{ "project": { "project_id": "microsoft/foundry-local", "repo": "microsoft/foundry-local", "name": "foundry-local", "github_url": "https://github.com/microsoft/foundry-local", "homepage_url": "https://foundrylocal.ai", "language": "C++", "license": "NOASSERTION", "project_kind": "project", "category": [ "local_llm_runtime" ], "tags": [ "ai-sdk", "chat-completions", "foundry-local", "gpu-acceleration", "local-ai", "microsoft", "on-device-inference", "onnx-runtime", "speech-to-text", "whisper" ], "description": "Use microsoft/foundry-local when the user needs a local llm runtime project with library-only, local, cloud deployment options.", "overview": "Use microsoft/foundry-local when the user needs a local llm runtime project with library-only, local, cloud deployment options.", "alternatives": [], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "run local models", "serve inference endpoints", "prototype private LLM deployments" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"inference server\" in repository content.", "Matched \"serve models\" in repository content." ] }, "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, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 2439, "recent_commits": 29, "contributors": 34, "issue_response_time_hours": null, "release_frequency_180d": 7 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 26, "agent_score": 71, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 43, "deployment": 80, "popularity": 68, "community": 79 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 100, "maintenance": 61, "documentation": 92, "stability": 100, "adoption": 100, "agent_readability": 90 }, "summary": { "tl_dr": "Use microsoft/foundry-local when the user needs a local llm runtime project with library-only, local, cloud deployment options.", "purpose": "Use microsoft/foundry-local when the user needs a local llm runtime project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "model weights", "hardware/runtime config" ], "outputs": [ "local inference", "served endpoints", "runtime logs" ], "good_for": [ "run local models", "serve inference endpoints", "prototype private LLM deployments", "private inference", "local model serving", "self-hosted runtimes" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications", "hosted SaaS deployment only", "non-ML projects" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"inference server\" in repository content.", "Matched \"serve models\" in repository content." ] }, "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, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "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", "lightweight serverless applications", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-21T23:01:10.333Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications", "Partial or estimated quality signals: stars30dDelta." ], "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": "2026-07-21T23:01:10.333Z" }, "related": [ { "project_id": "microsoft/Foundry-Local", "repo": "microsoft/Foundry-Local", "name": "Foundry-Local", "github_url": "https://github.com/microsoft/Foundry-Local", "homepage_url": "https://foundrylocal.ai", "language": "C++", "license": "NOASSERTION", "project_kind": "project", "category": [ "local_llm_runtime" ], "tags": [ "ai-sdk", "chat-completions", "foundry-local", "gpu-acceleration", "local-ai", "microsoft", "on-device-inference", "onnx-runtime", "speech-to-text", "whisper" ], "description": "Use microsoft/Foundry-Local when the user needs a local llm runtime project with library-only, local, cloud deployment options.", "overview": "Use microsoft/Foundry-Local when the user needs a local llm runtime project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "vllm-project/vllm", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "vllm-project/vllm-omni", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "mozilla-ai/llamafile", "reason": "Same local llm runtime intent with local_inference overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "run local models", "serve inference endpoints", "prototype private LLM deployments" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"inference server\" in repository content.", "Matched \"serve models\" in repository content." ] }, "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, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 2426, "recent_commits": 32, "contributors": 34, "issue_response_time_hours": null, "release_frequency_180d": 8 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 25, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 25, "agent_score": 72, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 46, "deployment": 80, "popularity": 68, "community": 79 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 63, "documentation": 92, "stability": 100, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use microsoft/Foundry-Local when the user needs a local llm runtime project with library-only, local, cloud deployment options.", "purpose": "Use microsoft/Foundry-Local when the user needs a local llm runtime project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "model weights", "hardware/runtime config" ], "outputs": [ "local inference", "served endpoints", "runtime logs" ], "good_for": [ "run local models", "serve inference endpoints", "prototype private LLM deployments", "private inference", "local model serving", "self-hosted runtimes" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications", "hosted SaaS deployment only", "non-ML projects" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "vllm-project/vllm", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "vllm-project/vllm-omni", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "mozilla-ai/llamafile", "reason": "Same local llm runtime intent with local_inference overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"inference server\" in repository content.", "Matched \"serve models\" in repository content." ] }, "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, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 25, "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", "lightweight serverless applications" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-16T12:30:37.549Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications" ], "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": "2026-07-16T12:30:37.549Z" }, { "project_id": "vllm-project/vllm", "repo": "vllm-project/vllm", "name": "vllm", "github_url": "https://github.com/vllm-project/vllm", "homepage_url": "https://vllm.ai", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "local_llm_runtime" ], "tags": [ "amd", "blackwell", "cuda", "deepseek", "deepseek-v3", "gpt", "gpt-oss", "inference", "kimi", "llama", "llm", "llm-serving", "model-serving", "moe", "openai", "pytorch", "qwen", "qwen3", "tpu", "transformer" ], "description": "A high-throughput and memory-efficient inference and serving engine for LLMs", "overview": "Use vllm-project/vllm when the user needs a local llm runtime project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "vllm-project/vllm-omni", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "jaylfc/taOS", "reason": "Same local llm runtime intent with agent_memory, local_inference overlap." }, { "repo": "bentoml/BentoML", "reason": "Same local llm runtime intent with local_inference overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "run local models", "serve inference endpoints", "prototype private LLM deployments" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"gguf\" 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 topics include infrastructure-heavy concepts." ] }, "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": 86818, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 20 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 90, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 99, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use vllm-project/vllm when the user needs a local llm runtime project with docker, library-only, local deployment options.", "purpose": "Use vllm-project/vllm when the user needs a local llm runtime project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "model weights", "hardware/runtime config" ], "outputs": [ "local inference", "served endpoints", "runtime logs" ], "good_for": [ "run local models", "serve inference endpoints", "prototype private LLM deployments", "private inference", "local model serving", "self-hosted runtimes" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications", "hosted SaaS deployment only", "non-ML projects" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "vllm-project/vllm-omni", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "jaylfc/taOS", "reason": "Same local llm runtime intent with agent_memory, local_inference overlap." }, { "repo": "bentoml/BentoML", "reason": "Same local llm runtime intent with local_inference overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"gguf\" 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 topics include infrastructure-heavy concepts." ] }, "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": 30, "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", "lightweight serverless applications", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-21T23:01:07.736Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-21T23:01:07.736Z" }, { "project_id": "huggingface/optimum", "repo": "huggingface/optimum", "name": "optimum", "github_url": "https://github.com/huggingface/optimum", "homepage_url": "https://huggingface.co/docs/optimum/main/", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "local_llm_runtime" ], "tags": [ "graphcore", "habana", "inference", "intel", "onnx", "onnxruntime", "optimization", "pytorch", "quantization", "tflite", "training", "transformers" ], "description": "🚀 Accelerate inference and training of 🤗 Transformers, Diffusers, TIMM and Sentence Transformers with easy to use hardware optimization tools", "overview": "Use huggingface/optimum when the user needs a local llm runtime project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "vllm-project/vllm", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "vllm-project/vllm-omni", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "oobabooga/textgen", "reason": "Same local llm runtime intent with local_inference overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "run local models", "serve inference endpoints", "prototype private LLM deployments" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications" ], "classification": { "category": { "confidence": "high", "evidence": [ "Manual quality burn-down override for huggingface/optimum." ] }, "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, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 3448, "recent_commits": 4, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 1 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 21, "agent_score": 76, "score": 80, "agent_score_breakdown": { "documentation": 90, "maintenance": 38, "deployment": 90, "popularity": 71, "community": 100 }, "git_top_score": 80, "git_top_score_breakdown": { "community": 100, "maintenance": 31, "documentation": 92, "stability": 68, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use huggingface/optimum when the user needs a local llm runtime project with docker, library-only, local deployment options.", "purpose": "Use huggingface/optimum when the user needs a local llm runtime project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "model weights", "hardware/runtime config" ], "outputs": [ "local inference", "served endpoints", "runtime logs" ], "good_for": [ "run local models", "serve inference endpoints", "prototype private LLM deployments", "private inference", "local model serving", "self-hosted runtimes" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications", "hosted SaaS deployment only", "non-ML projects" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "vllm-project/vllm", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "vllm-project/vllm-omni", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "oobabooga/textgen", "reason": "Same local llm runtime intent with local_inference overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Manual quality burn-down override for huggingface/optimum." ] }, "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, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications", "Partial or estimated quality signals: contributors90d." