Career Manager for Openclaw

An automated job search pipeline that tracks applications, tailors resumes to job descriptions, and provides deep research for interview preparation.

harrey401
v1.0.0
Feb 10, 2026
2
2.8k
0

Install & Download

1. ClawHub CLI

The fastest way to install a skill directly from the registry.

npx clawhub@latest install lofy-career

2. Manual Installation

Copy the skill folder to one of these locations

Global
~/.openclaw/skills/
Workspace
<project>/skills/

Priority: Workspace > Local > Bundled

3. Prompt Installation

Copy this prompt to OpenClaw to install it automatically.

Help me install lofy-career using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).

Prefer to download?

Get the raw skill files in a ZIP archive.

What is Career Manager?

The Career Manager skill is designed to turn your AI assistant into a professional recruitment coordinator. By integrating directly with Openclaw Skills, it manages the entire lifecycle of a job search—from identifying roles and mapping experience to specific requirements, to drafting follow-up emails and analyzing pipeline performance. It ensures that your job search is data-driven rather than manual, helping you maintain a high quality of applications through strategic insights.

This skill leverages your personal career profile to provide hyper-personalized resume rewrites and performs real-time web research to prepare you for interviews with company-specific knowledge. Whether you are managing five applications or fifty, this skill keeps your data organized and your strategy sharp.

Career Manager Use Cases

  • Tracking multiple job applications across various platforms including LinkedIn and company portals.
  • Automatically tailoring resume bullet points to match the specific keywords and requirements of a job description.
  • Preparing for technical and behavioral interviews with STAR-format questions and company news research.
  • Managing the post-interview lifecycle with automated follow-up reminders and thank-you email drafts.
  • Analyzing application success rates to identify which types of roles or keywords are yielding the best results.

How Career Manager Works

  1. The skill initializes and maintains a local applications.json file to track every stage of your job search pipeline.
  2. When you provide a job description, the skill compares it against your career profile to identify experience gaps and suggest tailored content.
  3. Upon scheduling an interview, the skill executes a web search for recent company news and interviewer profiles to create a prep package.
  4. It monitors application timelines and prompts for follow-ups after 5 business days of inactivity or immediately after interviews.
  5. Users update the system using natural language, allowing the skill to log rejections, offers, or interview feedback instantly.

Career Manager Setup

To integrate this skill into your workflow, ensure your data directory is initialized. Follow these steps to set up the necessary file structure for Openclaw Skills:

# Create the data and profile directories
mkdir -p data profile

# Initialize your career background
touch profile/career.md

# Create the tracking database
touch data/applications.json

Populate your profile/career.md with your professional history to enable the resume tailoring features.

Career Manager Data Schema & Taxonomy

The skill organizes information using a structured JSON schema and Markdown profiles to ensure consistency across the Openclaw Skills ecosystem.

File Purpose Key Fields
data/applications.json Pipeline Tracking id, company, status, follow_up_date, interviews
data/applications.json Analytics total_applied, response_rate, offers
profile/career.md Experience Source Detailed history, skills, and project descriptions
stats Performance Monitoring Success metrics per source and role type

Career Manager Advanced Features

  • Strategic Ghosting Detection: Automatically flags roles that have stalled and suggests re-engagement or archival.
  • STAR Prep Engine: Generates behavioral interview questions specifically mapped to your past projects and the target role.
  • Pipeline Health Alerts: Triggers a strategy reassessment if the response rate falls below 10% after 20 applications.
  • Automated Company Research: Synthesizes recent product launches and tech blog posts into a 24-hour pre-interview briefing package.

SKILL.md


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