jobsearch-os

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- - review-concurrency.md
  - review-contract.md
  - review-maintainability.md
  - review-performance.md
- - parallel-review.md
- - layout.tsx
- - layout.tsx
  - page.test.tsx
  - page.tsx
- favicon.ico
- globals.css
- layout.tsx
- page.test.tsx
- page.tsx
- - badge.tsx
  - button.tsx
  - tooltip.test.tsx
  - tooltip.tsx
- ats-keyword-table.tsx
- evaluation-card.test.tsx
- evaluation-card.tsx
- evaluation-history.tsx
- evaluations-list.test.tsx
- evaluations-list.tsx
- evaluator-view.test.tsx
- evaluator-view.tsx
- header.test.tsx
- header.tsx
- job-evaluator-form.test.tsx
- job-evaluator-form.tsx
- logo.tsx
- profile-form.test.tsx
- profile-form.tsx
- rail-shell.test.tsx
- rail-shell.tsx
- sign-out-button.test.tsx
- sign-out-button.tsx
- theme-toggle.tsx
- - evaluation.ts
- - client.ts
  - middleware.ts
  - server.ts
- evaluation-engine.ts
- redact-pii.test.ts
- redact-pii.ts
- score-band.ts
- score-dimensions.ts
- theme-script.tsx
- utils.ts
- file.svg
- globe.svg
- next.svg
- screenshot-1.png
- screenshot-2.png
- vercel.svg
- window.svg
- supabase-mock.ts
- database.ts
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AGENTS.md
CLAUDE.md
components.json
eslint.config.mjs
next.config.ts
package-lock.json
package.json
postcss.config.mjs
proxy.ts
README.md
tsconfig.json
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vitest.setup.ts

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A personal job-search assistant. Build a candidate profile once, then paste in
job postings to get an instant, structured fit evaluation — a 0–100 match
score, a technical/domain/scope breakdown, an ATS keyword scan, and short
positioning advice — all generated by Claude.

![screenshot](https://raw.githubusercontent.com/pearlbea/jobsearch-os/main/public/screenshot-1.png)

![screenshot](https://raw.githubusercontent.com/pearlbea/jobsearch-os/main/public/screenshot-2.png)

## How it works

1. **Sign in** (email/password via Supabase Auth).
2. **Build your profile** — paste in your resume.
3. **Evaluate a job posting** — paste in a job description (and optionally
   its URL). The app cleans up boilerplate legal/EOE text and PII, sends it to Claude
   alongside your resume, and stores the result.
4. **Review the evaluation** — match score with a technical/domain/scope
   breakdown, key strengths, potential gaps, an ATS pass-likelihood read with
   missing keywords, and a one-line positioning strategy. The match score is
   a weighted average of the three breakdown dimensions (currently ~33% each,
   see [`lib/score-dimensions.ts`](lib/score-dimensions.ts)), not a separate
   number Claude picks on its own — so it always stays consistent with the
   breakdown shown alongside it.

Evaluations are saved to your account so you can revisit them later.

## Tech stack

- [Next.js](https://nextjs.org) (App Router) + React + TypeScript
- [Supabase](https://supabase.com) for auth and data storage
- [Claude](https://www.anthropic.com/claude) via the [Vercel AI SDK](https://sdk.vercel.ai) for job evaluation
- Tailwind CSS + shadcn-style components

## Installation

### Prerequisites

- Node.js
- A [Supabase](https://supabase.com) project
- An **Anthropic API key** — evaluations are powered by Claude, so the app
  will not work without one. Get one at
  [console.anthropic.com](https://console.anthropic.com).

### Setup

1. Clone the repo and install dependencies:

```bash
   npm install
   ```

2. In your Supabase project, create tables matching the shapes defined in
   [`types/database.ts`](types/database.ts): `profiles`, `jobs`, `stories`,
   and `evaluations` (one row per evaluation run against a job — `jobs`
   keeps a denormalized snapshot of the latest one). Enable email/password
   auth.

3. Create a `.env.local` file in the project root:

```bash
   NEXT_PUBLIC_SUPABASE_URL=your-supabase-project-url
   NEXT_PUBLIC_SUPABASE_PUBLISHABLE_KEY=your-supabase-publishable-key
   ANTHROPIC_API_KEY=your-anthropic-api-key
   ```

4. Start the dev server:

```bash
   npm run dev
   ```

The app runs at [http://localhost:3000](http://localhost:3000).

### Other commands

```bash
npm run build   # production build
npm start       # run the production build
npm run lint    # lint
npm test        # run tests once
npm run test:watch
```

## Roadmap

Planned but not yet built:

- **Application tracking** — move evaluated jobs through a pipeline
  (bookmarked → outreach sent → applied → interviewing → offer), beyond
  today's read-only evaluation view.
- **RAG cover-letter generator** — draft cover letters grounded in your
  profile and saved stories/accomplishments, retrieved and woven in for each
  specific job posting rather than generated from scratch.

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