AutoApply

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SUMMARY

A local-first job application AI Agent for job discovery, fit scoring, tailored materials, form filling, human-gated submission and application tracking.

README.md

AutoApply

AutoApply is a local-first job application automation workspace. It helps a job seeker discover roles, score fit, generate tailored application materials, prepare applications, and track outcomes while keeping every submit behind an explicit human decision.

The product combines a Vue/FastAPI operator console, PostgreSQL-backed job and application records, Redis/Celery background work, auditable agent traces, and a provider-agnostic LLM layer supporting OpenAI, Anthropic, Gemini, DeepSeek, Moonshot/Kimi, Qwen, xAI Grok, Groq, Mistral, OpenRouter, Ollama (local), the Claude and Codex CLIs, and user-defined custom OpenAI-compatible providers.

License: PolyForm Noncommercial 1.0.0. Personal, academic, and nonprofit use is free. Commercial use requires a separate license; see Commercial Use.

Product

AutoApply is designed for users who want automation without losing control over sensitive application actions.

  • Job discovery: Search LinkedIn-discovered roles and supported ATS platforms, normalize postings, and keep a durable Job Index.
  • Fit scoring: Combine hard rules, semantic matching, freshness checks, and explainability for rejected or borderline jobs.
  • Applicant memory: Maintain structured profile data, story bank entries, bullet pools, and reusable Q&A material.
  • Materials workspace: Generate resumes and cover letters from a job or pasted JD, using templates, source documents, and evidence-grounded IR.
  • Document library: Curate trusted resumes and cover letters, reuse them as generation bases, and promote generated artifacts when they are worth keeping.
  • Automation plans: Create user-defined recurring tasks that search, scrape, score, prepare materials, and optionally auto-apply eligible jobs.
  • Review and submission: Review prepared applications, replace materials, approve submissions, and keep submit actions gated.
  • Tracking and analytics: Track application status, generated artifacts, outcomes, task history, and provider/agent cost telemetry.

Current Status

Core product development is complete through Phase 17.9: LLM Provider Expansion (layered on top of Phase 17.8: Material Strategy & Document Library).

The current application includes the Job Index, task queue, plan-run automation, review queue, document library, material strategy defaults, multi-vendor provider management with per-provider model catalogs, a Settings model picker, custom OpenAI-compatible provider support, and an optional cheap-model tier, plus LinkedIn session management and the modern Vue web console. The next planned product hardening area is Phase 18: Worker Activation, Reliability, Parallelism, Cleanup (re-ordered 2026-05-19). Multi-tenancy & auth hardening, originally Phase 18, has been deferred to Phase 19 until the personal-version product is feature-complete.

Latest local verification in this workspace:

  • uv run pytest -q: 1597 passed, 1 skipped (2026-05-19, after Phase 17.9)
  • npm run build: passed, with the existing Vite chunk-size warning
  • Legacy batch-run naming cleanup: no remaining obsolete product strings in source docs or built SPA assets

For implementation-level history, see Phase History and Changelog.

Quick Start

Bring up Postgres (with pgvector) and Redis via the bundled Compose
file, then launch the app on the host:

# 1. Set AUTOAPPLY_DB_PASSWORD in .env (any non-empty value)
docker compose up -d

# 2. Install Python deps + Chromium and run migrations
uv sync
uv run playwright install chromium
uv run alembic upgrade head
uv run autoapply init
uv run autoapply web

Open the web console at http://127.0.0.1:8000.

The Compose file only runs the data dependencies (Postgres + Redis).
The Python app stays on the host — Playwright and the docx→PDF
toolchain run more reliably native than in a container. For a
single-server production install that runs the web GUI, Celery
worker, and Beat under one supervisor, see supervisord.conf at the
repo root and section 15 of the deployment guide.

If you modify frontend files:

cd frontend
npm install
npm run build

The repository includes built SPA assets under src/web/static/spa, so a frontend rebuild is only required after editing frontend/.

Requirements

Area Requirement
Python Python 3.12+ with uv
Frontend Node.js and npm for local SPA rebuilds
Database PostgreSQL 16+ with pgvector
Browser Playwright Chromium
Cache and queue Redis for cache, locks, Celery broker, and Beat metadata
LLM provider At least one of OpenAI, Anthropic, Gemini, DeepSeek, Moonshot, Qwen, xAI, Groq, Mistral, OpenRouter, a local Ollama server, the Claude / Codex CLIs, or a user-defined custom OpenAI-compatible endpoint

Common Commands

# Database schema
uv run alembic upgrade head

# Web console
uv run autoapply web --host 127.0.0.1 --port 8000

# Provider setup
uv run autoapply provider list
uv run autoapply provider set-key openai sk-...
uv run autoapply provider set-primary openai
uv run autoapply provider test openai

# Search and tracking
uv run autoapply search --source linkedin --keyword "software engineer" --location "Canada" --max-pages 3
uv run autoapply status

# Background workers
uv run autoapply worker --queues search,materials,application,maintenance
uv run autoapply beat

# Automation plan runs
uv run autoapply plan-runs run --profile default --top-n 10
uv run autoapply pause-plan-runs --clear-pending
uv run autoapply resume-plan-runs

Use the deployment guides for complete setup and production notes.

Architecture

Layer Responsibility Key Modules
Web console Human-facing operator UI frontend/, src/web/
Application services Use cases shared by CLI and Web src/application/
Job intelligence Search, normalized postings, snapshots, freshness src/jobs/, src/intake/
Matching Rules, semantic scoring, explainability src/matching/
Materials Resume/cover letter IR, rendering, document library src/generation/, src/documents/
Automation Plan runs, review queue, digest src/orchestration/, src/review/
Task execution Celery tasks, queues, schedule, audit src/tasks/
Agent harness Bounded tools, traces, evals, HITL contracts src/agent/
Persistence SQLAlchemy models and Alembic migrations src/core/, migrations/
Providers LLM provider registry and credentials src/providers/, src/utils/llm.py

Documentation

Document Purpose
Deployment Guide Installation, database, Redis, workers, and deployment operations
部署与使用教程 Chinese deployment and usage guide
Project Management Current project state, next roadmap, verification baseline, and doc ownership
Phase History Compact shipped-phase archive without README-level noise
Changelog Implementation-level change log and verification notes
Architecture Decisions Accepted design decisions and rationale
Agent Architecture Agent harness, tool boundary, HITL, trace, and eval contracts
Implementation Plan Long-form planning reference in English
实施计划 Long-form planning reference in Chinese

Project Layout

frontend/             Vue SPA source
migrations/           Alembic schema migrations
src/application/      CLI/Web use cases
src/agent/            Agent harness, tools, traces, evals
src/cli/              autoapply command groups
src/core/             Models, configuration, database wiring
src/documents/        Template engines and user document storage
src/execution/        Browser automation and form filling
src/generation/       Resume and cover-letter generation
src/intake/           ATS and LinkedIn intake
src/jobs/             Job Index, snapshots, freshness, search cache
src/matching/         Rules, scoring, explainability
src/orchestration/    Plan runs and digest logic
src/providers/        LLM provider abstraction
src/tasks/            Celery app, tasks, Beat schedule, audit
src/web/              FastAPI routes and built SPA assets
tests/                Backend, route, eval, and integration tests

Safety Model

AutoApply is not intended to be an unchecked autonomous submitter.

  • Submit actions are gated by review flows and explicit approval.
  • Agents run inside bounded tool registries; they do not receive arbitrary filesystem, database, browser, or network authority.
  • Generated materials are evidence-grounded and traceable to profile facts, job snapshots, templates, and source documents.
  • PostgreSQL stores durable application, task, review, and job-index state; Redis is treated as derived cache/queue state.
  • The UI exposes review queues, task history, provider health, and downloadable artifacts for auditability.

License

AutoApply is released under the PolyForm Noncommercial License 1.0.0.

What this means

Allowed Requires Commercial License
Run AutoApply to apply for your own jobs Yes
Personal experimentation, learning, hobby use Yes
Academic research, coursework, thesis projects Yes
Use by a registered nonprofit, public-research organization, or educational institution Yes
Read, modify, and redistribute the source code for noncommercial use Yes
Run AutoApply as a paid service for other job seekers Yes
Bundle AutoApply into a commercial product Yes
Use AutoApply inside a for-profit company's workflow Yes
Sell support, hosting, or modifications based on AutoApply Yes

Commercial Use

Commercial use is not granted under the default license. If your use case requires a commercial license, contact the author:

Please include your organization, intended use case, and expected scale.

Required Notice

Required Notice: Copyright (c) 2026 Liam Frost ([email protected])

This notice must be preserved in any redistribution of the software, in source or binary form.

Warranty Disclaimer

The software is provided as-is, without warranty. See the full LICENSE text for the legally binding terms.

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