01 / PERSONAL
Started as a private workflow to reduce repetitive job outreach.
Job Send Crawl
A review-first job outreach system using graph and vector matching, contextual drafts and a self-hosted cockpit.
Overview · Implementation · Evidence
01THE MOTIVATION
The problem
Job outreach takes time, but sending generic messages is not the goal. The useful challenge is connecting actual engineering projects to relevant companies and keeping a human in charge of the final communication.
STATUS / Active open-source development
02UNDER THE HOOD
The implementation
After the workflow proved useful in my own search, I rebuilt it as an open-source system other developers can run and inspect. The current implementation parses a résumé, analyzes GitHub projects, imports job/company data, builds a Neo4j knowledge graph, indexes projects and jobs in Qdrant, ranks project-company matches, generates contextual drafts, and provides a review cockpit for reviewing runs, matches and drafts before mail processing. It remains under active development, with a documented dry-run workflow.
02 / SYSTEM
Added explainable graph + vector + LLM matching instead of generic templating.
03 / OPEN SOURCE
Turned it into a self-hostable developer tool with a UI, API, dry-run mail flow and documented setup.
03ACTUAL ARTIFACTS
Inside the build
Screens from the application, with the workflow and context for each view.
04THE EVIDENCE
Read the source
Explore the code, run the application where available, or watch the original demonstration.