🙏 Open-Source Transparency & Attributions
Data Sources, Credits & Inspirations
SPrav™ Job AI is built on the shoulders of giants. We gratefully acknowledge the open-source libraries, AI research, public ATS gateways, and hiring methodologies that make this project possible.
📡 1. Live Job Feeds & 1st-Party ATS Endpoints
Greenhouse.io
Direct 1st-party job board REST API (
boards-api.greenhouse.io) for real-time corporate openings.Lever.co
Public corporate career portal gateway (
api.lever.co) with structured posting endpoints.AshbyHQ
Direct corporate career board API (
api.ashbyhq.com/posting-api) for modern high-growth tech companies.Workday Enterprise (CXS)
Direct enterprise career gateway endpoints (
{tenant}.myworkdayjobs.com) for Fortune 500 tech teams.SmartRecruiters
Public job board API (
api.smartrecruiters.com) for international technology employers.Wellfound (AngelList Talent)
Automated email alert ingestion and DOM extraction for venture-backed startup roles.
Custom Career Page Watcher
Playwright Stealth browser watcher detecting stealth openings directly on company career portals.
Himalayas Community
Verified remote software engineering job feeds (
himalayas.app/jobs/api).Arbeitnow & RemoteOK
International tech job streams and global remote developer openings (
arbeitnow.com & remoteok.com).🤖 2. Artificial Intelligence & NLP Ecosystem
Google DeepMind (Gemini 2.0 Flash)
Sub-second contextual synthesis, STAR achievement rewriting, and rubric scoring.
Groq Inc. (LPU™ Engine)
Ultra-low latency token generation for rapid bulk JD evaluation.
Ollama Community
Local LLM execution runner powering 100% offline air-gapped inference.
Alibaba Qwen Team (Qwen 2.5 Coder)
High-precision local open-weights models (7B/14B) for code and skill graph extraction.
DeepSeek AI (DeepSeek-R1)
Reasoning models for behavioral interview preparation logic.
PyMuPDF (Artifex Software)
High-speed C-based PDF text extraction engine preserving resume layout coordinates.
💻 3. Core Open-Source Software Stack
FastAPI & Starlette
High-throughput asynchronous Python web framework created by Sebastián Ramírez (Tiangolo).
SQLite (WAL Mode)
Embedded zero-configuration SQL database engine by D. Richard Hipp, delivering 17.7ms query latency.
React 19 & Vite
Reactive user interface framework and next-generation build tool created by Evan You and Meta team.
Lucide Icons
Clean, consistent, and lightweight open-source icon system for developer interfaces.
PyInstaller Community
Standalone Windows binary packaging system ensuring zero-install portability.
Uvicorn
Lightning-fast ASGI web server implementation supporting asynchronous job queues.
🎯 4. Hiring Methodologies & Career Frameworks
The Google XYZ Formula (Laszlo Bock)
"Accomplished [X] as measured by [Y], by doing [Z]" — used to structure all resume bullet points.
The STAR Method
Situation, Task, Action, Result framework for structured engineering interview responses.
ATS Heuristic Best Practices
Modern parse-rate guidelines from leading technical talent acquisition teams.