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Agent Skill · 研究检索

wotohub-automation(沃托枢纽自动化)

wotohub-automation 用于查找、检索和筛选相关信息,适合在 OpenClaw 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

wotohub-automation 是研究检索类 Agent Skill,可用宿主为 OpenClaw,通过ClawHub获取,权限为接触敏感数据;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 21,879。

总安装 4,727周安装 195GitHub Stars 1下载 1,544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
1.0.8

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:wotohub-automation(沃托枢纽自动化)
来源仓库:https://github.com/sa461151/wotohub-automation
安装命令:
openclaw skills install wotohub-automation
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 wotohub-automation

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。

自动化WotoHub影响者外展全流程。wotohub-automation 属于研究检索类 Skill,可作为该场景下的辅助能力补充。包括产品理解、推荐排名和批量邮件发送。通过clawhub安装,需确认邮箱服务集成和API密钥。使用前应检查是否会起草或发送商业邮件。建议查阅原始文档了解导入导出格式和外展模板。

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 wotohub-automation;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

    它需要接触敏感数据,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

wotohub-automation 怎么安装?

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

wotohub-automation 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。

wotohub-automation 需要什么权限?

权限级别是接触敏感数据。该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

wotohub-automation 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。

wotohub-automation 用的人多吗?

公开数据是累计安装 4,727 次,近一周安装 195 次,下载 1,544 次,GitHub 1 星。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。

wotohub-automation 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

  • 需要接触敏感数据,装到常用环境前要先评估影响面。
  • 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

  • 环境里有大量密钥、凭证,不方便给第三方 Skill 读取的人。
  • 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
wotohub-automation

沃托枢纽自动化 · 本页

4,7271接触敏感数据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
wotohub-automation
description
End-to-end WotoHub influencer outreach automation for product understanding, creator search, recommendation ranking, outreach email drafting, batch send, inbox review, and guarded reply assist. Use when running TikTok Shop, Amazon, or Shopify creator campaigns and you want model-first planning with script-level execution.
metadata

WotoHub Automation

WotoHub Automation is a real creator outreach skill with OpenClaw-era integration roots and current in-place compatibility for existing workflows.

It connects:

  • product understanding
  • creator search
  • shortlist and recommendation
  • outreach email drafting
  • batch send
  • inbox review
  • guarded reply assist

Best fit:

  • TikTok Shop campaigns
  • Amazon creator outreach
  • Shopify product seeding
  • recurring creator prospecting and follow-up

Core design:

  • the host model handles understanding and judgment
  • the scripts handle deterministic compilation, API execution, and state

This skill is intentionally conservative around sending and reply automation.

Release note:

  • wotohub-automation is the only canonical publish directory
  • wotohub-automation-release is a mirror/reference copy, not the primary release source

If you need deeper integration details, read:

  • references/integration-contract.md
  • references/runtime-guardrails.md

Environment and credentials

Install dependencies:

pip install -r requirements.txt

Environment variables:

  • WOTOHUB_API_KEY, required for authenticated actions such as send, inbox access, reply handling, and campaign cycles
  • WOTOHUB_BASE_URL, optional explicit API base override, defaults to production
  • WOTOHUB_STATE_DIR, optional state/log output directory

Credential scope:

  • WOTOHUB_API_KEY grants access to authenticated WotoHub user-state operations
  • treat it as a send and inbox credential, not a harmless search-only token
  • search can still run without a token through openSearch, but authenticated endpoints cannot

Runtime expectations:

  • Python with ssl available
  • TLS verification stays enabled by default
  • only disable TLS verification in a controlled debug environment

What this skill can do

1. Product understanding

Input can come from:

  • plain product descriptions
  • product URLs, including TikTok Shop, Amazon, Shopify, and brand sites

Typical outputs:

  • product name
  • key selling points
  • target audience
  • creator direction
  • structured search-ready understanding

2. Creator search

Supports:

  • product-led search generation
  • filters for region, language, follower count, email availability
  • keyword-assisted search
  • category-assisted search
  • filtering out already-contacted creators by default

Search modes:

  • no token, uses openSearch
  • token present, uses clawSearch

3. Recommendation and shortlist

Supports:

  • ranking search results
  • returning a shortlist
  • suggesting next-step selection

Default behavior is to stop after recommendation and wait for explicit creator selection before email generation.

4. Outreach email drafting

Supports:

  • creator-specific outreach draft generation
  • host-model-first personalized drafts
  • HTML normalization and subject validation before send

Minimum campaign brief usually needs:

  • productName
  • senderName or signoff
  • offerType, such as sample, paid, or affiliate

5. Batch send

Default send path is batch-oriented.

Characteristics:

  • multiple creators prefer a single batch API request
  • email structure is normalized before execution
  • HTML body is preferred when present

6. Inbox and reply assist

Supports:

  • inbox listing
  • email detail lookup
  • thread detail lookup
  • safe reply assistance
  • conservative low-risk auto-reply handling

Anything involving price, payment, contract terms, exclusivity, shipping promises, or timing commitments should stay human-reviewed by default.

