{
  "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": [
    {
      "repo": "microsoft/aici",
      "reason": "Related to jaylfc/taOS through local llm runtime category and library_only deployment."
    },
    {
      "repo": "bentoml/BentoML",
      "reason": "Related to jaylfc/taOS through local llm runtime category and library_only deployment."
    },
    {
      "repo": "huggingface/optimum",
      "reason": "Related to jaylfc/taOS through local llm runtime category and library_only deployment."
    },
    {
      "repo": "toverainc/willow-inference-server",
      "reason": "Related to jaylfc/taOS through local llm runtime category and library_only deployment."
    },
    {
      "repo": "NightMean/OlliteRT",
      "reason": "Related to jaylfc/taOS through local llm runtime category and local deployment."
    },
    {
      "repo": "Atrayee-dev/secure-ai-agent-boundary",
      "reason": "Related to jaylfc/taOS through local llm runtime category and library_only deployment."
    },
    {
      "repo": "nomic-ai/gpt4all",
      "reason": "Related to jaylfc/taOS through local llm runtime category and library_only deployment."
    },
    {
      "repo": "lmstudio-ai/lms",
      "reason": "Related to jaylfc/taOS through local llm runtime category and library_only deployment."
    }
  ],
  "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
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  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 17,
    "commits_30d": "partial",
    "releases_180d": "complete",
    "contributors_90d": "complete"
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  "quality_score": 30,
  "agent_score": 67,
  "score": 83,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 57,
    "deployment": 80,
    "popularity": 53,
    "community": 49
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  "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"
    },
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      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
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      "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.",
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    "project.topics",
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    "project.license",
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  ],
  "last_verified_at": "2026-07-21T00:01:14.842Z",
  "knowledge": {
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      "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).",
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        "kv-cache-quantization",
        "llm",
        "llm-inference",
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      "forks": 33,
      "open_issues": 292,
      "default_branch": "master",
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          "reason": "Same local llm runtime intent with agent_memory, local_inference overlap."
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          "project_id": "kserve/kserve",
          "reason": "Same local llm runtime intent with local_inference overlap."
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        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, gpu.",
            "No Cloudflare deployment signal detected.",
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        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
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    "requested_id": "jaylfc/taOS",
    "resolved_id": "jaylfc/taOS",
    "resolution": "direct"
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    "generated_at": "2026-07-22T07:45:18.552Z",
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