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Agent Skill · 研究检索

personaldatahub(personaldatahub 控制)

用于辅助数据整理、表格处理、CSV/Excel 分析、指标计算和图表准备。它适合让 Agent 清洗字段、汇总数据、发现异常、生成统计口径或把分析结果转成可读说明。使用时需要确认数据来源、字段含义和时间范围,避免把样本数据当全量事实;涉及敏感数据、导出文件或批量写回时,应先确认权限和脱敏边界。

personaldatahub 是研究检索类 Agent Skill,可用宿主为 OpenClaw,通过ClawHub获取,权限为调用外部服务;许可证为 MIT-0,第三方扫描有提醒项,按安装量在研究检索类的 73,675 个 Skill 里排第 9,237。

总安装 14,643周安装 629GitHub Stars 公开资料未说明下载 5,133核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
MIT-0
版本
0.1.0

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:personaldatahub(personaldatahub 控制)
来源仓库:https://github.com/haojian/personaldatahub
安装命令:
openclaw skills install personaldatahub
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 OpenClaw 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

ClawHubOpenClaw
openclaw skills install personaldatahub

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

用于访问控制网关提取个人数据并提出出站操作。适合处理电子邮件、问题草稿等个人信息管理。数据经过过滤与编辑,确保合规性。personaldatahub 属于研究检索类 Skill,可作为该场景下的辅助能力补充。安装命令:openclaw skills install personaldatahub,需确认脱敏边界。

注意权限范围,避免批量写回或导出未授权数据。

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 OpenClaw;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 openclaw skills install personaldatahub;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要调用外部服务,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

personaldatahub 怎么安装?

在终端执行 openclaw skills install personaldatahub。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

personaldatahub 支持哪些 AI 工具?

公开资料标注支持 OpenClaw。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

personaldatahub 需要什么权限?

权限级别是调用外部服务。该 Skill 可能调用第三方服务、云服务或外部模型 API,使用前需要确认账号、额度、数据发送范围和服务条款。

personaldatahub 是免费的吗?

来源标注的许可证是 MIT-0。本站不代收任何费用,也不托管安装包;能否商用、要不要署名,以许可证原文为准。

personaldatahub 用的人多吗?

公开数据是累计安装 14,643 次,近一周安装 629 次,下载 5,133 次。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

personaldatahub 安全吗?

第三方扫描有提醒项,说明存在需要人工确认的行为。安装前请打开源码看清它读了什么、联网到哪里。

值得选的地方和要先想清楚的地方

值得选的地方

  • 专注 OpenClaw 一种宿主,触发方式和使用习惯不用来回切换。
  • 许可证明确为 MIT-0,商用和分发边界好判断。

先想清楚的地方

  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 OpenClaw,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
personaldatahub

personaldatahub 控制 · 本页

14,643—调用外部服务MIT-0有提醒

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

name
PersonalDataHub
description
Pull personal data (emails, issues) and propose outbound actions (drafts, replies) through the PersonalDataHub access control gateway. Data is filtered, redacted, and shaped by the owner's policy before reaching the agent.
version
0.1.0
skillKey
personaldatahub
emoji
🔐
homepage
https://github.com/AISmithLab/PersonalDataHub
os
darwin, linux, win32
install
cd ../../ && pnpm install && pnpm build && npx pdh init "OpenClaw Agent" && npx pdh start
metadata
{}
always
false

PersonalDataHub

Access personal data from Gmail, GitHub, and other sources through the PersonalDataHub access control gateway. The data owner controls what the agent can see, which fields are visible, what gets redacted, and which actions are allowed.

MCP Setup (Recommended)

PersonalDataHub provides an MCP server for native tool discovery. Add to your Claude Code config (.claude/settings.json):

{
  "mcpServers": {
    "personaldatahub": {
      "command": "npx",
      "args": ["pdh", "mcp"]
    }
  }
}

This registers source-specific tools dynamically — only sources with connected OAuth tokens get tools.

Tools

read_emails

*(Gmail — requires connected Gmail OAuth)*

Pull emails from Gmail. Data is filtered and redacted according to the owner's access control policy.

Parameters:

  • purpose (required) — Why this data is needed (logged for audit)
  • query (optional) — Gmail search query (e.g., "is:unread from:alice newer_than:7d")
  • limit (optional) — Maximum number of results

Example:

Pull my recent unread emails about the Q4 report.

draft_email

*(Gmail — requires connected Gmail OAuth)*

Draft an email via Gmail. The draft is staged for the data owner to review — it does NOT send until approved.

Parameters:

  • to (required) — Recipient email address
  • subject (required) — Email subject
  • body (required) — Email body
  • purpose (required) — Why this action is being proposed (logged for audit)
  • in_reply_to (optional) — Message ID for threading

send_email

*(Gmail — requires connected Gmail OAuth)*

Send an email via Gmail. The action is staged for the data owner to review — it does NOT execute until approved.

Parameters:

  • to (required) — Recipient email address
  • subject (required) — Email subject
  • body (required) — Email body
  • purpose (required) — Why this action is being proposed (logged for audit)
  • in_reply_to (optional) — Message ID for threading

reply_to_email

*(Gmail — requires connected Gmail OAuth)*

Reply to an email via Gmail. The reply is staged for the data owner to review — it does NOT send until approved.

Parameters:

  • to (required) — Recipient email address
  • subject (required) — Email subject
  • body (required) — Email body
  • in_reply_to (required) — Message ID of the email being replied to
  • purpose (required) — Why this action is being proposed (logged for audit)

search_github_issues

*(GitHub — requires connected GitHub OAuth)*

Search GitHub issues. Data is filtered according to the owner's access control policy.

Parameters:

  • purpose (required) — Why this data is needed (logged for audit)
  • query (optional) — Search query for issues
  • limit (optional) — Maximum number of results

search_github_prs

*(GitHub — requires connected GitHub OAuth)*

Search GitHub pull requests. Data is filtered according to the owner's access control policy.

Parameters:

  • purpose (required) — Why this data is needed (logged for audit)
  • query (optional) — Search query for pull requests
  • limit (optional) — Maximum number of results

Direct API Fallback

If the MCP tools above are not available, you can call the PersonalDataHub API directly via HTTP.

Config: Read ~/.pdh/config.json to get hubUrl.

Pull data:

curl -X POST <hubUrl>/app/v1/pull \
  -H "Content-Type: application/json" \
  -d '{"source": "gmail", "purpose": "reason for pulling data"}'

Propose an action:

curl -X POST <hubUrl>/app/v1/propose \
  -H "Content-Type: application/json" \
  -d '{"source": "gmail", "action_type": "draft_email", "action_data": {"to": "...", "subject": "...", "body": "..."}, "purpose": "reason for action"}'

Troubleshooting

If calls fail, check if the PersonalDataHub server is running:

curl <hubUrl>/health

If the server is not running, find and start it:

# Check where PersonalDataHub is installed
cat ~/.pdh/config.json   # look at hubDir
# Start the server
cd <hubDir> && node dist/index.js

Setup

The install hook bootstraps PersonalDataHub automatically:

  1. Installs dependencies, builds the project, initializes the database
  2. Saves hub URL and directory to ~/.pdh/config.json
  3. Starts the server in the background

After installation, open http://localhost:3000 to connect Gmail/GitHub via OAuth.

Agents read config automatically from ~/.pdh/config.json — no manual configuration needed.

Query Syntax (Gmail)

  • is:unread — unread emails
  • from:alice — emails from Alice
  • newer_than:7d — emails from the last 7 days
  • subject:report — emails with "report" in subject
  • Combine: is:unread from:alice newer_than:7d

Important Notes

  • Data is filtered: The owner controls which fields you see. Some fields may be missing or redacted.
  • Actions require approval: All outbound actions (emails, drafts) go to a staging queue. The owner must approve before execution.
  • Everything is audited: Every pull and propose is logged with your purpose string.

平台分布

OpenClaw

87.17%
按下载量换算4,474

安全审计

VirusTotal

可疑

ClawScan

可疑

Static analysis

未展示

权限和风险

调用外部服务

该 Skill 可能调用第三方服务、云服务或外部模型 API,使用前需要确认账号、额度、数据发送范围和服务条款。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在提醒或未通过项,安装前请自行复核。目前只有一个公开来源,建议同时核对源仓库。

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