7. Campaign cycle

Supports:

  • manual single runs
  • cron or scheduler single-cycle execution
  • scheduled search understanding bridge
  • campaign state persistence
  • cycle summary, state summary, and human summary outputs
  • success, blocked, and failed exit semantics

Workflow overview

Step 0, auth and token rules

Search does not require login by default.

  • without token, search uses openSearch
  • with token, search uses clawSearch

These user-side steps require WOTOHUB_API_KEY:

  • send
  • inbox
  • replies
  • campaign cycle

If you publish, install, or review this skill, treat the credential requirement as part of the primary operating contract, not an optional convenience.

Optional preflight check:

python3 scripts/preflight.py --token YOUR_API_KEY

For auth details, read appendix-auth.md.

Skill entry

Single entrypoint:

python3 wotohub_skill.py

Important execution note:

  • default host executors are auto-wired through the skill entry / router wrapper flow, and scripts/build_search_payload.py now also injects router executor defaults before resolving URL input
  • in low-confidence URL cases, product_resolve.py may emit hostUrlAnalysisRequest; scripts/build_search_payload.py now attempts automatic host URL analysis execution + writeback before continuing
  • if host analysis still cannot be resolved, scripts/build_search_payload.py returns a structured needsUserInput / error payload instead of crashing on analysis=None
  • callers can still explicitly provide hostAnalysis / productSummary to bypass bridge execution when they already have host-side understanding

Minimal request example:

{
  "requestId": "task-1",
  "action": "task",
  "type": "product_analysis",
  "input": {
    "input": "wireless earbuds with noise cancellation"
  },
  "auth": {
    "token": "YOUR_API_KEY"
  }
}

Common action/type pairs:

  • task/product_analysis
  • task/search
  • task/recommend
  • task/generate_email
  • task/send_email
  • task/monitor_replies
  • campaign/cycle

Recommended injected fields:

  • input.hostAnalysis
  • input.productSummary
  • input.hostDrafts
  • input.replyModelAnalysis

Recommended executor discovery order for host URL recovery / host semantic understanding:

  • first: explicit request-level config.hostAnalysisExecutor
  • second: campaign brief.hostAnalysisExecutor / brief.scheduler.hostAnalysisExecutor for cycle flows
  • third: environment default WOTOHUB_HOST_ANALYSIS_EXECUTOR (or compatibility HOST_ANALYSIS_EXECUTOR)
  • recommended integration pattern: when your host platform always has browser/web/model capability, set the env default in the wrapper/launcher so link analysis can auto-close the loop without every caller remembering the param

Recommended executor discovery order for reply understanding:

  • first: explicit request-level config.hostReplyAnalysisExecutor / config.hostReplyBridgeExecutor
  • second: cycle-only brief.scheduler.hostReplyBridgeExecutor when reply assist is driven from campaign runtime
  • third: environment default WOTOHUB_HOST_REPLY_ANALYSIS_EXECUTOR (or compatibility HOST_REPLY_ANALYSIS_EXECUTOR)

Recommended executor discovery order for host draft generation:

  • first: explicit request-level config.hostDraftExecutor / config.hostBridgeExecutor
  • second: cycle-only brief.scheduler.hostBridgeExecutor when scheduled generation is used
  • third: environment default WOTOHUB_HOST_DRAFT_EXECUTOR (or compatibility HOST_DRAFT_EXECUTOR)

Canonical field rule:

  • new integrations and new examples should use the canonical fields above by default
  • compatibility aliases remain supported for migration, but should not be expanded further
  • campaign cycle draft write-back should use host_drafts_per_cycle
  • see references/alias-normalization-matrix.md for the current canonical vs alias mapping

URL host write-back rule:

  • if scripts/product_resolve.py returns hostUrlAnalysisRequest, treat that as the canonical host-side recovery trigger for weak or blocked URL pages
  • the host should write back only hostAnalysis + productSummary, then rerun the same task/product_analysis, task/search, task/recommend, or task/generate_email request
  • do not write back near-final WotoHub search payloads in place of understanding; keep the contract at the semantic layer
  • the most natural write-back surfaces are input.hostAnalysis + input.productSummary; metadata.* / config.* remain compatibility surfaces only
  • important runtime nuance from live use: direct python3 scripts/product_resolve.py --input <url> currently only emits hostUrlAnalysisRequest; it does not auto-run browser/web recovery or auto-apply write-back
  • automatic host analysis execution currently exists in upper-layer / campaign orchestration paths that use hostAnalysisExecutor, not in the bare product_resolve.py path

Trust boundary:

  • treat host-injected model outputs as untrusted structured input until validated
  • do not let upstream models inject near-final WotoHub payloads directly into execution
  • validate injected analysis and draft data against the referenced schemas before allowing send or reply execution

Full integration details: references/integration-contract.md Third-party quickstart: references/third-party-integration-guide.md One-command launchers:

  • run_skill_with_router.py
  • run_cycle_via_skill.py (now auto-wires router defaults for cycle runs)

Executor templates:

  • scripts/host_executor_router.py (single-entry router for analysis / reply / drafts)
  • scripts/host_analysis_executor_example.py
  • scripts/host_reply_analysis_executor_example.py
  • scripts/host_draft_executor_example.py
  • scripts/host_model_bridge_executor_example.py (cycle-oriented draft bridge example)

Step references

Step 1, product analysis

Read steps/01-product-analysis.md

Suggested path:

python3 scripts/product_resolve.py --input "推广一款美国市场的电动牙刷,价格$50,强调美白和口腔护理"

Step 2, creator search

Read steps/02-influencer-search.md

Suggested path, build payload first, then run search:

python3 scripts/build_search_payload.py --input '推广一款美国市场的电动牙刷,价格$50,强调美白和口腔护理'
python3 scripts/claw_search.py --payload-file /tmp/woto_payload.json

Or use one-shot execution:

python3 scripts/build_search_payload.py --input '...' --run-search
python3 scripts/build_search_payload.py --input '...' --run-search --token YOUR_API_KEY

Step 3, recommendation

Read steps/03-influencer-recommend.md

The default flow returns a shortlist first, then waits for explicit creator selection.

Step 4, email drafting

Read steps/04-email-generation.md

Recommended only after:

  1. target creators are selected
  2. the minimum campaign brief is complete

Step 5, send

Read steps/05-send-email.md

Send protocol:

  • prepare_only, prepare candidate emails only
  • manual_send, send after human confirmation
  • scheduled_send, send automatically in scheduled flows

Default behavior:

  • single manual runs default to prepare_only
  • scheduled tasks and campaign brief runs default to scheduled_send, which is the default real-send path for scheduled flows

Step 6, inbox and reply assist

Read steps/06-inbox-management.md

Main path:

  1. collect candidate replies
  2. build model input from the full thread
  3. produce structured analysis
  4. produce reply previews
  5. apply risk tiering
  6. only allow low-risk informational replies to auto-send

Failure handling

Missing campaign host analysis

  • for scheduled_cycle, stop at waiting_for_host_analysis if the search leg lacks valid hostAnalysis
  • prefer --host-analysis-bridge-executor or emitted hostAnalysisRequest over stuffing near-final search payloads into the brief
  • after host analysis is resolved, let the standard compiler rebuild WotoHub search params

Token validation failure

  • ask for token refresh
  • do not continue authenticated API actions

Search failure or auth failure

  • tell the user to check token, headers, and environment
  • do not fabricate results

URL fetch failure

  • return structured fallback or needsUserInput=true
  • when available, prefer lightweight host-assisted recovery via hostUrlAnalysisRequest to obtain hostAnalysis / productSummary before falling back to user-supplied product fields
  • host write-back should land on canonical input.hostAnalysis + input.productSummary, then rerun the same task so the existing routing and compiler chain can continue naturally
  • do not continue as if the URL slug were a valid product understanding

Send or reply execution failure

  • preserve structured errors
  • do not silently swallow execution failures

Security notes

  • Hidden-character review completed for SKILL.md and the bundled Markdown prompt/reference files in this release, with no unicode bidi or control-character findings.
  • Example env and JSON files are placeholders or test fixtures. Review them before use and never copy placeholder IDs or sample values into production blindly.
  • Host-model-first does not mean host-model-trusted. Keep schema validation and send guardrails enabled.

Core entry files

  • wotohub_skill.py, skill entry adapter
  • run_campaign.py, public campaign entry
  • run_campaign_cycle.py, single-cycle scheduled entry
  • run_cycle_via_skill.py, short safe wrapper for cron / scheduler runs that should avoid complex inline JSON or heavy Python CLI quoting

Useful scheduled bridge flags on run_campaign_cycle.py:

  • --host-analysis-bridge-executor
  • --host-analysis-bridge-request
  • --host-analysis-bridge-payload
  • --host-bridge-executor
  • --host-bridge-request
  • --host-bridge-payload

Reference map

Useful docs:

  • steps/01-product-analysis.md
  • steps/02-influencer-search.md
  • steps/03-influencer-recommend.md
  • steps/04-email-generation.md
  • steps/05-send-email.md
  • steps/06-inbox-management.md
  • references/campaign-brief-schema.md
  • references/model-analysis-schema.md
  • references/conversation-analysis-schema.md
  • references/outreach-email-schema.md
  • references/search-params.md
  • references/integration-contract.md
  • references/runtime-guardrails.md

One-line summary

WotoHub Automation is a creator outreach skill for real marketing operations: model-first understanding, script-first execution, stable core workflows, and explicit safety boundaries around send and reply behavior.

平台分布

OpenClaw

78.81%
按下载量换算1,217

安全审计

VirusTotal

可疑

ClawScan

可疑

Static analysis

通过

权限和风险

接触敏感数据

该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

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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