{ "project": { "project_id": "ollama/ollama-js", "repo": "ollama/ollama-js", "name": "ollama-js", "github_url": "https://github.com/ollama/ollama-js", "homepage_url": "https://ollama.com", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "javascript", "js", "ollama" ], "description": "Ollama JavaScript library", "overview": "Use ollama/ollama-js when the user needs an ai app template project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "fastapi/full-stack-fastapi-template", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "related": [], "dependencies": [], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "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": 4328, "recent_commits": 0, "contributors": 40, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 13, "agent_score": 66, "score": 71, "agent_score_breakdown": { "documentation": 90, "maintenance": 16, "deployment": 80, "popularity": 73, "community": 85 }, "git_top_score": 71, "git_top_score_breakdown": { "community": 100, "maintenance": 11, "documentation": 84, "stability": 55, "adoption": 100, "agent_readability": 90 }, "summary": { "tl_dr": "Use ollama/ollama-js when the user needs an ai app template project with library-only, local, cloud deployment options.", "purpose": "Use ollama/ollama-js when the user needs an ai app template project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "fastapi/full-stack-fastapi-template", "reason": "Similar ai app template with library_only/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "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": [ "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": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-03T10:00:38.804Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-03T10:00:38.804Z" }, "related": [ { "project_id": "e2b-dev/code-interpreter", "repo": "e2b-dev/code-interpreter", "name": "code-interpreter", "github_url": "https://github.com/e2b-dev/code-interpreter", "homepage_url": "https://e2b.dev", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "ai", "ai-data-analysis", "anthropic", "code-interpreter", "cohere", "gpt", "javascript", "jupyter", "jupyter-notebook", "llm", "openai", "python", "typescript" ], "description": "Python & JS/TS SDK for running AI-generated code/code interpreting in your AI app ", "overview": "Use e2b-dev/code-interpreter when the user needs an ai app template project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "microsoft/semantic-kernel", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "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": 2371, "recent_commits": 14, "contributors": 19, "issue_response_time_hours": null, "release_frequency_180d": 28 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 44, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 25, "agent_score": 69, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 46, "deployment": 80, "popularity": 67, "community": 64 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 100, "maintenance": 54, "documentation": 92, "stability": 100, "adoption": 98, "agent_readability": 100 }, "summary": { "tl_dr": "Use e2b-dev/code-interpreter when the user needs an ai app template project with library-only, local, cloud deployment options.", "purpose": "Use e2b-dev/code-interpreter when the user needs an ai app template project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "microsoft/semantic-kernel", "reason": "Similar ai app template with library_only/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" 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": [ "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": 44, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-04T06:30:16.384Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-04T06:30:16.384Z" }, { "project_id": "bentoml/OpenLLM", "repo": "bentoml/OpenLLM", "name": "OpenLLM", "github_url": "https://github.com/bentoml/OpenLLM", "homepage_url": "https://bentoml.com", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "bentoml", "fine-tuning", "llama", "llama2", "llama3-1", "llama3-2", "llama3-2-vision", "llm", "llm-inference", "llm-ops", "llm-serving", "llmops", "mistral", "mlops", "model-inference", "open-source-llm", "openllm", "vicuna" ], "description": "Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.", "overview": "Use bentoml/OpenLLM when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with docker/kubernetes deployment overlap." }, { "repo": "mozilla-ai/otari", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "GoogleCloudPlatform/agent-starter-pack", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 12452, "recent_commits": 0, "contributors": 32, "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": "complete" }, "quality_score": 12, "agent_score": 72, "score": 77, "agent_score_breakdown": { "documentation": 90, "maintenance": 22, "deployment": 100, "popularity": 82, "community": 77 }, "git_top_score": 77, "git_top_score_breakdown": { "community": 100, "maintenance": 15, "documentation": 92, "stability": 70, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use bentoml/OpenLLM when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "purpose": "Use bentoml/OpenLLM when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with docker/kubernetes deployment overlap." }, { "repo": "mozilla-ai/otari", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "GoogleCloudPlatform/agent-starter-pack", "reason": "Similar ai app template with library_only/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, 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": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-03T04:30:26.626Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-03T04:30:26.626Z" }, { "project_id": "streamlit/streamlit", "repo": "streamlit/streamlit", "name": "streamlit", "github_url": "https://github.com/streamlit/streamlit", "homepage_url": "https://streamlit.io", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "data-analysis", "data-science", "data-visualization", "deep-learning", "developer-tools", "machine-learning", "python", "streamlit" ], "description": "Streamlit — A faster way to build and share data apps.", "overview": "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "microsoft/genaiops-promptflow-template", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "mozilla-ai/otari", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "related": [], "dependencies": [], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "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": 45491, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 10 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 51, "agent_score": 86, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 72, "deployment": 80, "popularity": 93, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 81, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 90 }, "summary": { "tl_dr": "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options.", "purpose": "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "microsoft/genaiops-promptflow-template", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "mozilla-ai/otari", "reason": "Similar ai app template with library_only/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" 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": 36, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-06T09:31:02.933Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-06T09:31:02.933Z" }, { "project_id": "MervinPraison/PraisonAI", "repo": "MervinPraison/PraisonAI", "name": "PraisonAI", "github_url": "https://github.com/MervinPraison/PraisonAI", "homepage_url": "https://praison.ai/docs", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "agents", "ai", "ai-agent-framework", "ai-agent-sdk", "ai-agents", "ai-agents-framework", "ai-agents-sdk", "ai-framwork", "aiagent", "aiagentframework", "aiagents", "aiagentsframework", "framework", "hermes", "hermes-agent", "multi-agent", "multi-agent-system", "multi-agents", "multi-ai-agents", "openclaw" ], "description": "PraisonAI 🦞 — Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous self-improving agents that research, plan, code, and execute tasks. Deployed in 5 lines of code with built-in memory, RAG, and support for 100+ LLMs.", "overview": "Use MervinPraison/PraisonAI when the user needs an ai app template project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with rag overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Same ai app template intent with rag overlap." }, { "repo": "e2b-dev/fragments", "reason": "Same ai app template intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"boilerplate\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 8543, "recent_commits": 100, "contributors": 57, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 45, "agent_score": 85, "score": 95, "agent_score_breakdown": { "documentation": 90, "maintenance": 70, "deployment": 90, "popularity": 79, "community": 100 }, "git_top_score": 95, "git_top_score_breakdown": { "community": 100, "maintenance": 80, "documentation": 92, "stability": 100, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use MervinPraison/PraisonAI when the user needs an ai app template project with docker, library-only, local deployment options.", "purpose": "Use MervinPraison/PraisonAI when the user needs an ai app template project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with rag overlap." }, { "repo": "vstorm-co/full-stack-ai-agent-template", "reason": "Same ai app template intent with rag overlap." }, { "repo": "e2b-dev/fragments", "reason": "Same ai app template intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"boilerplate\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-03T00:00:19.147Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-03T00:00:19.147Z" }, { "project_id": "microsoft/semantic-kernel", "repo": "microsoft/semantic-kernel", "name": "semantic-kernel", "github_url": "https://github.com/microsoft/semantic-kernel", "homepage_url": "https://aka.ms/semantic-kernel", "language": "C#", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "ai", "artificial-intelligence", "llm", "openai", "sdk" ], "description": "Integrate cutting-edge LLM technology quickly and easily into your apps", "overview": "Use microsoft/semantic-kernel when the user needs an ai app template project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "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": 28419, "recent_commits": 21, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 22 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 39, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 42, "agent_score": 83, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 64, "deployment": 80, "popularity": 89, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 72, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use microsoft/semantic-kernel when the user needs an ai app template project with library-only, local, cloud deployment options.", "purpose": "Use microsoft/semantic-kernel when the user needs an ai app template project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "e2b-dev/code-interpreter", "reason": "Similar ai app template with library_only/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" 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": 39, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-05T10:31:04.223Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-05T10:31:04.223Z" }, { "project_id": "abetlen/llama-cpp-python", "repo": "abetlen/llama-cpp-python", "name": "llama-cpp-python", "github_url": "https://github.com/abetlen/llama-cpp-python", "homepage_url": "https://llama-cpp-python.readthedocs.io", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [], "description": "Python bindings for llama.cpp", "overview": "Use abetlen/llama-cpp-python when the user needs an ai app template project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "MervinPraison/PraisonAI", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with docker/library_only deployment