风险评分

56/100 (Medium)

OpenClaw: suspicious
VirusTotal: unknown
StaticScan: clean

Active Learning Agent

作者: cscguochang
Slug:active-learning-agent
版本:1.2.0
更新时间:2026-03-23 12:34:29
风险信息

OpenClaw: suspicious

查看 OpenClaw 分析摘要(前 200 字预览)
The skill's declared purpose (proactive, private-question agent) matches its instructions, but it requests broad access to private chat/docs/calendar, writes persistent local memories/logs, and will c...

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静态扫描: clean

No suspicious patterns detected.
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原始 JSON 数据
{
    "latestVersion": {
        "_creationTime": 1774240449823,
        "_id": "k9727a5v05a1fqbhzb26vnt2y983fsbv",
        "changelog": "**v1.2.0 introduces implicit learning and exploration mechanisms to Active Learning Agent.**\n\n- Adds an implicit learning mode: the agent now automatically reviews recent question response rates during each scan.\n- Dynamically adapts questioning strategies based on historical feedback (not exposed to the user).\n- Implements a 70% exploitation (tried-and-true) and 30% exploration (new question types) balance to avoid monotony and overfitting.\n- Logs learning data to `memory\/active-learning-log.md`.\n- Updates documentation to reflect the new learning mechanisms and version history.",
        "changelogSource": "auto",
        "createdAt": 1774240449823,
        "version": "1.2.0"
    },
    "owner": {
        "_creationTime": 0,
        "_id": "publishers:missing",
        "displayName": "cscguochang",
        "handle": "cscguochang",
        "image": "https:\/\/avatars.githubusercontent.com\/u\/152665879?v=4",
        "kind": "user",
        "linkedUserId": "kn7fezg9bhgwcnkm0rapbn5mk580fbhs"
    },
    "ownerHandle": "cscguochang",
    "skill": {
        "_creationTime": 1774238712412,
        "_id": "kd7bwhc5sxxsw0qbatf97pfzm983fkgq",
        "badges": [],
        "createdAt": 1774238712412,
        "displayName": "Active Learning Agent",
        "latestVersionId": "k9727a5v05a1fqbhzb26vnt2y983fsbv",
        "ownerUserId": "kn7fezg9bhgwcnkm0rapbn5mk580fbhs",
        "slug": "active-learning-agent",
        "stats": {
            "comments": 0,
            "downloads": 31,
            "installsAllTime": 0,
            "installsCurrent": 0,
            "stars": 0,
            "versions": 3
        },
        "summary": "主动观察和分析近2小时内的上下文,识别深层意义并向用户私聊提出启发性问题以促进共同成长。",
        "tags": {
            "latest": "k9727a5v05a1fqbhzb26vnt2y983fsbv"
        },
        "updatedAt": 1774240469397
    }
}