{ "project": { "project_id": "zhu1090093659/spec_driven_develop", "repo": "zhu1090093659/spec_driven_develop", "name": "spec_driven_develop", "github_url": "https://github.com/zhu1090093659/spec_driven_develop", "homepage_url": null, "language": "Shell", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "ai-agent", "ai-assisted-development", "ai-coding-assistant", "claude-code", "codex", "cursor", "dev-workflow", "developer-tools", "engineering-cybernetics", "github-issues", "llm", "markdown", "project-planning", "prompt-engineering", "skills", "software-architecture", "software-engineering", "spec-driven-development", "structured-thinking", "task-decomposition" ], "description": "Spec-driven development workflow for AI coding agents: architecture-first planning, task decomposition, GitHub Issue/PR tracking, Deep Discuss, and adaptive control for Claude Code, Codex, Cursor, and other Markdown-capable agents.", "overview": "Use zhu1090093659/spec_driven_develop 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": "sgl-project/sglang", "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": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 964, "recent_commits": 24, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 5 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 14, "agent_score": 58, "score": 81, "agent_score_breakdown": { "documentation": 90, "maintenance": 24, "deployment": 70, "popularity": 60, "community": 47 }, "git_top_score": 81, "git_top_score_breakdown": { "community": 78, "maintenance": 45, "documentation": 84, "stability": 100, "adoption": 86, "agent_readability": 100 }, "summary": { "tl_dr": "Use zhu1090093659/spec_driven_develop when the user needs a coding agent project with local, cloud deployment options.", "purpose": "Use zhu1090093659/spec_driven_develop 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": "sgl-project/sglang", "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": [ "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": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-08-12T21:07:49.212Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "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": "2026-08-12T21:07:49.212Z" }, "related": [ { "project_id": "agentforce314/clawcodex", "repo": "agentforce314/clawcodex", "name": "clawcodex", "github_url": "https://github.com/agentforce314/clawcodex", "homepage_url": "https://clawcodex.app", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agent", "ai", "ai-agent", "ai-coding", "claude", "claude-code", "cli", "code", "codex", "coding", "coding-agent", "deepseek", "llm", "python", "token-efficient" ], "description": "Token efficient Claude Code full Python rebuild. AI Coding Agent in 310K LoC Python. Up to 200X Cost Saving!", "overview": "Use agentforce314/clawcodex when the user needs a coding agent project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "ollama/ollama", "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": "OpenHands/OpenHands", "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": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 860, "recent_commits": 100, "contributors": 10, "issue_response_time_hours": null, "release_frequency_180d": 5 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 39, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 27, "agent_score": 66, "score": 88, "agent_score_breakdown": { "documentation": 90, "maintenance": 44, "deployment": 80, "popularity": 59, "community": 55 }, "git_top_score": 88, "git_top_score_breakdown": { "community": 100, "maintenance": 60, "documentation": 92, "stability": 100, "adoption": 86, "agent_readability": 100 }, "summary": { "tl_dr": "Use agentforce314/clawcodex when the user needs a coding agent project with library-only, local, cloud deployment options.", "purpose": "Use agentforce314/clawcodex when the user needs a coding agent project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "coding task", "repo context", "tool permissions" ], "outputs": [ "code changes", "patches", "developer assistant actions" ], "good_for": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents", "software engineering tasks", "code editing", "repo automation" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "static documentation sites", "non-code workflows" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "ollama/ollama", "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": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "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": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-10T13:48:23.795Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-10T13:48:23.795Z" }, { "project_id": "modu-ai/moai-adk", "repo": "modu-ai/moai-adk", "name": "moai-adk", "github_url": "https://github.com/modu-ai/moai-adk", "homepage_url": "https://adk.mo.ai.kr", "language": "Go", "license": "Apache-2.0", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agentic-ai", "agentic-coding", "agentic-workflow", "ai-agent", "ai-coding", "anthropic", "claude", "claude-code", "cli-tool", "code-generation", "code-quality", "ddd", "developer-tools", "go", "golang", "llm", "multi-agent", "spec-driven-development", "tdd", "vibe-coding" ], "description": "Agentic development harness for Claude Code — SPEC-driven plan/run/sync, TRUST 5 quality gates, model+effort routing, and Claude×GLM multi-LLM cost control. Single Go binary, 16 languages, zero deps.", "overview": "Use modu-ai/moai-adk when the user needs a coding agent project with local, cloud deployment options.", "alternatives": [ { "repo": "ollama/ollama", "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": "kittors/CliRelay", "reason": "Same coding agent intent with coding_agent, llm_gateway, 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": 1162, "recent_commits": 100, "contributors": 7, "issue_response_time_hours": null, "release_frequency_180d": 58 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 8, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 31, "agent_score": 67, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 58, "deployment": 70, "popularity": 61, "community": 52 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 94, "maintenance": 71, "documentation": 84, "stability": 100, "adoption": 91, "agent_readability": 100 }, "summary": { "tl_dr": "Use modu-ai/moai-adk when the user needs a coding agent project with local, cloud deployment options.", "purpose": "Use modu-ai/moai-adk 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": "ollama/ollama", "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": "kittors/CliRelay", "reason": "Same