overlap." } ], "related": [], "dependencies": [], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 10524, "recent_commits": 4, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 36, "agent_score": 83, "score": 87, "agent_score_breakdown": { "documentation": 90, "maintenance": 62, "deployment": 90, "popularity": 80, "community": 100 }, "git_top_score": 87, "git_top_score_breakdown": { "community": 100, "maintenance": 57, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 90 }, "summary": { "tl_dr": "Use abetlen/llama-cpp-python when the user needs an ai app template project with docker, library-only, local deployment options.", "purpose": "Use abetlen/llama-cpp-python when the user needs an ai app template project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "MervinPraison/PraisonAI", "reason": "Similar ai app template with docker/library_only deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with docker/library_only deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, 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": 34, "commits_30d": "complete", "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: releases180d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-03T09:30:19.868Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: 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": "2026-08-03T09:30:19.868Z" }, { "project_id": "microsoft/onnxruntime-genai", "repo": "microsoft/onnxruntime-genai", "name": "onnxruntime-genai", "github_url": "https://github.com/microsoft/onnxruntime-genai", "homepage_url": null, "language": "C++", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [], "description": "Generative AI extensions for onnxruntime", "overview": "Use microsoft/onnxruntime-genai when the user needs an ai app template project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "MervinPraison/PraisonAI", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "related": [], "dependencies": [], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip 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": [ "Runtime blocker: python, cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1095, "recent_commits": 60, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 8 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 36, "agent_score": 78, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 62, "deployment": 80, "popularity": 61, "community": 100 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 100, "maintenance": 74, "documentation": 92, "stability": 90, "adoption": 92, "agent_readability": 90 }, "summary": { "tl_dr": "Use microsoft/onnxruntime-genai when the user needs an ai app template project with library-only, local, cloud deployment options.", "purpose": "Use microsoft/onnxruntime-genai when the user needs an ai app template project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "lobehub/lobehub", "reason": "Similar ai app template with library_only/local deployment overlap." }, { "repo": "MervinPraison/PraisonAI", "reason": "Similar ai app template with library_only/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"template\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip 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": [ "Runtime blocker: python, 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": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-03T09:30:24.825Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-03T09:30:24.825Z" }, { "project_id": "CopilotKit/aimock", "repo": "CopilotKit/aimock", "name": "aimock", "github_url": "https://github.com/CopilotKit/aimock", "homepage_url": "http://aimock.copilotkit.dev/", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "ai-testing", "aimock", "llm", "mcp", "mock-server", "openai" ], "description": "Mock everything your AI app talks to — LLM APIs, MCP, A2A, AG-UI, vector DBs, search. One package, one port, zero dependencies.", "overview": "Use CopilotKit/aimock when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "lobehub/lobehub", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "microsoft/semantic-kernel", "reason": "Similar ai app template with library_only/local deployment overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override for CopilotKit/aimock." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"helm chart\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 664, "recent_commits": 100, "contributors": 19, "issue_response_time_hours": null, "release_frequency_180d": 64 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 33, "agent_score": 75, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 61, "deployment": 100, "popularity": 56, "community": 64 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 73, "documentation": 92, "stability": 100, "adoption": 79, "agent_readability": 100 }, "summary": { "tl_dr": "Use CopilotKit/aimock when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "purpose": "Use CopilotKit/aimock when the user needs an ai app template project with docker, kubernetes, library-only deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "lobehub/lobehub", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "microsoft/semantic-kernel", "reason": "Similar ai app template with library_only/local deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override for CopilotKit/aimock." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"helm chart\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "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": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-04T10:30:17.171Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d." ], "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": "2026-08-04T10:30:17.171Z" } ], "resolved_from": { "requested_id": "ollama/ollama-js", "resolved_id": "ollama/ollama-js", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1057, "generated_at": "2026-08-07T06:53:40.902Z", "snapshot_id": "d1:1057:2026-08-07T03:21:58.827Z", "latest_synced_at": "2026-08-07T03:21:58.827Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }