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ApplyKit

Rust License

Paste a job description, get a complete application packet — no hallucinated claims, no cloud uploads.

ApplyKit generates deterministic, truth-gated application packets from job descriptions. A truth gate ensures every generated claim traces back to your approved local resume templates and skill banks — no fabrication. The same JD + same config always produces the same output. Runs entirely locally via Ollama.

Features

  • Truth Gate — generated claims come only from approved local templates and skill banks
  • Deterministic output — same input + same config = same packet every time
  • Full application packet — tailored resume(s), cover letter, fit score, tailor plan, diff, and tracker CSV
  • Local LLM — Ollama, LM Studio, or any llama.cpp-compatible provider
  • CLI + desktopapplykit generate CLI for scripting; Tauri desktop UI for interactive use
  • Modular crate design — core, LLM adapters, export, and CLI as separate crates

Quick Start

Prerequisites

  • Rust stable toolchain
  • Node.js 22+ and pnpm
  • Ollama running locally

Installation

git clone https://github.com/saagpatel/ApplyKit
cd ApplyKit
pnpm -C ui install

Usage

# CLI: generate an application packet
cargo run -p applykit_cli -- generate \
  --company "Acme" \
  --role "Senior Engineer" \
  --source "LinkedIn" \
  --baseline 1pg \
  --jd path/to/job_description.txt \
  --outdir ~/applykit_packets

# Desktop app
pnpm tauri dev

Tech Stack

Layer Technology
Language Rust 2021
Desktop shell Tauri 2
UI React + TypeScript
LLM Ollama / LM Studio (local) via reqwest
Core crates applykit_core, applykit_llm, applykit_export, applykit_cli
Persistence SQLite via rusqlite

License

MIT

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