun", "claude-code", "cost-tracking", "dashboard", "developer-tools", "llm", "observability", "react", "sqlite" ], "description": "๐Ÿ›ฐ Every AI coding agent on your machine, on one screen โ€” live cost, tokens and tool calls across every provider, and a hold on anything dangerous until you say go. From your desk or your phone.", "overview": "Use SirAllap/agentglass when the user needs a coding agent project with docker, local, cloud deployment options.", "alternatives": [ { "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." }, { "repo": "continuedev/continue", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "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": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 278, "recent_commits": 100, "contributors": 13, "issue_response_time_hours": null, "release_frequency_180d": 7 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 35, "agent_score": 66, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 49, "deployment": 80, "popularity": 49, "community": 58 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 100, "maintenance": 65, "documentation": 84, "stability": 100, "adoption": 69, "agent_readability": 100 }, "summary": { "tl_dr": "Use SirAllap/agentglass when the user needs a coding agent project with docker, local, cloud deployment options.", "purpose": "Use SirAllap/agentglass 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": "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." }, { "repo": "continuedev/continue", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "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": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "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": "2026-07-28T17:01:04.657Z" }, "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": "2026-07-28T17:01:04.657Z" } ], "alternative_matches": [ { "project_id": "OpenHands/OpenHands", "repo": "OpenHands/OpenHands", "name": "OpenHands", "github_url": "https://github.com/OpenHands/OpenHands", "homepage_url": "https://openhands.dev", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agent", "artificial-intelligence", "chatgpt", "claude-ai", "cli", "developer-tools", "gpt", "llm", "openai" ], "description": "๐Ÿ™Œ OpenHands: AI-Driven Development", "overview": "Use OpenHands/OpenHands when the user needs a coding agent project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "Aider-AI/aider", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "generalaction/emdash", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "langchain-ai/open-swe", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "library_only", "local" ], "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 \"openhands\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 82772, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 30 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 38, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 92, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 98, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use OpenHands/OpenHands when the user needs a coding agent project with docker, vercel, serverless deployment options.", "purpose": "Use OpenHands/OpenHands 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": "Aider-AI/aider", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "generalaction/emdash", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "langchain-ai/open-swe", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"openhands\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "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": 38, "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, local.", "Shared dependency context: llm-provider.", "Language changes to TypeScript; migration cost may be higher.", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "last_verified_at": "2026-08-01T14:30:26.028Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, local.", "Shared dependency context: llm-provider.", "Language changes to TypeScript; migration cost may be higher.", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-08-01T14:30:26.028Z", "similarity_score": 100, "alternative_reason": "Same coding agent intent with coding_agent, workflow overlap.", "replacement_type": "same_use_case", "match_signals": { "explicit": false, "shared_category": true, "shared_deployments": [ "docker", "local" ], "shared_use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "shared_topics": [ "cli", "developer-tools", "llm" ], "intent_overlap": [ "coding_agent", "workflow" ], "dependency_overlap": [ "llm-provider" ], "same_language": false, "stronger_maintenance": true, "cloudflare_ready_upgrade": false }, "fit_summary": "Strong replacement candidate with overlapping indexed use cases.", "adoption_notes": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, local.", "Shared dependency context: llm-provider.", "Language changes to TypeScript; migration cost may be higher." ], "replacement_risk": "low" }, { "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": [ { "repo": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "ollama/ollama", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "modu-ai/moai-adk", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "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": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 28484, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 84, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 70, "popularity": 89, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "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": [ { "repo": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "ollama/ollama", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "modu-ai/moai-adk", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "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": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "Language changes to Go; migration cost may be higher.", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d, contributors90d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "last_verified_at": "2026-08-01T16:30:16.959Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "Language changes to Go; migration cost may be higher.", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d, contributors90d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-08-01T16:30:16.959Z", "similarity_score": 100, "alternative_reason": "Same coding agent intent with coding_agent, workflow overlap.", "replacement_type": "same_use_case", "match_signals": { "explicit": false, "shared_category": true, "shared_deployments": [ "local", "cloud" ], "shared_use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "shared_topics": [ "ai-agent", "cli", "developer-tools", "llm" ], "intent_overlap": [ "coding_agent", "workflow" ], "dependency_overlap": [ "llm-provider" ], "same_language": false, "stronger_maintenance": true, "cloudflare_ready_upgrade": false }, "fit_summary": "Strong replacement candidate with overlapping indexed use cases.", "adoption_notes": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "Language changes to Go; migration cost may be higher." ], "replacement_risk": "low" }, { "project_id": "generalaction/emdash", "repo": "generalaction/emdash", "name": "emdash", "github_url": "https://github.com/generalaction/emdash", "homepage_url": "https://emdash.ai", "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": [ { "repo": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "continuedev/continue", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "Nano-Collective/nanocoder", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "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": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 5292, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 93 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 21, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 50, "agent_score": 83, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 74, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "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": [ { "repo": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "continuedev/continue", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "Nano-Collective/nanocoder", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "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": "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": 