{ "ecosystem": { "id": "ai-ide", "title": "AI IDE Ecosystem", "description": "Coding agents, AI-first editors, and terminal workflows that shape the daily developer experience.", "query": "ai ide coding agent", "category": "coding_agent", "deployment": null, "nodes": [ "Cursor", "Aider", "Continue", "OpenCode", "Windsurf", "Zed" ], "projects": [ { "project_id": "superset-sh/superset", "repo": "superset-sh/superset", "name": "superset", "github_url": "https://github.com/superset-sh/superset", "homepage_url": "https://superset.sh", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "ade", "ai-agents", "claude-code", "cli", "codex", "coding-agents", "cursor-agent", "developer-tools", "devtools", "ghostty", "ide", "opencode", "orchestration", "parallel-agents", "pi", "terminal", "tui", "worktrees", "yc-backed" ], "description": "Superset is agentic IDE to orchestrate 100+ coding agents in parallel. Run any agent with your own subscription.", "overview": "Use superset-sh/superset when the user needs a coding agent project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "upstash/context7", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "local" ], "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": "high", "evidence": [ "Matched \"coding agent\" in metadata.", "Matched \"ide\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 12870, "recent_commits": 100, "contributors": 94, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 57, "agent_score": 87, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 82, "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 superset-sh/superset when the user needs a coding agent project with docker, vercel, serverless deployment options.", "purpose": "Use superset-sh/superset 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", "static documentation sites", "non-code workflows" ], "deployment": [ "docker", "vercel", "serverless", "local" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "upstash/context7", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"coding agent\" in metadata.", "Matched \"ide\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "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", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-12T09:34:46.943Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-12T09:34:46.943Z" }, { "project_id": "zosmaai/zosma-cowork", "repo": "zosmaai/zosma-cowork", "name": "zosma-cowork", "github_url": "https://github.com/zosmaai/zosma-cowork", "homepage_url": "https://www.zosma.ai/zosma-cowork", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agent", "ai-assistant", "chat-ui", "coding-agent", "desktop-app", "llm", "open-source", "pi", "pi-coding-agent", "react", "rust", "sidecar", "tauri", "tauri-app", "typescript" ], "description": "Desktop GUI for the pi coding agent — open-source Claude Cowork alternative", "overview": "Use zosmaai/zosma-cowork when the user needs a coding agent project with library-only, 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": [ "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 \"coding agent\" in metadata.", "Matched \"ide\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 106, "recent_commits": 10, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 62 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 21, "agent_score": 62, "score": 77, "agent_score_breakdown": { "documentation": 90, "maintenance": 44, "deployment": 80, "popularity": 41, "community": 49 }, "git_top_score": 77, "git_top_score_breakdown": { "community": 74, "maintenance": 50, "documentation": 84, "stability": 100, "adoption": 58, "agent_readability": 100 }, "summary": { "tl_dr": "Use zosmaai/zosma-cowork when the user needs a coding agent project with library-only, local, cloud deployment options.", "purpose": "Use zosmaai/zosma-cowork when the user needs a coding agent project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "coding task", "repo context", "tool permissions" ], "outputs": [ "code changes", "patches", "developer assistant actions" ], "good_for": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents", "software engineering tasks", "code editing", "repo automation" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "static documentation sites", "non-code workflows" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "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": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-10T13:49:02.949Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-10T13:49:02.949Z" }, { "project_id": "TabbyML/tabby", "repo": "TabbyML/tabby", "name": "tabby", "github_url": "https://github.com/TabbyML/tabby", "homepage_url": "https://tabbyml.com", "language": "Rust", "license": "NOASSERTION", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "ai", "codegen", "coding-assistant", "coding-language", "developer-experience", "developer-tools", "gen-ai", "ide", "llms" ], "description": "Self-hosted AI coding assistant", "overview": "Use TabbyML/tabby when the user needs a coding agent project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "continuedev/continue", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "gi-dellav/zerostack", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "reyamira/models", "reason": "Same coding agent intent with coding_agent, workflow 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 \"ide\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 33821, "recent_commits": 0, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 23, "agent_score": 74, "score": 72, "agent_score_breakdown": { "documentation": 90, "maintenance": 26, "deployment": 80, "popularity": 91, "community": 100 }, "git_top_score": 72, "git_top_score_breakdown": { "community": 100, "maintenance": 18, "documentation": 84, "stability": 45, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use TabbyML/tabby when the user needs a coding agent project with docker, local, cloud deployment options.", "purpose": "Use TabbyML/tabby 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": "continuedev/continue", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "gi-dellav/zerostack", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "reyamira/models", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"ide\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "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: contributors90d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-08-12T01:30:26.611Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: 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": "2026-08-12T01:30:26.611Z" }, { "project_id": "sipyourdrink-ltd/bernstein", "repo": "sipyourdrink-ltd/bernstein", "name": "bernstein", "github_url": "https://github.com/sipyourdrink-ltd/bernstein", "homepage_url": "https://bernstein.run", "language": "Python", "license": "Apache-2.0", "project_kind": "collection", "collection_metadata": { "scope": "awesome_list", "curated": true, "estimated_items": 100, "freshness": "active" }, "category": [ "coding_agent" ], "tags": [ "agent-fleet", "agent-infrastructure", "agent-orchestrator", "agent-swarm", "ai-orchestration", "aider", "air-gap", "attestation", "audit-log", "audit-trail", "autonomous-coding", "deterministic-replay", "git-worktree", "git-worktrees", "llm-orchestration", "orchestrator", "parallel-agents", "provenance", "reproducibility", "tamper-evident" ], "description": "Deterministic orchestrator for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). No model in the coordination loop, so parallel runs in per-task git worktrees replay byte-identically. Signed lineage plus an opt-in HMAC audit chain a reviewer checks offline. Cluster mode, air-gap deploy. Status: beta. https://bernstein.run", "overview": "Use sipyourdrink-ltd/bernstein when the user needs a curated coding agent resource collection with docker, cloudflare, serverless usage paths.", "alternatives": [ { "repo": "sgl-project/sglang", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "generalaction/emdash", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "last-million/free-llm-hub", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "LLM provider" ], "deployments": [ "docker", "cloudflare", "serverless", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"coding agent\" in metadata.", "Matched \"ide\" in metadata.", "Matched \"aider\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python, filesystem." ] } }, "quality_signals": { "stars": 826, "recent_commits": 100, "contributors": 55, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 44, "agent_score": 81, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 70, "deployment": 90, "popularity": 58, "community": 100 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 80, "documentation": 92, "stability": 90, "adoption": 84, "agent_readability": 100 }, "summary": { "tl_dr": "Use sipyourdrink-ltd/bernstein when the user needs a curated coding agent resource collection with docker, cloudflare, serverless usage paths.", "purpose": "Use sipyourdrink-ltd/bernstein when the user needs a curated coding agent resource collection with docker, cloudflare, serverless usage paths.", "install": "Reference collection; there is no direct install step.", "inputs": [ "coding task", "repo context", "tool permissions" ], "outputs": [ "code changes", "patches", "developer assistant actions" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "software engineering tasks", "code editing", "repo automation" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "static documentation sites", "non-code workflows" ], "deployment": [ "docker", "cloudflare", "serverless", "local" ], "alternatives": [ { "repo": "sgl-project/sglang", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "generalaction/emdash", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "last-million/free-llm-hub", "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.", "Matched \"aider\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python, filesystem." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "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": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d.", "Collection/resource hub; not a single installable runtime." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-11T09:18:11.365Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d.", "Collection/resource hub; not a single installable runtime." ], "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": "2026-08-11T09:18:11.365Z" }, { "project_id": "Aider-AI/aider", "repo": "Aider-AI/aider", "name": "aider", "github_url": "https://github.com/Aider-AI/aider", "homepage_url": "https://aider.chat/", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "anthropic", "chatgpt", "claude-3", "cli", "command-line", "gemini", "gpt-3", "gpt-35-turbo", "gpt-4", "gpt-4o", "llama", "openai", "sonnet" ], "description": "aider is AI pair programming in your terminal", "overview": "Use Aider-AI/aider when the user needs a coding agent project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "sgl-project/sglang", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "pchalasani/claude-code-tools", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"ide\" in metadata.", "Matched \"aider\" 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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 48128, "recent_commits": 0, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 41, "agent_score": 77, "score": 72, "agent_score_breakdown": { "documentation": 90, "maintenance": 26, "deployment": 90, "popularity": 94, "community": 100 }, "git_top_score": 72, "git_top_score_breakdown": { "community": 100, "maintenance": 18, "documentation": 84, "stability": 45, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use Aider-AI/aider when the user needs a coding agent project with docker, library-only, local deployment options.", "purpose": "Use Aider-AI/aider 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": [ { "repo": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "sgl-project/sglang", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "pchalasani/claude-code-tools", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"ide\" in metadata.", "Matched \"aider\" 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": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-11T21:09:10.071Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-11T21:09:10.071Z" }, { "project_id": "numtide/llm-agents.nix", "repo": "numtide/llm-agents.nix", "name": "llm-agents.nix", "github_url": "https://github.com/numtide/llm-agents.nix", "homepage_url": null, "language": "Nix", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [], "description": "Nix packages for AI coding agents and development tools. Automatically updated daily.", "overview": "Use numtide/llm-agents.nix when the user needs a coding agent project with local, cloud deployment options.", "alternatives": [ { "repo": "anomalyco/opencode", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "github/spec-kit", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "openai/codex", "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": "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": 1721, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 39, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 35, "agent_score": 74, "score": 83, "agent_score_breakdown": { "documentation": 90, "maintenance": 51, "deployment": 70, "popularity": 65, "community": 100 }, "git_top_score": 83, "git_top_score_breakdown": { "community": 100, "maintenance": 55, "documentation": 84, "stability": 70, "adoption": 94, "agent_readability": 100 }, "summary": { "tl_dr": "Use numtide/llm-agents.nix when the user needs a coding agent project with local, cloud deployment options.", "purpose": "Use numtide/llm-agents.nix 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": "anomalyco/opencode", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "github/spec-kit", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "openai/codex", "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": 39, "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": "2026-08-10T13:46:05.230Z" }, "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": "2026-08-10T13:46:05.230Z" }, { "project_id": "generalaction/emdash", "repo": "generalaction/emdash", "name": "emdash", "github_url": "https://github.com/generalaction/emdash", "homepage_url": "https://emdash.com", "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 (🧡 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": 5389, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 83 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 52, "agent_score": 84, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 75, "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": 35, "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": "2026-08-12T01:30:24.213Z" }, "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": "2026-08-12T01:30:24.213Z" }, { "project_id": "vinhnx/VTCode", "repo": "vinhnx/VTCode", "name": "VTCode", "github_url": "https://github.com/vinhnx/VTCode", "homepage_url": "https://github.com/vinhnx/VTCode/wiki", "language": "Rust", "license": "Apache-2.0", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agent", "cargo", "cli", "codingagent", "crossterm", "ratatui", "rust", "terminal", "tui" ], "description": "VT Code is a Rust coding agent with LLM-native code understanding, OS-native sandboxing, and multi-provider support.", "overview": "Use vinhnx/VTCode when the user needs a coding agent project with docker, library-only, local 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": "reyamira/models", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "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 \"coding agent\" in metadata.", "Matched \"ide\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 798, "recent_commits": 100, "contributors": 21, "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": 35, "agent_score": 73, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 61, "deployment": 90, "popularity": 58, "community": 66 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 100, "maintenance": 73, "documentation": 84, "stability": 100, "adoption": 83, "agent_readability": 100 }, "summary": { "tl_dr": "Use vinhnx/VTCode when the user needs a coding agent project with docker, library-only, local deployment options.", "purpose": "Use vinhnx/VTCode 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": [ { "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": "reyamira/models", "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": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "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", "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": "2026-08-10T17:14:17.911Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "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": "2026-08-10T17:14:17.911Z" } ], "project_count": 8, "stats": { "concept_count": 6, "project_count": 8, "edge_count": 23, "top_project": "superset-sh/superset", "average_git_top_score": 84 }, "map": { "nodes": [ { "id": "ecosystem:ai-ide", "label": "AI IDE Ecosystem", "kind": "ecosystem", "ecosystem_id": "ai-ide" }, { "id": "concept:ai-ide:cursor", "label": "Cursor", "kind": "concept", "ecosystem_id": "ai-ide" }, { "id": "concept:ai-ide:aider", "label": "Aider", "kind": "concept", "ecosystem_id": "ai-ide" }, { "id": "concept:ai-ide:continue", "label": "Continue", "kind": "concept", "ecosystem_id": "ai-ide" }, { "id": "concept:ai-ide:opencode", "label": "OpenCode", "kind": "concept", "ecosystem_id": "ai-ide" }, { "id": "concept:ai-ide:windsurf", "label": "Windsurf", "kind": "concept", "ecosystem_id": "ai-ide" }, { "id": "concept:ai-ide:zed", "label": "Zed", "kind": "concept", "ecosystem_id": "ai-ide" }, { "id": "project:superset-sh/superset", "label": "superset", "kind": "project", "repo": "superset-sh/superset", "score": 93, "category": "coding_agent" }, { "id": "project:zosmaai/zosma-cowork", "label": "zosma-cowork", "kind": "project", "repo": "zosmaai/zosma-cowork", "score": 77, "category": "coding_agent" }, { "id": "project:TabbyML/tabby", "label": "tabby", "kind": "project", "repo": "TabbyML/tabby", "score": 72, "category": "coding_agent" }, { "id": "project:sipyourdrink-ltd/bernstein", "label": "bernstein", "kind": "project", "repo": "sipyourdrink-ltd/bernstein", "score": 91, "category": "coding_agent" }, { "id": "project:Aider-AI/aider", "label": "aider", "kind": "project", "repo": "Aider-AI/aider", "score": 72, "category": "coding_agent" }, { "id": "project:numtide/llm-agents.nix", "label": "llm-agents.nix", "kind": "project", "repo": 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