coding agent intent with coding_agent, llm_gateway, 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": 8, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-08-10T13:46:09.188Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-10T13:46:09.188Z" }, { "project_id": "KbWen/agentic-os", "repo": "KbWen/agentic-os", "name": "agentic-os", "github_url": "https://github.com/KbWen/agentic-os", "homepage_url": null, "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agent-framework", "agent-orchestration", "agentic-development", "agents-md", "ai-agent", "ai-coding-assistant", "ai-governance", "ai-guardrails", "ai-workflow", "claude-code", "codex", "coding-agent", "cursor-rules", "developer-tools", "github-copilot", "google-antigravity", "llm-tools", "multi-agent", "prompt-engineering", "token-optimization" ], "description": "Governance framework for AI coding agents. It runs them through a five-step workflow (plan, build, review, test, ship) where no step counts as done without evidence. Drop-in rules and guardrails for Claude Code, Codex, Cursor, Copilot, and Antigravity, via AGENTS.md.", "overview": "Use KbWen/agentic-os when the user needs a coding agent project with local, cloud deployment options.", "alternatives": [ { "repo": "esengine/DeepSeek-Reasonix", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "fujibee/agmsg", "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": [ "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": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 122, "recent_commits": 49, "contributors": 3, "issue_response_time_hours": null, "release_frequency_180d": 26 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 7, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 25, "agent_score": 61, "score": 80, "agent_score_breakdown": { "documentation": 90, "maintenance": 49, "deployment": 70, "popularity": 42, "community": 48 }, "git_top_score": 80, "git_top_score_breakdown": { "community": 72, "maintenance": 65, "documentation": 84, "stability": 100, "adoption": 61, "agent_readability": 100 }, "summary": { "tl_dr": "Use KbWen/agentic-os when the user needs a coding agent project with local, cloud deployment options.", "purpose": "Use KbWen/agentic-os 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": "esengine/DeepSeek-Reasonix", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "fujibee/agmsg", "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 \"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": [ "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": 7, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-10T13:47:57.678Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-10T13:47:57.678Z" }, { "project_id": "github/spec-kit", "repo": "github/spec-kit", "name": "spec-kit", "github_url": "https://github.com/github/spec-kit", "homepage_url": "https://github.github.com/spec-kit/", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "ai", "copilot", "development", "engineering", "prd", "spec", "spec-driven" ], "description": "💫 Toolkit to help you get started with Spec-Driven Development", "overview": "Use github/spec-kit 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": "langchain-ai/open-swe", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "agentforce314/clawcodex", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"coding agent\" in repository content.", "Matched \"ide\" in repository content." ] }, "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": 129511, "recent_commits": 100, "contributors": 100, "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": "partial" }, "quality_score": 84, "agent_score": 88, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 75, "deployment": 80, "popularity": 100, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 83, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use github/spec-kit when the user needs a coding agent project with library-only, local, cloud deployment options.", "purpose": "Use github/spec-kit 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": "langchain-ai/open-swe", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "agentforce314/clawcodex", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"coding agent\" in repository content.", "Matched \"ide\" in repository content." ] }, "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": "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", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-16T20:30:19.223Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, 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": "2026-08-16T20:30:19.223Z" }, { "project_id": "VKirill/claude-lane-stack", "repo": "VKirill/claude-lane-stack", "name": "claude-lane-stack", "github_url": "https://github.com/VKirill/claude-lane-stack", "homepage_url": "https://github.com/VKirill/claude-lane-stack", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agentic-coding", "agentic-workflow", "ai-agents", "ai-coding", "automation", "claude", "claude-code", "codex", "developer-tools", "git-worktree", "llm", "multi-agent", "openai-codex", "orchestration", "orchestrator", "solo-developer", "subagents" ], "description": "Multi-agent AI coding factory for one person — Claude Code PM + Codex/Qwen/Grok/Kimi/AGY writers, durable conveyor, auto-merge to main", "overview": "Use VKirill/claude-lane-stack when the user needs a coding agent project with local, cloud deployment options.", "alternatives": [ { "repo": "esengine/DeepSeek-Reasonix", "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": "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": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 112, "recent_commits": 92, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 38 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 18, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 28, "agent_score": 62, "score": 77, "agent_score_breakdown": { "documentation": 90, "maintenance": 55, "deployment": 70, "popularity": 41, "community": 46 }, "git_top_score": 77, "git_top_score_breakdown": { "community": 65, "maintenance": 69, "documentation": 84, "stability": 100, "adoption": 45, "agent_readability": 100 }, "summary": { "tl_dr": "Use VKirill/claude-lane-stack when the user needs a coding agent project with local, cloud deployment options.", "purpose": "Use VKirill/claude-lane-stack 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": "esengine/DeepSeek-Reasonix", "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": "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": [ "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": 18, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-08-10T13:47:21.820Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "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": "2026-08-10T13:47:21.820Z" }, { "project_id": "kelos-dev/kelos", "repo": "kelos-dev/kelos", "name": "kelos", "github_url": "https://github.com/kelos-dev/kelos", "homepage_url": null, "language": "Go", "license": "Apache-2.0", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agentic-ai", "agentic-coding", "ai", "ai-agents", "ci-cd", "claude", "claude-code", "codex", "cursor", "gemini", "kubernetes", "kubernetes-operator", "opencode" ], "description": "Kelos - The Kubernetes-native framework for orchestrating autonomous AI coding agents.", "overview": "Use kelos-dev/kelos when the user needs a coding agent project with kubernetes, local, cloud deployment options.", "alternatives": [ { "repo": "ollama/ollama", "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": "kittors/CliRelay", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "kubernetes", "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": [ "Matched \"kubernetes\" 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": 293, "recent_commits": 100, "contributors": 11, "issue_response_time_hours": null, "release_frequency_180d": 40 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 32, "agent_score": 68, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 59, "deployment": 80, "popularity": 49, "community": 56 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 100, "maintenance": 72, "documentation": 84, "stability": 90, "adoption": 70, "agent_readability": 100 }, "summary": { "tl_dr": "Use kelos-dev/kelos when the user needs a coding agent project with kubernetes, local, cloud deployment options.", "purpose": "Use kelos-dev/kelos when the user needs a coding agent project with kubernetes, 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": [ "kubernetes", "local", "cloud" ], "alternatives": [ { "repo": "ollama/ollama", "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": "kittors/CliRelay", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-15T04:30:16.477Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-15T04:30:16.477Z" }, { "project_id": "TaewoooPark/Agent-Blackbox", "repo": "TaewoooPark/Agent-Blackbox", "name": "Agent-Blackbox", "github_url": "https://github.com/TaewoooPark/Agent-Blackbox", "homepage_url": "https://www.npmjs.com/package/@taewooopark/agent-blackbox", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agent", "agent-observability", "agents", "ai", "ai-agents", "claude", "coding-agent", "context-engineering", "dashboard", "developer-tools", "devtools", "flight-recorder", "llm", "llm-observability", "local-first", "observability", "opencode", "telemetry", "token-optimization", "typescript" ], "description": "Local-first flight recorder for coding agents : replay every run as a live session map, score the context bill, and write the fix back into AGENTS.md — no API key, one npx command.", "overview": "Use TaewoooPark/Agent-Blackbox 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": "superset-sh/superset", "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": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 70, "recent_commits": 24, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 14, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 22, "agent_score": 60, "score": 77, "agent_score_breakdown": { "documentation": 90, "maintenance": 40, "deployment": 80, "popularity": 37, "community": 47 }, "git_top_score": 77, "git_top_score_breakdown": { "community": 66, "maintenance": 58, "documentation": 92, "stability": 100, "adoption": 50, "agent_readability": 100 }, "summary": { "tl_dr": "Use TaewoooPark/Agent-Blackbox when the user needs a coding agent project with library-only, local, cloud deployment options.", "purpose": "Use TaewoooPark/Agent-Blackbox 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": "superset-sh/superset", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 14, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-10T13:49:14.913Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-10T13:49:14.913Z" }, { "project_id": "ofekron/better-agent", "repo": "ofekron/better-agent", "name": "better-agent", "github_url": "https://github.com/ofekron/better-agent", "homepage_url": "https://ofek-dev.com/better-agent/", "language": "Python", "license": "NOASSERTION", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agent-orchestration", "ai-agents", "ai-coding-assistant", "claude-code", "codex", "coding-agents", "developer-tools", "fastapi", "gemini-cli", "llm", "local-first", "multi-agent", "python", "react", "self-hosted" ], "description": "Local web workspace for coding agents — Claude, Codex, Gemini, and more in one inspectable, LAN-ready hub.", "overview": "Use ofekron/better-agent 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": "sgl-project/sglang", "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": "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": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 54, "recent_commits": 100, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 2 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 18, "agent_score": 59, "score": 72, "agent_score_breakdown": { "documentation": 90, "maintenance": 36, "deployment": 80, "popularity": 35, "community": 49 }, "git_top_score": 72, "git_top_score_breakdown": { "community": 71, "maintenance": 48, "documentation": 84, "stability": 86, "adoption": 46, "agent_readability": 100 }, "summary": { "tl_dr": "Use ofekron/better-agent when the user needs a coding agent project with docker, local, cloud deployment options.", "purpose": "Use ofekron/better-agent 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": "sgl-project/sglang", "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": [ "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": "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 incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-08-11T23:30:33.627Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-11T23:30:33.627Z" } ], "resolved_from": { "requested_id": "zhu1090093659/spec_driven_develop", "resolved_id": "zhu1090093659/spec_driven_develop", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1140, "generated_at": "2026-08-16T20:37:50.115Z", "snapshot_id": "d1:1140:2026-08-16T20:30:22.289Z", "latest_synced_at": "2026-08-16T20:30:22.289Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }