风险评分

47/100 (Medium)

OpenClaw: suspicious
VirusTotal: suspicious
StaticScan: clean

MARL — Multi-stage Reasoning Middleware

作者: VIDRAFT
Slug:marl-middleware
版本:1.0.0
更新时间:2026-03-24 13:39:24
风险信息

OpenClaw: suspicious

查看 OpenClaw 分析摘要(前 200 字预览)
The skill's instructions are mostly coherent with a local middleware product, but there are misleading claims and operational gaps (privacy claim vs. behavior, external Docker/PyPI artifacts recommend...

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VirusTotal: suspicious VT 报告

静态扫描: clean

No suspicious patterns detected.
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原始 JSON 数据
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        "changelog": "Initial release of marl-middleware.\n\n- Provides multi-stage, multi-agent reasoning middleware for LLMs with 70%+ hallucination reduction.\n- Offers 9 specialized emergence engines for diverse domains including invention, pharma, chemistry, ecology, law, and more.\n- Simple integration: one line to connect, compatible with any OpenAI-format LLM endpoint.\n- Supports Docker, pip, or instant HuggingFace Space deployment.\n- Seamlessly switches reasoning modes by appending ::mode to the model name.\n- Runs locally, ensuring data does not leave your infrastructure.",
        "changelogSource": "user",
        "createdAt": 1773036157231,
        "parsed": {
            "clawdis": {
                "config": {
                    "example": "llm:\n  baseURL: \"http:\/\/localhost:8080\/v1\"\n  model: \"gpt-5.4::create\""
                }
            }
        },
        "version": "1.0.0"
    },
    "owner": {
        "_creationTime": 0,
        "_id": "publishers:missing",
        "displayName": "VIDRAFT",
        "handle": "cutechicken99",
        "image": "https:\/\/avatars.githubusercontent.com\/u\/131574842?v=4",
        "kind": "user",
        "linkedUserId": "kn71jr5bd5pxmjmec7har9ysks82k7bv"
    },
    "ownerHandle": "cutechicken99",
    "skill": {
        "_creationTime": 1773036157231,
        "_id": "kd75g2jtse0h9dek8vg1xt0cgn82kgyy",
        "badges": [],
        "createdAt": 1773036157231,
        "displayName": "MARL — Multi-stage Reasoning Middleware",
        "latestVersionId": "k976e9ypvdhzfhtyn9hy1cbmhd82kf6q",
        "ownerUserId": "kn71jr5bd5pxmjmec7har9ysks82k7bv",
        "slug": "marl-middleware",
        "stats": {
            "comments": 0,
            "downloads": 203,
            "installsAllTime": 0,
            "installsCurrent": 0,
            "stars": 6,
            "versions": 1
        },
        "summary": "Multi-stage multi-agent reasoning middleware that reduces LLM hallucination by 70%+. 9 specialized emergence engines for invention, creative, pharma, genomic...",
        "tags": {
            "emergence": "k976e9ypvdhzfhtyn9hy1cbmhd82kf6q",
            "hallucination": "k976e9ypvdhzfhtyn9hy1cbmhd82kf6q",
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            "multi-agent": "k976e9ypvdhzfhtyn9hy1cbmhd82kf6q",
            "reasoning": "k976e9ypvdhzfhtyn9hy1cbmhd82kf6q"
        },
        "updatedAt": 1774330764882
    }
}