21, "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, local, cloud.", "Shared dependency context: llm-provider.", "Language changes to TypeScript; migration cost may be higher.", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "last_verified_at": "2026-07-29T13:26:37.322Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, local, cloud.", "Shared dependency context: llm-provider.", "Language changes to TypeScript; migration cost may be higher.", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-07-29T13:26:37.322Z", "similarity_score": 100, "alternative_reason": "Same coding agent intent with coding_agent, workflow overlap.", "replacement_type": "same_use_case", "match_signals": { "explicit": false, "shared_category": true, "shared_deployments": [ "docker", "local", "cloud" ], "shared_use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "shared_topics": [ "cli", "llm", "orchestration" ], "intent_overlap": [ "coding_agent", "workflow" ], "dependency_overlap": [ "llm-provider" ], "same_language": false, "stronger_maintenance": true, "cloudflare_ready_upgrade": false }, "fit_summary": "Strong replacement candidate with overlapping indexed use cases.", "adoption_notes": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, local, cloud.", "Shared dependency context: llm-provider.", "Language changes to TypeScript; migration cost may be higher." ], "replacement_risk": "low" }, { "project_id": "gi-dellav/zerostack", "repo": "gi-dellav/zerostack", "name": "zerostack", "github_url": "https://github.com/gi-dellav/zerostack", "homepage_url": "https://gi-dellav.github.io/zerostack/", "language": "Rust", "license": "GPL-3.0", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agent", "agentic-ai", "agentic-coding", "agents", "ai", "claude-code", "coding-agent", "llm", "rust", "rust-lang" ], "description": "Lightweight coding agent written in Rust, optimized for memory footprint and performance", "overview": "Use gi-dellav/zerostack when the user needs a coding agent project with local, cloud deployment options.", "alternatives": [ { "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." }, { "repo": "generalaction/emdash", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "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": "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": 1534, "recent_commits": 100, "contributors": 24, "issue_response_time_hours": null, "release_frequency_180d": 38 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 20, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 36, "agent_score": 71, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 62, "deployment": 70, "popularity": 64, "community": 69 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 74, "documentation": 84, "stability": 100, "adoption": 91, "agent_readability": 100 }, "summary": { "tl_dr": "Use gi-dellav/zerostack when the user needs a coding agent project with local, cloud deployment options.", "purpose": "Use gi-dellav/zerostack 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": [ { "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." }, { "repo": "generalaction/emdash", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "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": [ "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": 20, "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "last_verified_at": "2026-07-29T13:30:32.405Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider.", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-07-29T13:30:32.405Z", "similarity_score": 100, "alternative_reason": "Same coding agent intent with coding_agent, workflow overlap.", "replacement_type": "same_use_case", "match_signals": { "explicit": false, "shared_category": true, "shared_deployments": [ "local", "cloud" ], "shared_use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "shared_topics": [ "llm", "rust" ], "intent_overlap": [ "coding_agent", "workflow" ], "dependency_overlap": [ "llm-provider" ], "same_language": true, "stronger_maintenance": true, "cloudflare_ready_upgrade": false }, "fit_summary": "Strong replacement candidate with overlapping indexed use cases.", "adoption_notes": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: local, cloud.", "Shared dependency context: llm-provider." ], "replacement_risk": "low" }, { "project_id": "SirAllap/agentglass", "repo": "SirAllap/agentglass", "name": "agentglass", "github_url": "https://github.com/SirAllap/agentglass", "homepage_url": "https://sirallap.github.io/agentglass/", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "ai-agents", "anthropic", "bun", "claude-code", "cost-tracking", "dashboard", "developer-tools", "llm", "observability", "react", "sqlite" ], "description": "๐Ÿ›ฐ Every AI coding agent on your machine, on one screen โ€” live cost, tokens and tool calls across every provider, and a hold on anything dangerous until you say go. From your desk or your phone.", "overview": "Use SirAllap/agentglass when the user needs a coding agent project with docker, local, cloud deployment options.", "alternatives": [ { "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." }, { "repo": "continuedev/continue", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "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": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 278, "recent_commits": 100, "contributors": 13, "issue_response_time_hours": null, "release_frequency_180d": 7 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 35, "agent_score": 66, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 49, "deployment": 80, "popularity": 49, "community": 58 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 100, "maintenance": 65, "documentation": 84, "stability": 100, "adoption": 69, "agent_readability": 100 }, "summary": { "tl_dr": "Use SirAllap/agentglass when the user needs a coding agent project with docker, local, cloud deployment options.", "purpose": "Use SirAllap/agentglass 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": "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." }, { "repo": "continuedev/continue", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "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": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, local, cloud.", "Shared dependency context: llm-provider.", "Language changes to TypeScript; migration cost may be higher.", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "last_verified_at": "2026-07-28T17:01:04.657Z" }, "caveats": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, local, cloud.", "Shared dependency context: llm-provider.", "Language changes to TypeScript; migration cost may be higher.", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Low replacement risk: 100/100 similarity with category or use-case overlap.", "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", "alternative.match_signals", "alternative.similarity_score", "alternative.replacement_type" ], "last_verified_at": "2026-07-28T17:01:04.657Z", "similarity_score": 100, "alternative_reason": "Same coding agent intent with coding_agent, observability, workflow overlap.", "replacement_type": "same_use_case", "match_signals": { "explicit": false, "shared_category": true, "shared_deployments": [ "docker", "local", "cloud" ], "shared_use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "shared_topics": [ "developer-tools", "llm", "observability" ], "intent_overlap": [ "coding_agent", "observability", "workflow" ], "dependency_overlap": [ "llm-provider" ], "same_language": false, "stronger_maintenance": true, "cloudflare_ready_upgrade": false }, "fit_summary": "Strong replacement candidate with overlapping indexed use cases.", "adoption_notes": [ "Same category, so it can be evaluated as a direct functional substitute.", "Deployment overlap: docker, local, cloud.", "Shared dependency context: llm-provider.", "Language changes to TypeScript; migration cost may be higher." ], "replacement_risk": "low" } ], "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1029, "generated_at": "2026-08-03T01:19:19.115Z", "snapshot_id": "d1:1029:2026-08-03T01:00:29.133Z", "latest_synced_at": "2026-08-03T01:00:29.133Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }