My bestie built Workopia, a free MCP server that provides job search, resume building, and career advice inside any AI assistant. Just add one URL to Claude Desktop, ChatGPT, or OpenClaw — no API key needed.
MCP endpoint: https://workopia.io/api/mcp-gpt
Why She Built This
Shuang was tired of the fragmented job search experience: Indeed for job listings, Google Docs for resume editing, ChatGPT for cover letter help, and separate apps for career advice. What if all of this lived inside your AI assistant?
MCP (Model Context Protocol) makes this possible. It's an open standard that lets AI assistants connect to external tools. Think of it as "USB-C for AI" — one universal connection.
What Workopia Does
Free (no login required):
-
job_search_tool— Search jobs from employer career pages (not scraped from LinkedIn or Indeed) -
resume_tool— Generate professional PDF resumes with 6 templates -
career_advice_tool— Get career transition advice and skill gap analysis
Premium ($9.9/month):
-
tailor_tool— Rewrite your resume to match a specific job description -
cover_letter_tool— Generate a tailored cover letter per job posting -
ats_score_tool— Score your resume against a job description
Quick Start (2 minutes)
Claude Desktop:
Settings → MCP Servers → Add Server → Enter URL: https://workopia.io/api/mcp-gpt
OpenClaw (Slack, Discord, WhatsApp):
clawhub install workopia
Cursor / Windsurf:
Add the same URL in your IDE's MCP settings.
How Job Data Works
Most auto-apply tools scrape LinkedIn or Indeed, which violates their TOS and gets accounts banned. Workopia sources jobs directly from employer career pages and ATS feeds (like Lever). Every listing links to the official employer posting.
Open Source
The resume tailoring component is open source: workopia-tailor — a Next.js app that uses GPT to rewrite resumes for ATS optimization.
What's Next
- ChatGPT App Store listing (pending review)
- Anthropic Connectors integration (pending review)
- More job data sources
- Batch tailoring for power users
Try it out and let me know what you think: workopia.io
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