mapping-skillAI/ML 人才搜索、论文作者发现、实验室成员爬取、GitHub 研究者挖掘与个性化招聘邮件生成 skill。只要用户提到查找 AI/ML PhD、研究员、工程师,抓取实验室成员、OpenReview/CVF 会议作者、GitHub 网络研究者,提取主页/Scholar/GitHub/邮箱/研究方向,识别华人、分...
Install via ClawdBot CLI:
clawdbot install 16miku/mapping-skillGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Potentially destructive shell commands in tool definitions
EVAL (Calls external URL not in known-safe list
https://github.com/16Miku/Mapping-SkillUses known external API (expected, informational)
serper.devAI Analysis
The skill primarily automates public data scraping and email generation for recruitment purposes, with no evidence of credential harvesting or hidden malicious instructions. The external API usage (serper.dev) appears consistent with its stated search functionality, and while scraping personal data raises privacy concerns, it targets publicly available information.
Generated Mar 22, 2026
HR teams at technology firms use this skill to identify and recruit PhDs, researchers, and engineers specializing in AI/ML. It automates sourcing from academic conferences, labs, and GitHub, generating personalized outreach emails to streamline hiring pipelines.
Universities and research institutions employ the skill to find potential collaborators by scraping authors from conferences like OpenReview and CVF. It helps map research networks, identify experts in specific fields, and initiate contact for joint projects or grants.
VC firms use the skill to scout emerging AI talent from labs and GitHub to evaluate startup founders or technical teams. It provides structured data on backgrounds and research interests, aiding investment decisions in the AI/ML sector.
Recruitment agencies automate candidate sourcing for AI/ML roles by extracting information from academic pages and social profiles. The skill integrates with Feishu tables to manage leads and generate bulk personalized emails, reducing manual effort.
Offer the skill as a cloud-based service with tiered subscriptions for individuals, teams, and enterprises. Revenue comes from monthly or annual fees based on usage limits, such as number of searches or email generations.
Sell custom licenses to large organizations like tech companies or universities for on-premise or private cloud deployment. Includes premium support, customization, and integration with existing HR or CRM systems.
Provide a free version with basic scraping and email generation, while charging for advanced features like Feishu integration, bulk processing, or access to premium data sources like BrightData. Targets individual recruiters and small teams.
💬 Integration Tip
Ensure the skill is installed in the correct directory (e.g., ~/.claude/skills/) and refresh skills in OpenClaw to enable slash commands for seamless workflow execution.
Scored Apr 19, 2026
Audited Apr 16, 2026 · audit v1.0
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