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-21T23:31:07.206Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications", "Partial or estimated quality signals: contributors90d." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-21T23:31:07.206Z" }, { "project_id": "microsoft/aici", "repo": "microsoft/aici", "name": "aici", "github_url": "https://github.com/microsoft/aici", "homepage_url": null, "language": "Rust", "license": "MIT", "project_kind": "project", "category": [ "local_llm_runtime" ], "tags": [ "ai", "inference", "language-model", "llm", "llm-framework", "llm-inference", "llm-serving", "llmops", "model-serving", "rust", "transformer", "wasm", "wasmtime" ], "description": "AICI: Prompts as (Wasm) Programs", "overview": "Use microsoft/aici when the user needs a local llm runtime project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "vllm-project/vllm", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "vllm-project/vllm-omni", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "bentoml/BentoML", "reason": "Same local llm runtime intent with local_inference overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "run local models", "serve inference endpoints", "prototype private LLM deployments" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"gguf\" 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, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 2077, "recent_commits": 0, "contributors": 10, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 27, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 6, "agent_score": 59, "score": 70, "agent_score_breakdown": { "documentation": 90, "maintenance": 9, "deployment": 80, "popularity": 66, "community": 55 }, "git_top_score": 70, "git_top_score_breakdown": { "community": 100, "maintenance": 6, "documentation": 84, "stability": 55, "adoption": 92, "agent_readability": 100 }, "summary": { "tl_dr": "Use microsoft/aici when the user needs a local llm runtime project with library-only, local, cloud deployment options.", "purpose": "Use microsoft/aici when the user needs a local llm runtime project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "model weights", "hardware/runtime config" ], "outputs": [ "local inference", "served endpoints", "runtime logs" ], "good_for": [ "run local models", "serve inference endpoints", "prototype private LLM deployments", "private inference", "local model serving", "self-hosted runtimes" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications", "hosted SaaS deployment only", "non-ML projects" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "vllm-project/vllm", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "vllm-project/vllm-omni", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "bentoml/BentoML", "reason": "Same local llm runtime intent with local_inference overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"gguf\" 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, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 27, "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", "lightweight serverless applications" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-18T11:00:29.461Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-18T11:00:29.461Z" }, { "project_id": "toverainc/willow-inference-server", "repo": "toverainc/willow-inference-server", "name": "willow-inference-server", "github_url": "https://github.com/toverainc/willow-inference-server", "homepage_url": null, "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "local_llm_runtime" ], "tags": [ "cuda", "deep-learning", "llama", "llm", "privacy", "speech-recognition", "speech-to-text", "text-to-speech", "vicuna", "webrtc", "whisper", "willow" ], "description": "Open source, local, and self-hosted highly optimized language inference server supporting ASR/STT, TTS, and LLM across WebRTC, REST, and WS", "overview": "Use toverainc/willow-inference-server when the user needs a local llm runtime project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "vllm-project/vllm", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "jaylfc/taOS", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "bentoml/BentoML", "reason": "Same local llm runtime intent with local_inference overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "run local models", "serve inference endpoints", "prototype private LLM deployments" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"inference server\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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": 508, "recent_commits": 0, "contributors": 7, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 19, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 5, "agent_score": 58, "score": 67, "agent_score_breakdown": { "documentation": 90, "maintenance": 8, "deployment": 90, "popularity": 54, "community": 52 }, "git_top_score": 67, "git_top_score_breakdown": { "community": 90, "maintenance": 5, "documentation": 92, "stability": 55, "adoption": 77, "agent_readability": 100 }, "summary": { "tl_dr": "Use toverainc/willow-inference-server when the user needs a local llm runtime project with docker, library-only, local deployment options.", "purpose": "Use toverainc/willow-inference-server when the user needs a local llm runtime project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "model weights", "hardware/runtime config" ], "outputs": [ "local inference", "served endpoints", "runtime logs" ], "good_for": [ "run local models", "serve inference endpoints", "prototype private LLM deployments", "private inference", "local model serving", "self-hosted runtimes" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications", "hosted SaaS deployment only", "non-ML projects" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "vllm-project/vllm", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "jaylfc/taOS", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "bentoml/BentoML", "reason": "Same local llm runtime intent with local_inference overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"inference server\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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": 19, "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", "lightweight serverless applications" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-21T03:52:30.064Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-21T03:52:30.064Z" }, { "project_id": "mozilla-ai/llamafile", "repo": "mozilla-ai/llamafile", "name": "llamafile", "github_url": "https://github.com/mozilla-ai/llamafile", "homepage_url": "https://docs.mozilla.ai/llamafile", "language": "C++", "license": "NOASSERTION", "project_kind": "project", "category": [ "local_llm_runtime" ], "tags": [ "cross-platform", "gguf", "llama-cpp", "local-ai", "local-inference", "local-llm", "open-source-ai", "single-file-executable", "speech-to-text" ], "description": "Distribute and run LLMs with a single file.", "overview": "Use mozilla-ai/llamafile when the user needs a local llm runtime project with local, cloud deployment options.", "alternatives": [ { "repo": "vllm-project/vllm", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "jaylfc/taOS", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "microsoft/Foundry-Local", "reason": "Same local llm runtime intent with local_inference overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "run local models", "serve inference endpoints", "prototype private LLM deployments" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "lightweight serverless applications" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"gguf\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 25356, "recent_commits": 16, "contributors": 73, "issue_response_time_hours": null, "release_frequency_180d": 5 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 26, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 34, "agent_score": 77, "score": 87, "agent_score_breakdown": { "documentation": 90, "maintenance": 47, "deployment": 70, "popularity": 88, "community": 100 }, "git_top_score": 87, "git_top_score_breakdown": { "community": 100, "maintenance": 54, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use mozilla-ai/llamafile when the user needs a local llm runtime project with local, cloud deployment options.", "purpose": "Use mozilla-ai/llamafile when the user needs a local llm runtime project with local, cloud deployment options.", "install": "Follow the local runtime setup instructions in the repository.", "inputs": [ "model weights", "hardware/runtime config" ], "outputs": [ "local inference", "served endpoints", "runtime logs" ], "good_for": [ "run local models", "serve inference endpoints", "prototype private LLM deployments", "private inference", "local model serving", "self-hosted runtimes" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "lightweight serverless applications", "hosted SaaS deployment only", "non-ML projects" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "vllm-project/vllm", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "jaylfc/taOS", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "microsoft/Foundry-Local", "reason": "Same local llm runtime intent with local_inference overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"gguf\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 26, "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", "lightweight serverless applications" ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-07-17T17:00:35.226Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "lightweight serverless applications" ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-17T17:00:35.226Z" }, { "project_id": "oobabooga/textgen", "repo": "oobabooga/textgen", "name": "textgen", "github_url": "https://github.com/oobabooga/textgen", "homepage_url": null, "language": "Python", "license": "AGPL-3.0", "project_kind": "project", "category": [ "local_llm_runtime" ], "tags": [], "description": "Open-source desktop app for local LLMs. Text, vision, tool-calling, OpenAI/Anthropic-compatible API. 100% private.", "overview": "Use oobabooga/textgen when the user needs a local llm runtime project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "vllm-project/vllm", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "vllm-project/vllm-omni", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "jaylfc/taOS", "reason": "Same local llm runtime intent with local_inference overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "run local models", "serve inference endpoints", "prototype private LLM deployments" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"local llm\" in metadata." ] }, "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": 47457, "recent_commits": 0, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 21 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 26, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 37, "agent_score": 83, "score": 84, "agent_score_breakdown": { "documentation": 90, "maintenance": 51, "deployment": 90, "popularity": 94, "community": 100 }, "git_top_score": 84, "git_top_score_breakdown": { "community": 100, "maintenance": 47, "documentation": 92, "stability": 75, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use oobabooga/textgen when the user needs a local llm runtime project with docker, library-only, local deployment options.", "purpose": "Use oobabooga/textgen when the user needs a local llm runtime project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "model weights", "hardware/runtime config" ], "outputs": [ "local inference", "served endpoints", "runtime logs" ], "good_for": [ "run local models", "serve inference endpoints", "prototype private LLM deployments", "private inference", "local model serving", "self-hosted runtimes" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications", "hosted SaaS deployment only", "non-ML projects" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "vllm-project/vllm", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "vllm-project/vllm-omni", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "jaylfc/taOS", "reason": "Same local llm runtime intent with local_inference overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"local llm\" in metadata." ] }, "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": 26, "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", "lightweight serverless applications", "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": "2026-07-17T16:30:31.452Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications", "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": "2026-07-17T16:30:31.452Z" }, { "project_id": "jaylfc/taOS", "repo": "jaylfc/taOS", "name": "taOS", "github_url": "https://github.com/jaylfc/taOS", "homepage_url": "https://taOS.my", "language": "Python", "license": "AGPL-3.0", "project_kind": "project", "category": [ "local_llm_runtime" ], "tags": [ "agent-framework", "ai-agents", "ai-platform", "apple-silicon", "data-sovereignty", "distributed-computing", "kv-cache-quantization", "llm", "llm-inference", "local-first", "local-llm", "offline-first", "orange-pi", "privacy", "raspberry-pi", "rockchip-npu", "self-hosted", "turboquant", "vllm" ], "description": "Self-hosted AI agent OS. Your memory, chat, agents, and files stay on hardware you own, offline by default, cloud by choice. Offline AI memory (taOSmd), self-hosted multi-framework group chat, a full web desktop + app store, and auto-clustering across the consumer hardware you already have (Orange/Raspberry Pi, Mac mini, gaming PC).", "overview": "Use jaylfc/taOS when the user needs a local llm runtime project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "vllm-project/vllm", "reason": "Same local llm runtime intent with agent_memory, local_inference overlap." }, { "repo": "vllm-project/vllm-omni", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "kserve/kserve", "reason": "Same local llm runtime intent with local_inference overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "run local models", "serve inference endpoints", "prototype private LLM deployments" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Curated category override for jaylfc/taOS." ] }, "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, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 442, "recent_commits": 100, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 43 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 17, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 30, "agent_score": 67, "score": 83, "agent_score_breakdown": { "documentation": 90, "maintenance": 57, "deployment": 80, "popularity": 53, "community": 49 }, "git_top_score": 83, "git_top_score_breakdown": { "community": 80, "maintenance": 71, "documentation": 84, "stability": 90, "adoption": 73, "agent_readability": 100 }, "summary": { "tl_dr": "Use jaylfc/taOS when the user needs a local llm runtime project with library-only, local, cloud deployment options.", "purpose": "Use jaylfc/taOS when the user needs a local llm runtime project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "model weights", "hardware/runtime config" ], "outputs": [ "local inference", "served endpoints", "runtime logs" ], "good_for": [ "run local models", "serve inference endpoints", "prototype private LLM deployments", "private inference", "local model serving", "self-hosted runtimes" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications", "hosted SaaS deployment only", "non-ML projects" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "vllm-project/vllm", "reason": "Same local llm runtime intent with agent_memory, local_inference overlap." }, { "repo": "vllm-project/vllm-omni", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "kserve/kserve", "reason": "Same local llm runtime intent with local_inference overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Curated category override for jaylfc/taOS." ] }, "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, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 17, "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", "lightweight serverless applications", "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": "2026-07-21T00:01:14.842Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications", "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": "2026-07-21T00:01:14.842Z" } ], "resolved_from": { "requested_id": "microsoft/foundry-local", "resolved_id": "microsoft/foundry-local", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 982, "generated_at": "2026-07-22T03:28:37.959Z", "snapshot_id": "d1:982:2026-07-22T01:01:00.042Z", "latest_synced_at": "2026-07-22T01:01:00.042Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }