Initial setup

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DaKheera47 2026-02-15 22:14:25 +00:00
parent 420299fffe
commit 3c41df9ba8
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@ -75,3 +75,8 @@ jobs:
if: matrix.project == 'orchestrator' if: matrix.project == 'orchestrator'
run: npm --workspace orchestrator run build:client run: npm --workspace orchestrator run build:client
working-directory: . working-directory: .
- name: Build documentation site
if: matrix.project == 'orchestrator'
run: npm run check:docs
working-directory: .

2
.gitignore vendored
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@ -6,6 +6,8 @@
node_modules/ node_modules/
**/node_modules/ **/node_modules/
**/.package-lock.json **/.package-lock.json
**/.docusaurus/
docs-site/build/
# Data directory (bind mount in Docker) # Data directory (bind mount in Docker)
data/ data/

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@ -32,6 +32,7 @@ RUN --mount=type=cache,target=/root/.cache/pip \
# Copy package files for dependency installation # Copy package files for dependency installation
COPY package*.json ./ COPY package*.json ./
COPY docs-site/package*.json ./docs-site/
COPY shared/package*.json ./shared/ COPY shared/package*.json ./shared/
COPY orchestrator/package*.json ./orchestrator/ COPY orchestrator/package*.json ./orchestrator/
COPY extractors/gradcracker/package*.json ./extractors/gradcracker/ COPY extractors/gradcracker/package*.json ./extractors/gradcracker/
@ -49,11 +50,16 @@ RUN npx camoufox-js fetch
# Copy source code # Copy source code
WORKDIR /app WORKDIR /app
COPY shared ./shared COPY shared ./shared
COPY docs-site ./docs-site
COPY orchestrator ./orchestrator COPY orchestrator ./orchestrator
COPY extractors/gradcracker ./extractors/gradcracker COPY extractors/gradcracker ./extractors/gradcracker
COPY extractors/jobspy ./extractors/jobspy COPY extractors/jobspy ./extractors/jobspy
COPY extractors/ukvisajobs ./extractors/ukvisajobs COPY extractors/ukvisajobs ./extractors/ukvisajobs
# Build documentation site bundle
WORKDIR /app/docs-site
RUN npm run build
# Build client bundle # Build client bundle
WORKDIR /app/orchestrator WORKDIR /app/orchestrator
RUN npm run build:client RUN npm run build:client
@ -88,6 +94,7 @@ COPY --from=builder /ms-playwright /ms-playwright
# Copy package files # Copy package files
COPY package*.json ./ COPY package*.json ./
COPY docs-site/package*.json ./docs-site/
COPY shared/package*.json ./shared/ COPY shared/package*.json ./shared/
COPY orchestrator/package*.json ./orchestrator/ COPY orchestrator/package*.json ./orchestrator/
COPY extractors/gradcracker/package*.json ./extractors/gradcracker/ COPY extractors/gradcracker/package*.json ./extractors/gradcracker/
@ -100,6 +107,7 @@ RUN --mount=type=cache,target=/root/.npm \
# Copy built assets and source code from builder # Copy built assets and source code from builder
COPY --from=builder /app/orchestrator/dist ./orchestrator/dist COPY --from=builder /app/orchestrator/dist ./orchestrator/dist
COPY --from=builder /app/docs-site/build ./orchestrator/dist/docs
COPY shared ./shared COPY shared ./shared
COPY orchestrator ./orchestrator COPY orchestrator ./orchestrator
COPY extractors/gradcracker ./extractors/gradcracker COPY extractors/gradcracker ./extractors/gradcracker

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@ -69,7 +69,7 @@ docker compose up -d
| **Gradcracker** | STEM / Grads (UK) | | **Gradcracker** | STEM / Grads (UK) |
| **UK Visa Jobs** | Sponsorship (UK) | | **UK Visa Jobs** | Sponsorship (UK) |
*(More extractors can be added via TypeScript - see `documentation/extractors`)* *(More extractors can be added via TypeScript - see `/docs/extractors/overview`)*
## Post-App Tracking (Killer Feature) ## Post-App Tracking (Killer Feature)
@ -78,7 +78,7 @@ Connect Gmail → AI routes emails to your applied jobs.
* "We'd like to interview you..." → **Status: Interviewing** (Auto-updated) * "We'd like to interview you..." → **Status: Interviewing** (Auto-updated)
* "Unfortunately..." → **Status: Rejected** (Auto-updated) * "Unfortunately..." → **Status: Rejected** (Auto-updated)
See `documentation/post-application-tracking.md` for setup. See `/docs/features/post-application-tracking` for setup.
## Accounts & Setup ## Accounts & Setup
@ -92,10 +92,11 @@ The onboarding wizard at `localhost:3005` will guide you through connecting thes
## Documentation ## Documentation
* [Extractors Guide](https://www.google.com/search?q=documentation/extractors/README.md) - How to configure crawl targets. * [Documentation Home](/docs/) - Start here for guides and architecture.
* [Orchestrator](https://www.google.com/search?q=documentation/orchestrator.md) - How the pipeline works. * [Extractors Guide](/docs/extractors/overview) - How to configure crawl targets.
* [Self-Hosting](https://www.google.com/search?q=documentation/self-hosting.md) - Advanced Docker & Gmail setup. * [Orchestrator](/docs/features/orchestrator) - How the pipeline works.
* [Tracking](https://www.google.com/search?q=documentation/post-application-tracking.md) - Email integration details. * [Self-Hosting](/docs/getting-started/self-hosting) - Advanced Docker and Gmail setup.
* [Tracking](/docs/features/post-application-tracking) - Email integration details.
**Note on Analytics**: The alpha version includes anonymous analytics (Umami) to help debug performance. To opt-out, block `umami.dakheera47.com` in your firewall/DNS. **Note on Analytics**: The alpha version includes anonymous analytics (Umami) to help debug performance. To opt-out, block `umami.dakheera47.com` in your firewall/DNS.

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@ -0,0 +1,20 @@
# Dependencies
/node_modules
# Production
/build
# Generated files
.docusaurus
.cache-loader
# Misc
.DS_Store
.env.local
.env.development.local
.env.test.local
.env.production.local
npm-debug.log*
yarn-debug.log*
yarn-error.log*

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docs-site/README.md Normal file
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@ -0,0 +1,31 @@
# JobOps Docs Site
Docusaurus workspace for user-facing documentation.
## Development
From repository root:
```bash
npm run docs:dev
```
Local docs server runs on `http://localhost:3006`.
## Build
```bash
npm run docs:build
```
Build output:
- `docs-site/build`
## Versioning
Cut a docs version tied to a release tag:
```bash
npm run docs:version -- 1.0.0
```

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@ -0,0 +1,46 @@
---
id: gradcracker
title: Gradcracker Extractor
description: How the Gradcracker crawler builds search URLs and extracts jobs.
sidebar_position: 2
---
A plain-English walkthrough of the Gradcracker extractor in `extractors/gradcracker`.
## Big picture
The crawler builds search URLs, scrapes listing pages, then opens job details for descriptions and apply URLs.
## 1) Build search URLs
- Combines UK regions with role terms.
- Defaults include roles such as `web-development` and `software-systems`.
- `GRADCRACKER_SEARCH_TERMS` overrides defaults.
## 2) Crawl list pages
- Waits for job cards (`article[wire:key]`).
- Extracts title, employer, discipline, deadline, salary, location, degree, start date.
- Queues job detail pages.
Controls:
- `GRADCRACKER_MAX_JOBS_PER_TERM`
- `JOBOPS_SKIP_APPLY_FOR_EXISTING=1`
- `JOBOPS_EXISTING_JOB_URLS` / `JOBOPS_EXISTING_JOB_URLS_FILE`
## 3) Crawl detail pages
- Waits for `.body-content`
- Captures full description text
- Clicks apply button to resolve final application URL
- Handles popup and same-tab redirects
## 4) Progress reporting
Set `JOBOPS_EMIT_PROGRESS=1` for structured progress lines consumable by orchestrator UI.
## Notes
- Uses Playwright + Crawlee via Camoufox.
- Low concurrency and longer timeouts for stability.

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@ -0,0 +1,47 @@
---
id: jobspy
title: JobSpy Extractor
description: How the JobSpy Python wrapper is orchestrated and normalized.
sidebar_position: 3
---
A walkthrough of the JobSpy extractor for Indeed, LinkedIn, and Glassdoor.
## Big picture
JobSpy runs as a Python script per search term, writes JSON, then orchestrator ingests and normalizes into internal job shape.
## 1) Inputs and defaults
Key environment variables:
- `JOBSPY_SITES` (default: `indeed,linkedin`)
- `JOBSPY_SEARCH_TERM` (default: `web developer`)
- `JOBSPY_LOCATION` (default: `UK`)
- `JOBSPY_RESULTS_WANTED` (default: `200`)
- `JOBSPY_HOURS_OLD` (default: `72`)
- `JOBSPY_COUNTRY_INDEED` (default: `UK`)
- `JOBSPY_LINKEDIN_FETCH_DESCRIPTION` (default: `true`)
## 2) Orchestrator flow
The service in `orchestrator/src/server/services/jobspy.ts`:
- Builds search-term list from UI or env
- Runs Python once per term with unique output file
- Reads JSON and maps to `CreateJobInput`
- De-dupes by `jobUrl`
- Deletes temp output files best-effort
## 3) Mapping and cleanup
- Normalizes salary ranges
- Converts empty values to null
- Keeps metadata like skills, ratings, remote flags when available
- Skips rows with invalid site or missing URL
## Notes
- `JOBSPY_SEARCH_TERMS` can be JSON array or `|`, comma, newline-delimited text.
- Set `JOBSPY_LINKEDIN_FETCH_DESCRIPTION=0` to speed runs.
- Temp output files are stored under `data/imports/`.

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@ -0,0 +1,51 @@
---
id: manual
title: Manual Import Extractor
description: Import jobs from pasted descriptions and run AI-assisted inference.
sidebar_position: 4
---
Manual import lets users add jobs that automated scrapers miss.
## Big picture
User pastes raw description, AI infers structure, user reviews edits, then import saves and scores the job.
## 1) Input
User pastes a job description in the **Manual Import** UI.
## 2) AI inference
Endpoint:
- `POST /api/manual-jobs/infer`
Service:
- `orchestrator/src/server/services/manualJob.ts`
Behavior:
- Sends raw text to configured LLM
- Extracts structured fields (title, employer, location, salary, etc.)
- Returns inferred JSON for user review
If no LLM key is configured, inference is skipped and user can fill fields manually.
## 3) Review and edit
User reviews inferred fields and corrects missing/wrong values.
## 4) Storage and scoring
Import endpoint:
- `POST /api/manual-jobs/import`
On import:
- Generates unique job ID if URL absent
- Stores source as `manual`
- Triggers async suitability scoring
- Persists score and reason

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@ -0,0 +1,13 @@
---
id: overview
title: Extractors Overview
description: Technical index of supported extractors and how they work.
sidebar_position: 1
---
Technical breakdowns of each extractor:
- [Gradcracker](/docs/extractors/gradcracker)
- [JobSpy](/docs/extractors/jobspy)
- [UKVisaJobs](/docs/extractors/ukvisajobs)
- [Manual Import](/docs/extractors/manual)

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---
id: ukvisajobs
title: UKVisaJobs Extractor
description: Authenticated session flow, API pagination, and orchestrator ingestion.
sidebar_position: 5
---
UKVisaJobs is the most complex extractor because authenticated sessions are required.
## Big picture
Two layers:
1. `extractors/ukvisajobs/src/main.ts` handles login/API calls and dataset output.
2. `orchestrator/src/server/services/ukvisajobs.ts` executes extractor and ingests/de-dupes output.
## 1) Authentication and session cache
Session cache file:
- `extractors/ukvisajobs/storage/ukvisajobs-auth.json`
Flow:
- Reuse cached token/cookies when valid
- Re-login with Playwright + Camoufox when needed
- Refresh and retry on token-expired responses
Force refresh:
- `UKVISAJOBS_REFRESH_ONLY=1`
## 2) API requests
Endpoint:
- `https://my.ukvisajobs.com/ukvisa-api/api/fetch-jobs-data`
Each request includes auth token + session cookies and paginates (15 jobs/page).
## 3) Mapping
- Normalizes salary from min/max/interval
- Builds fallback visa description when content missing
- Maps `job_link` to both `jobUrl` and `applicationLink`
## 4) Output dataset
Written to:
- `extractors/ukvisajobs/storage/datasets/default/`
Includes per-job JSON files and combined `jobs.json`.
## 5) Orchestrator flow
- Spawns extractor (`npx tsx src/main.ts`)
- Runs terms sequentially with delay
- De-dupes by `sourceJobId` (fallback `jobUrl`)
- Fetches detail pages when descriptions are too short
## Controls
- `UKVISAJOBS_EMAIL`, `UKVISAJOBS_PASSWORD`
- `UKVISAJOBS_HEADLESS`
- `UKVISAJOBS_MAX_JOBS` (default 50, max 200)
- `UKVISAJOBS_SEARCH_KEYWORD`
## Practical notes
- Deleting auth cache forces next run to re-login.
- Low-concurrency/polite scraping by design.
- If extractor breaks, check session refresh path first.

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---
id: ghostwriter
title: Ghostwriter
description: Context-aware per-job AI chat assistant behavior and API surface.
sidebar_position: 2
---
Ghostwriter is the per-job AI chat assistant in JobOps.
## What it is for
Ghostwriter uses:
- Current job description and metadata
- Reduced profile snapshot
- Global writing style settings
Typical use cases:
- Role-specific answer drafting
- Cover letter and outreach drafts
- Interview prep tied to the JD
- Rephrasing with tone constraints
## Where it appears
- Available from job details in `discovered` and `ready`
- Right-side drawer UX
- One persistent conversation per job
## Writing style settings impact
Global settings affecting generations:
- `Tone`
- `Formality`
- `Constraints`
- `Do-not-use terms`
Defaults:
- Tone: `professional`
- Formality: `medium`
- Constraints: empty
- Do-not-use terms: empty
## Context and safety model
- Job snapshot is truncated to fit prompt budget.
- Profile snapshot includes relevant slices only.
- System prompt enforces read-only assistant behavior.
- Logging stores metadata, not full prompt/response dumps.
## API surface
- `GET /api/jobs/:id/chat/messages`
- `POST /api/jobs/:id/chat/messages` (streaming)
- `POST /api/jobs/:id/chat/runs/:runId/cancel`
- `POST /api/jobs/:id/chat/messages/:assistantMessageId/regenerate` (streaming)
Compatibility thread endpoints remain, but UI behavior is one thread per job.

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---
id: orchestrator
title: Orchestrator
description: Job states, ready flow, and PDF generation/regeneration behavior.
sidebar_position: 1
---
This guide explains job states, how jobs become ready, and how PDF generation works.
## Job states
- `discovered`: Found by crawler/import, not tailored yet.
- `processing`: Tailoring and/or PDF generation in progress.
- `ready`: Tailored PDF generated and ready to apply.
- `applied`: Marked as applied.
- `skipped`: Explicitly excluded from active queue.
- `expired`: Deadline passed.
## Intended ready flow
### 1) Manual flow
1. Job starts in `discovered`.
2. Open in Discovered panel and choose Tailor.
3. Edit JD/tailored fields/project picks.
4. Click **Finalize & Move to Ready**.
### 2) Auto flow
1. Pipeline scores discovered jobs.
2. Top jobs above threshold are auto-processed.
3. Jobs move directly to `ready` with generated PDFs.
## Ghostwriter
Ghostwriter is available in `discovered` and `ready` job views.
For details, see [Ghostwriter](/docs/features/ghostwriter).
## Generating PDFs (first time)
PDF generation uses:
- Base resume selected from RxResume
- Job description
- Tailored summary/headline/skills/projects
Common paths:
- **Discovered → Tailor → Finalize**
- `POST /api/jobs/:id/process`
- **Ready → Regenerate PDF**
- `POST /api/jobs/:id/generate-pdf`
## Regenerating PDFs after edits
If JD or tailoring changes, regenerate PDF to keep output in sync.
### API flow
```bash
PATCH /api/jobs/:id
{
"jobDescription": "<new JD>",
"tailoredSummary": "<optional>",
"tailoredHeadline": "<optional>",
"tailoredSkills": "[{\"name\":\"Backend\",\"keywords\":[\"TypeScript\",\"Node.js\"]}]",
"selectedProjectIds": "p1,p2"
}
```
```bash
POST /api/jobs/:id/summarize?force=true
POST /api/jobs/:id/generate-pdf
```
## Post-application tracking
For inbox routing flow and setup, see [Post-Application Tracking](/docs/features/post-application-tracking).
## Notes and gotchas
- `processing` is transient. On PDF failure, job reverts to `discovered`.
- PDFs are served at `/pdfs/resume_<jobId>.pdf` with cache-bust on `updatedAt`.
- `skipped`/`applied` jobs can be reopened by patching `status` to `discovered`.
## External payload and sanitization defaults
- LLM prompts send minimized profile/job fields.
- Webhooks are sanitized and whitelisted by default.
- Logs and error details are redacted/truncated by default.
- Correlation fields include `requestId`, and when available `pipelineRunId` and `jobId`.

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---
id: post-application-tracking
title: Post-Application Tracking
description: Gmail-based tracking inbox, smart routing, and review workflow.
sidebar_position: 3
---
The Tracking Inbox monitors Gmail for job-application responses and updates timelines.
## Overview
1. Scans Gmail for recruitment-related emails
2. Matches emails to tracked jobs using AI
3. Updates timeline/state when confidence is high
4. Queues uncertain matches for manual review
## Smart router flow
```mermaid
flowchart TD
A[Recruitment email arrives in Gmail] --> B[Smart Router AI analyzes content]
B --> C{How confident is the match?}
C -->|95-100%| D[Auto-linked to job]
D --> E[Timeline updated automatically]
C -->|50-94%| F[Goes to Inbox for review with suggested match]
C -->|<50%| G{Is it relevant?}
G -->|Yes| H[Goes to Inbox as orphan]
G -->|No| I[Ignored]
```
## Setup
### Prerequisites
1. Gmail account with application emails
2. Google OAuth credentials
### Configure OAuth
Set:
```bash
GMAIL_OAUTH_CLIENT_ID=your-client-id.apps.googleusercontent.com
GMAIL_OAUTH_CLIENT_SECRET=your-client-secret
GMAIL_OAUTH_REDIRECT_URI=https://your-domain.com/oauth/gmail/callback
```
Then connect in UI via **Tracking Inbox → Connect Gmail**.
## Using the inbox
- Review pending items in Tracking Inbox
- Approve to link/update timeline
- Ignore to mark non-relevant
Confidence interpretation:
- `95-100%`: auto-processed
- `50-94%`: pending review with suggestion
- `<50%`: pending review as orphan/ignored
## Privacy and security
- Scope requested: `gmail.readonly`
- Minimal metadata sent for matching
- Email data stays local in your instance
## API reference
| Method | Endpoint | Description |
| ------ | ----------------------------------------- | --------------------- |
| GET | `/api/post-application/inbox` | List pending messages |
| POST | `/api/post-application/inbox/:id/approve` | Approve message |
| POST | `/api/post-application/inbox/:id/deny` | Ignore message |
| GET | `/api/post-application/runs` | List sync runs |
| POST | `/api/post-application/gmail/connect` | Start OAuth flow |
| GET | `/api/post-application/gmail/callback` | OAuth callback |
## Common issues
- No refresh token: disconnect and reconnect Gmail.
- Emails not appearing: check runs, OAuth config, and recruitment subjects.
- Wrong matches: expected in lower-confidence buckets; use manual review.

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---
id: self-hosting
title: Self-Hosting (Docker Compose)
description: Deploy JobOps with Docker Compose and configure onboarding integrations.
sidebar_position: 1
---
The easiest way to run JobOps is via Docker Compose. The app is self-configuring and guides you through setup on first launch.
## Prerequisites
- Docker Desktop or Docker Engine + Compose v2
## 1) Start the stack
No environment variables are required to boot:
```bash
docker compose up -d
```
This pulls the pre-built image from GHCR and starts the API, UI, and scrapers in one container.
To build locally instead:
```bash
docker compose up -d --build
```
## 2) Access the app and onboard
Open:
- **Dashboard**: `http://localhost:3005`
The onboarding wizard helps you validate and save:
1. **LLM Provider**: OpenRouter by default (or OpenAI/Gemini/local URL).
2. **PDF Export**: RxResume credentials for PDF generation.
3. **Template Resume**: Choose a base resume from your RxResume account.
Settings are saved to the local database.
## Gmail OAuth (Tracking Inbox)
If you want Gmail integration, configure OAuth credentials.
### 1) Create Google OAuth credentials
In Google Cloud:
1. Configure OAuth consent screen.
2. Enable Gmail API.
3. Create OAuth client ID (`Web application`).
4. Add redirect URI:
- `http://localhost:3005/oauth/gmail/callback`
- Or your production URL, for example `https://your-domain.com/oauth/gmail/callback`
### 2) Configure environment variables
- `GMAIL_OAUTH_CLIENT_ID` (required)
- `GMAIL_OAUTH_CLIENT_SECRET` (required)
- `GMAIL_OAUTH_REDIRECT_URI` (optional, recommended in production)
### 3) Restart and connect
- Restart container
- Open Tracking Inbox and click **Connect Gmail**
## Email-to-job matching overview
```mermaid
flowchart TD
A[Recruitment email arrives in Gmail] --> B[Smart Router AI analyzes content]
B --> C{How confident is the match?}
C -->|95-100%| D[Auto-linked to job]
D --> E[Timeline updated automatically]
C -->|50-94%| F[Goes to Inbox for review with suggested job match]
C -->|<50%| G{Is it relevant?}
G -->|Yes| H[Goes to Inbox as orphan]
G -->|No| I[Ignored]
F --> J{User review}
H --> J
J -->|Approve| K[Linked to job + timeline update]
J -->|Ignore| L[Marked not relevant]
```
## Persistent data
`./data` bind-mount stores:
- SQLite DB: `data/jobs.db`
- Generated PDFs: `data/pdfs/`
## Public demo mode
Set `DEMO_MODE=true` for sandbox deployments.
Behavior in demo mode:
- Works locally: browsing/filtering/status/timeline edits
- Simulated: pipeline run/summarize/process/rescore/pdf/apply
- Blocked: settings writes, DB clear, backups
- Auto-reset: every 6 hours
## Updating
```bash
git pull
docker compose pull
docker compose up -d
```
## Self-hosted Reactive Resume
If you self-host Reactive Resume, set:
- `RXRESUME_URL=http://rxresume.local.net`

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---
id: intro
title: JobOps Documentation
description: Documentation index for setup, features, extractors, and common problems.
sidebar_position: 1
slug: /
---
Welcome to the JobOps documentation. This site contains guides for setup, configuration, and day-to-day usage.
## Getting Started
- **[Self-Hosting Guide](/docs/getting-started/self-hosting)**
- Docker setup instructions
- Gmail OAuth configuration for email tracking
- Environment variables reference
- Demo mode deployment
## Feature Documentation
- **[Orchestrator](/docs/features/orchestrator)**
- Job states explained (`discovered`, `ready`, `applied`, etc.)
- The ready flow (manual vs auto)
- PDF generation and regeneration
- Post-application tracking overview
- **[Ghostwriter](/docs/features/ghostwriter)**
- One persistent conversation per job
- Streaming responses, stop, and regenerate
- Markdown rendering and drawer behavior
- Writing style settings impact
- **[Post-Application Tracking](/docs/features/post-application-tracking)**
- How the Smart Router AI works
- Gmail integration setup
- Using the Tracking Inbox
- Privacy and security details
- API reference
## Extractors
- **[Extractors Overview](/docs/extractors/overview)**
- **[Gradcracker](/docs/extractors/gradcracker)**
- **[UKVisaJobs](/docs/extractors/ukvisajobs)**
- **[JobSpy](/docs/extractors/jobspy)**
- **[Manual Import](/docs/extractors/manual)**
## Quick Reference
### Main Components
- **Orchestrator**: Main application (UI, API, database)
- **Extractors**: Specialized job crawlers
- **Shared**: Common types and utilities
### Key Features
1. **Job Discovery**: Automatically find jobs from multiple sources.
2. **AI Scoring**: Rank jobs by suitability for your profile.
3. **Resume Tailoring**: Generate custom resumes for each job.
4. **PDF Export**: Create tailored PDFs via RxResume integration.
5. **Application Tracking**: Monitor your applied jobs.
6. **Email Tracking**: Auto-track post-application responses.
## Contributing to Documentation
When adding user-visible behavior:
1. Update the relevant feature page in current docs.
2. Add API documentation where relevant.
3. Keep examples realistic and copy-pasteable.
4. Include diagrams for non-trivial workflows.
## Support
- Open an [issue](https://github.com/DaKheera47/job-ops/issues) for documentation errors.
- Check these docs before opening support requests.

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---
id: documentation-style-guide
title: Documentation Style Guide
description: Standards for writing user-facing docs in this repository.
sidebar_position: 2
---
Use this structure for feature pages:
1. **What it is**
2. **Why it exists**
3. **How to use it**
4. **Common problems**
5. **Related pages**
## Frontmatter requirements
Every doc should include:
- `id`
- `title`
- `description`
- `sidebar_position`
## Writing rules
- Prefer concrete steps over abstract prose.
- Provide copy-pasteable examples.
- State defaults and constraints explicitly.
- Link related docs using `/docs/...` URLs.
## PR expectations
Any user-visible behavior change should include matching docs updates.

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---
id: faq
title: FAQ
description: Frequently asked questions about deployment, docs, and operations.
sidebar_position: 1
---
## Is docs content bundled for self-hosted installs?
Yes. The docs static build is bundled and served locally at `/docs`.
## Do I need internet access to read docs after deployment?
No, for bundled docs pages.
## How are docs versions managed?
Docs are versioned using Docusaurus versions, intended to map to release tags.
## Where should contributors edit docs?
Edit files under `docs-site/docs` for latest docs.
## Are old markdown files in `documentation/` still canonical?
No. `docs-site/docs` is the source of truth after migration.

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---
id: common-problems
title: Common Problems
description: Quick fixes for the most frequent setup and runtime issues.
sidebar_position: 1
---
## Docs site not loading at `/docs`
- Confirm docs build exists:
```bash
npm --workspace docs-site run build
```
- In production, ensure container includes docs build artifact.
## Deep links under `/docs/*` return 404
- Confirm Express is serving docs static mount before app SPA fallback.
- Confirm docs base URL is `/docs/` in `docs-site/docusaurus.config.ts`.
## Gmail OAuth callback fails
- Verify `GMAIL_OAUTH_CLIENT_ID`, `GMAIL_OAUTH_CLIENT_SECRET`.
- Ensure authorized redirect URI exactly matches deployment callback URL.
## No job scoring or AI inference
- Validate `LLM_API_KEY` and provider settings.
- Check settings page and API connectivity.
## PDF generation fails
- Verify RxResume credentials.
- Confirm selected base resume exists and is accessible.
## UKVisaJobs runs fail
- Re-authenticate by removing cached auth file or forcing refresh.
- Verify extractor credentials and API response behavior.

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import type * as Preset from "@docusaurus/preset-classic";
import type { Config } from "@docusaurus/types";
import { themes as prismThemes } from "prism-react-renderer";
const config: Config = {
title: "JobOps Documentation",
tagline: "Self-hosted job search automation docs",
favicon: "img/favicon.ico",
future: {
v4: true,
},
url: "http://localhost:3005",
baseUrl: "/docs/",
onBrokenLinks: "throw",
markdown: {
hooks: {
onBrokenMarkdownLinks: "throw",
},
},
i18n: {
defaultLocale: "en",
locales: ["en"],
},
presets: [
[
"classic",
{
docs: {
routeBasePath: "/",
sidebarPath: "./sidebars.ts",
editUrl: "https://github.com/DaKheera47/job-ops/tree/main/docs-site/",
showLastUpdateAuthor: false,
showLastUpdateTime: true,
},
blog: false,
pages: false,
theme: {
customCss: "./src/css/custom.css",
},
} satisfies Preset.Options,
],
],
themeConfig: {
navbar: {
title: "JobOps Docs",
logo: {
alt: "JobOps",
src: "img/logo.svg",
},
items: [
{
type: "docSidebar",
sidebarId: "docsSidebar",
position: "left",
label: "Documentation",
},
{
to: "/",
label: "Latest",
position: "left",
},
{
type: "docsVersionDropdown",
position: "right",
dropdownActiveClassDisabled: true,
},
{
href: "https://github.com/DaKheera47/job-ops",
label: "GitHub",
position: "right",
},
],
},
footer: {
style: "dark",
links: [
{
title: "Docs",
items: [
{
label: "Introduction",
to: "/",
},
{
label: "Self-Hosting",
to: "/getting-started/self-hosting",
},
],
},
{
title: "Project",
items: [
{
label: "Repository",
href: "https://github.com/DaKheera47/job-ops",
},
{
label: "Issues",
href: "https://github.com/DaKheera47/job-ops/issues",
},
],
},
],
copyright: `Copyright © ${new Date().getFullYear()} JobOps`,
},
prism: {
theme: prismThemes.github,
darkTheme: prismThemes.dracula,
},
} satisfies Preset.ThemeConfig,
};
export default config;

44
docs-site/package.json Normal file
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{
"name": "docs-site",
"version": "0.0.0",
"private": true,
"scripts": {
"docusaurus": "docusaurus",
"start": "docusaurus start --host 0.0.0.0 --port 3006",
"build": "docusaurus build",
"serve": "docusaurus serve",
"clear": "docusaurus clear",
"typecheck": "tsc",
"docs:version": "docusaurus docs:version"
},
"dependencies": {
"@docusaurus/core": "3.9.2",
"@docusaurus/preset-classic": "3.9.2",
"@mdx-js/react": "^3.0.0",
"clsx": "^2.0.0",
"prism-react-renderer": "^2.3.0",
"react": "^19.0.0",
"react-dom": "^19.0.0"
},
"devDependencies": {
"@docusaurus/module-type-aliases": "3.9.2",
"@docusaurus/tsconfig": "3.9.2",
"@docusaurus/types": "3.9.2",
"typescript": "~5.6.2"
},
"browserslist": {
"production": [
">0.5%",
"not dead",
"not op_mini all"
],
"development": [
"last 3 chrome version",
"last 3 firefox version",
"last 5 safari version"
]
},
"engines": {
"node": ">=20.0"
}
}

52
docs-site/sidebars.ts Normal file
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import type { SidebarsConfig } from "@docusaurus/plugin-content-docs";
const sidebars: SidebarsConfig = {
docsSidebar: [
"intro",
{
type: "category",
label: "Getting Started",
items: ["getting-started/self-hosting"],
},
{
type: "category",
label: "Core Features",
items: [
"features/orchestrator",
"features/ghostwriter",
"features/post-application-tracking",
],
},
{
type: "category",
label: "Extractors",
items: [
"extractors/overview",
"extractors/gradcracker",
"extractors/jobspy",
"extractors/manual",
"extractors/ukvisajobs",
],
},
{
type: "category",
label: "Self-Hosting & Ops",
items: [
"getting-started/self-hosting",
"troubleshooting/common-problems",
],
},
{
type: "category",
label: "Troubleshooting",
items: ["troubleshooting/common-problems"],
},
{
type: "category",
label: "Reference / FAQ",
items: ["reference/faq", "reference/documentation-style-guide"],
},
],
};
export default sidebars;

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import Heading from "@theme/Heading";
import clsx from "clsx";
import type { ReactNode } from "react";
import styles from "./styles.module.css";
type FeatureItem = {
title: string;
Svg: React.ComponentType<React.ComponentProps<"svg">>;
description: ReactNode;
};
const FeatureList: FeatureItem[] = [
{
title: "Easy to Use",
Svg: require("@site/static/img/undraw_docusaurus_mountain.svg").default,
description: (
<>
Docusaurus was designed from the ground up to be easily installed and
used to get your website up and running quickly.
</>
),
},
{
title: "Focus on What Matters",
Svg: require("@site/static/img/undraw_docusaurus_tree.svg").default,
description: (
<>
Docusaurus lets you focus on your docs, and we&apos;ll do the chores. Go
ahead and move your docs into the <code>docs</code> directory.
</>
),
},
{
title: "Powered by React",
Svg: require("@site/static/img/undraw_docusaurus_react.svg").default,
description: (
<>
Extend or customize your website layout by reusing React. Docusaurus can
be extended while reusing the same header and footer.
</>
),
},
];
function Feature({ title, Svg, description }: FeatureItem) {
return (
<div className={clsx("col col--4")}>
<div className="text--center">
<Svg className={styles.featureSvg} role="img" />
</div>
<div className="text--center padding-horiz--md">
<Heading as="h3">{title}</Heading>
<p>{description}</p>
</div>
</div>
);
}
export default function HomepageFeatures(): ReactNode {
return (
<section className={styles.features}>
<div className="container">
<div className="row">
{FeatureList.map((props) => (
<Feature key={props.title} {...props} />
))}
</div>
</div>
</section>
);
}

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.features {
display: flex;
align-items: center;
padding: 2rem 0;
width: 100%;
}
.featureSvg {
height: 200px;
width: 200px;
}

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/**
* Any CSS included here will be global. The classic template
* bundles Infima by default. Infima is a CSS framework designed to
* work well for content-centric websites.
*/
/* You can override the default Infima variables here. */
:root {
--ifm-color-primary: #2e8555;
--ifm-color-primary-dark: #29784c;
--ifm-color-primary-darker: #277148;
--ifm-color-primary-darkest: #205d3b;
--ifm-color-primary-light: #33925d;
--ifm-color-primary-lighter: #359962;
--ifm-color-primary-lightest: #3cad6e;
--ifm-code-font-size: 95%;
--docusaurus-highlighted-code-line-bg: rgba(0, 0, 0, 0.1);
}
/* For readability concerns, you should choose a lighter palette in dark mode. */
[data-theme="dark"] {
--ifm-color-primary: #25c2a0;
--ifm-color-primary-dark: #21af90;
--ifm-color-primary-darker: #1fa588;
--ifm-color-primary-darkest: #1a8870;
--ifm-color-primary-light: #29d5b0;
--ifm-color-primary-lighter: #32d8b4;
--ifm-color-primary-lightest: #4fddbf;
--docusaurus-highlighted-code-line-bg: rgba(0, 0, 0, 0.3);
}

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{
// This file is not used in compilation. It is here just for a nice editor experience.
"extends": "@docusaurus/tsconfig",
"compilerOptions": {
"baseUrl": "."
},
"exclude": [".docusaurus", "build"]
}

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---
id: gradcracker
title: Gradcracker Extractor
description: How the Gradcracker crawler builds search URLs and extracts jobs.
sidebar_position: 2
---
A plain-English walkthrough of the Gradcracker extractor in `extractors/gradcracker`.
## Big picture
The crawler builds search URLs, scrapes listing pages, then opens job details for descriptions and apply URLs.
## 1) Build search URLs
- Combines UK regions with role terms.
- Defaults include roles such as `web-development` and `software-systems`.
- `GRADCRACKER_SEARCH_TERMS` overrides defaults.
## 2) Crawl list pages
- Waits for job cards (`article[wire:key]`).
- Extracts title, employer, discipline, deadline, salary, location, degree, start date.
- Queues job detail pages.
Controls:
- `GRADCRACKER_MAX_JOBS_PER_TERM`
- `JOBOPS_SKIP_APPLY_FOR_EXISTING=1`
- `JOBOPS_EXISTING_JOB_URLS` / `JOBOPS_EXISTING_JOB_URLS_FILE`
## 3) Crawl detail pages
- Waits for `.body-content`
- Captures full description text
- Clicks apply button to resolve final application URL
- Handles popup and same-tab redirects
## 4) Progress reporting
Set `JOBOPS_EMIT_PROGRESS=1` for structured progress lines consumable by orchestrator UI.
## Notes
- Uses Playwright + Crawlee via Camoufox.
- Low concurrency and longer timeouts for stability.

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---
id: jobspy
title: JobSpy Extractor
description: How the JobSpy Python wrapper is orchestrated and normalized.
sidebar_position: 3
---
A walkthrough of the JobSpy extractor for Indeed, LinkedIn, and Glassdoor.
## Big picture
JobSpy runs as a Python script per search term, writes JSON, then orchestrator ingests and normalizes into internal job shape.
## 1) Inputs and defaults
Key environment variables:
- `JOBSPY_SITES` (default: `indeed,linkedin`)
- `JOBSPY_SEARCH_TERM` (default: `web developer`)
- `JOBSPY_LOCATION` (default: `UK`)
- `JOBSPY_RESULTS_WANTED` (default: `200`)
- `JOBSPY_HOURS_OLD` (default: `72`)
- `JOBSPY_COUNTRY_INDEED` (default: `UK`)
- `JOBSPY_LINKEDIN_FETCH_DESCRIPTION` (default: `true`)
## 2) Orchestrator flow
The service in `orchestrator/src/server/services/jobspy.ts`:
- Builds search-term list from UI or env
- Runs Python once per term with unique output file
- Reads JSON and maps to `CreateJobInput`
- De-dupes by `jobUrl`
- Deletes temp output files best-effort
## 3) Mapping and cleanup
- Normalizes salary ranges
- Converts empty values to null
- Keeps metadata like skills, ratings, remote flags when available
- Skips rows with invalid site or missing URL
## Notes
- `JOBSPY_SEARCH_TERMS` can be JSON array or `|`, comma, newline-delimited text.
- Set `JOBSPY_LINKEDIN_FETCH_DESCRIPTION=0` to speed runs.
- Temp output files are stored under `data/imports/`.

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---
id: manual
title: Manual Import Extractor
description: Import jobs from pasted descriptions and run AI-assisted inference.
sidebar_position: 4
---
Manual import lets users add jobs that automated scrapers miss.
## Big picture
User pastes raw description, AI infers structure, user reviews edits, then import saves and scores the job.
## 1) Input
User pastes a job description in the **Manual Import** UI.
## 2) AI inference
Endpoint:
- `POST /api/manual-jobs/infer`
Service:
- `orchestrator/src/server/services/manualJob.ts`
Behavior:
- Sends raw text to configured LLM
- Extracts structured fields (title, employer, location, salary, etc.)
- Returns inferred JSON for user review
If no LLM key is configured, inference is skipped and user can fill fields manually.
## 3) Review and edit
User reviews inferred fields and corrects missing/wrong values.
## 4) Storage and scoring
Import endpoint:
- `POST /api/manual-jobs/import`
On import:
- Generates unique job ID if URL absent
- Stores source as `manual`
- Triggers async suitability scoring
- Persists score and reason

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---
id: overview
title: Extractors Overview
description: Technical index of supported extractors and how they work.
sidebar_position: 1
---
Technical breakdowns of each extractor:
- [Gradcracker](/docs/extractors/gradcracker)
- [JobSpy](/docs/extractors/jobspy)
- [UKVisaJobs](/docs/extractors/ukvisajobs)
- [Manual Import](/docs/extractors/manual)

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---
id: ukvisajobs
title: UKVisaJobs Extractor
description: Authenticated session flow, API pagination, and orchestrator ingestion.
sidebar_position: 5
---
UKVisaJobs is the most complex extractor because authenticated sessions are required.
## Big picture
Two layers:
1. `extractors/ukvisajobs/src/main.ts` handles login/API calls and dataset output.
2. `orchestrator/src/server/services/ukvisajobs.ts` executes extractor and ingests/de-dupes output.
## 1) Authentication and session cache
Session cache file:
- `extractors/ukvisajobs/storage/ukvisajobs-auth.json`
Flow:
- Reuse cached token/cookies when valid
- Re-login with Playwright + Camoufox when needed
- Refresh and retry on token-expired responses
Force refresh:
- `UKVISAJOBS_REFRESH_ONLY=1`
## 2) API requests
Endpoint:
- `https://my.ukvisajobs.com/ukvisa-api/api/fetch-jobs-data`
Each request includes auth token + session cookies and paginates (15 jobs/page).
## 3) Mapping
- Normalizes salary from min/max/interval
- Builds fallback visa description when content missing
- Maps `job_link` to both `jobUrl` and `applicationLink`
## 4) Output dataset
Written to:
- `extractors/ukvisajobs/storage/datasets/default/`
Includes per-job JSON files and combined `jobs.json`.
## 5) Orchestrator flow
- Spawns extractor (`npx tsx src/main.ts`)
- Runs terms sequentially with delay
- De-dupes by `sourceJobId` (fallback `jobUrl`)
- Fetches detail pages when descriptions are too short
## Controls
- `UKVISAJOBS_EMAIL`, `UKVISAJOBS_PASSWORD`
- `UKVISAJOBS_HEADLESS`
- `UKVISAJOBS_MAX_JOBS` (default 50, max 200)
- `UKVISAJOBS_SEARCH_KEYWORD`
## Practical notes
- Deleting auth cache forces next run to re-login.
- Low-concurrency/polite scraping by design.
- If extractor breaks, check session refresh path first.

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---
id: ghostwriter
title: Ghostwriter
description: Context-aware per-job AI chat assistant behavior and API surface.
sidebar_position: 2
---
Ghostwriter is the per-job AI chat assistant in JobOps.
## What it is for
Ghostwriter uses:
- Current job description and metadata
- Reduced profile snapshot
- Global writing style settings
Typical use cases:
- Role-specific answer drafting
- Cover letter and outreach drafts
- Interview prep tied to the JD
- Rephrasing with tone constraints
## Where it appears
- Available from job details in `discovered` and `ready`
- Right-side drawer UX
- One persistent conversation per job
## Writing style settings impact
Global settings affecting generations:
- `Tone`
- `Formality`
- `Constraints`
- `Do-not-use terms`
Defaults:
- Tone: `professional`
- Formality: `medium`
- Constraints: empty
- Do-not-use terms: empty
## Context and safety model
- Job snapshot is truncated to fit prompt budget.
- Profile snapshot includes relevant slices only.
- System prompt enforces read-only assistant behavior.
- Logging stores metadata, not full prompt/response dumps.
## API surface
- `GET /api/jobs/:id/chat/messages`
- `POST /api/jobs/:id/chat/messages` (streaming)
- `POST /api/jobs/:id/chat/runs/:runId/cancel`
- `POST /api/jobs/:id/chat/messages/:assistantMessageId/regenerate` (streaming)
Compatibility thread endpoints remain, but UI behavior is one thread per job.

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---
id: orchestrator
title: Orchestrator
description: Job states, ready flow, and PDF generation/regeneration behavior.
sidebar_position: 1
---
This guide explains job states, how jobs become ready, and how PDF generation works.
## Job states
- `discovered`: Found by crawler/import, not tailored yet.
- `processing`: Tailoring and/or PDF generation in progress.
- `ready`: Tailored PDF generated and ready to apply.
- `applied`: Marked as applied.
- `skipped`: Explicitly excluded from active queue.
- `expired`: Deadline passed.
## Intended ready flow
### 1) Manual flow
1. Job starts in `discovered`.
2. Open in Discovered panel and choose Tailor.
3. Edit JD/tailored fields/project picks.
4. Click **Finalize & Move to Ready**.
### 2) Auto flow
1. Pipeline scores discovered jobs.
2. Top jobs above threshold are auto-processed.
3. Jobs move directly to `ready` with generated PDFs.
## Ghostwriter
Ghostwriter is available in `discovered` and `ready` job views.
For details, see [Ghostwriter](/docs/features/ghostwriter).
## Generating PDFs (first time)
PDF generation uses:
- Base resume selected from RxResume
- Job description
- Tailored summary/headline/skills/projects
Common paths:
- **Discovered → Tailor → Finalize**
- `POST /api/jobs/:id/process`
- **Ready → Regenerate PDF**
- `POST /api/jobs/:id/generate-pdf`
## Regenerating PDFs after edits
If JD or tailoring changes, regenerate PDF to keep output in sync.
### API flow
```bash
PATCH /api/jobs/:id
{
"jobDescription": "<new JD>",
"tailoredSummary": "<optional>",
"tailoredHeadline": "<optional>",
"tailoredSkills": "[{\"name\":\"Backend\",\"keywords\":[\"TypeScript\",\"Node.js\"]}]",
"selectedProjectIds": "p1,p2"
}
```
```bash
POST /api/jobs/:id/summarize?force=true
POST /api/jobs/:id/generate-pdf
```
## Post-application tracking
For inbox routing flow and setup, see [Post-Application Tracking](/docs/features/post-application-tracking).
## Notes and gotchas
- `processing` is transient. On PDF failure, job reverts to `discovered`.
- PDFs are served at `/pdfs/resume_<jobId>.pdf` with cache-bust on `updatedAt`.
- `skipped`/`applied` jobs can be reopened by patching `status` to `discovered`.
## External payload and sanitization defaults
- LLM prompts send minimized profile/job fields.
- Webhooks are sanitized and whitelisted by default.
- Logs and error details are redacted/truncated by default.
- Correlation fields include `requestId`, and when available `pipelineRunId` and `jobId`.

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@ -0,0 +1,86 @@
---
id: post-application-tracking
title: Post-Application Tracking
description: Gmail-based tracking inbox, smart routing, and review workflow.
sidebar_position: 3
---
The Tracking Inbox monitors Gmail for job-application responses and updates timelines.
## Overview
1. Scans Gmail for recruitment-related emails
2. Matches emails to tracked jobs using AI
3. Updates timeline/state when confidence is high
4. Queues uncertain matches for manual review
## Smart router flow
```mermaid
flowchart TD
A[Recruitment email arrives in Gmail] --> B[Smart Router AI analyzes content]
B --> C{How confident is the match?}
C -->|95-100%| D[Auto-linked to job]
D --> E[Timeline updated automatically]
C -->|50-94%| F[Goes to Inbox for review with suggested match]
C -->|<50%| G{Is it relevant?}
G -->|Yes| H[Goes to Inbox as orphan]
G -->|No| I[Ignored]
```
## Setup
### Prerequisites
1. Gmail account with application emails
2. Google OAuth credentials
### Configure OAuth
Set:
```bash
GMAIL_OAUTH_CLIENT_ID=your-client-id.apps.googleusercontent.com
GMAIL_OAUTH_CLIENT_SECRET=your-client-secret
GMAIL_OAUTH_REDIRECT_URI=https://your-domain.com/oauth/gmail/callback
```
Then connect in UI via **Tracking Inbox → Connect Gmail**.
## Using the inbox
- Review pending items in Tracking Inbox
- Approve to link/update timeline
- Ignore to mark non-relevant
Confidence interpretation:
- `95-100%`: auto-processed
- `50-94%`: pending review with suggestion
- `<50%`: pending review as orphan/ignored
## Privacy and security
- Scope requested: `gmail.readonly`
- Minimal metadata sent for matching
- Email data stays local in your instance
## API reference
| Method | Endpoint | Description |
| ------ | ----------------------------------------- | --------------------- |
| GET | `/api/post-application/inbox` | List pending messages |
| POST | `/api/post-application/inbox/:id/approve` | Approve message |
| POST | `/api/post-application/inbox/:id/deny` | Ignore message |
| GET | `/api/post-application/runs` | List sync runs |
| POST | `/api/post-application/gmail/connect` | Start OAuth flow |
| GET | `/api/post-application/gmail/callback` | OAuth callback |
## Common issues
- No refresh token: disconnect and reconnect Gmail.
- Emails not appearing: check runs, OAuth config, and recruitment subjects.
- Wrong matches: expected in lower-confidence buckets; use manual review.

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@ -0,0 +1,122 @@
---
id: self-hosting
title: Self-Hosting (Docker Compose)
description: Deploy JobOps with Docker Compose and configure onboarding integrations.
sidebar_position: 1
---
The easiest way to run JobOps is via Docker Compose. The app is self-configuring and guides you through setup on first launch.
## Prerequisites
- Docker Desktop or Docker Engine + Compose v2
## 1) Start the stack
No environment variables are required to boot:
```bash
docker compose up -d
```
This pulls the pre-built image from GHCR and starts the API, UI, and scrapers in one container.
To build locally instead:
```bash
docker compose up -d --build
```
## 2) Access the app and onboard
Open:
- **Dashboard**: `http://localhost:3005`
The onboarding wizard helps you validate and save:
1. **LLM Provider**: OpenRouter by default (or OpenAI/Gemini/local URL).
2. **PDF Export**: RxResume credentials for PDF generation.
3. **Template Resume**: Choose a base resume from your RxResume account.
Settings are saved to the local database.
## Gmail OAuth (Tracking Inbox)
If you want Gmail integration, configure OAuth credentials.
### 1) Create Google OAuth credentials
In Google Cloud:
1. Configure OAuth consent screen.
2. Enable Gmail API.
3. Create OAuth client ID (`Web application`).
4. Add redirect URI:
- `http://localhost:3005/oauth/gmail/callback`
- Or your production URL, for example `https://your-domain.com/oauth/gmail/callback`
### 2) Configure environment variables
- `GMAIL_OAUTH_CLIENT_ID` (required)
- `GMAIL_OAUTH_CLIENT_SECRET` (required)
- `GMAIL_OAUTH_REDIRECT_URI` (optional, recommended in production)
### 3) Restart and connect
- Restart container
- Open Tracking Inbox and click **Connect Gmail**
## Email-to-job matching overview
```mermaid
flowchart TD
A[Recruitment email arrives in Gmail] --> B[Smart Router AI analyzes content]
B --> C{How confident is the match?}
C -->|95-100%| D[Auto-linked to job]
D --> E[Timeline updated automatically]
C -->|50-94%| F[Goes to Inbox for review with suggested job match]
C -->|<50%| G{Is it relevant?}
G -->|Yes| H[Goes to Inbox as orphan]
G -->|No| I[Ignored]
F --> J{User review}
H --> J
J -->|Approve| K[Linked to job + timeline update]
J -->|Ignore| L[Marked not relevant]
```
## Persistent data
`./data` bind-mount stores:
- SQLite DB: `data/jobs.db`
- Generated PDFs: `data/pdfs/`
## Public demo mode
Set `DEMO_MODE=true` for sandbox deployments.
Behavior in demo mode:
- Works locally: browsing/filtering/status/timeline edits
- Simulated: pipeline run/summarize/process/rescore/pdf/apply
- Blocked: settings writes, DB clear, backups
- Auto-reset: every 6 hours
## Updating
```bash
git pull
docker compose pull
docker compose up -d
```
## Self-hosted Reactive Resume
If you self-host Reactive Resume, set:
- `RXRESUME_URL=http://rxresume.local.net`

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@ -0,0 +1,77 @@
---
id: intro
title: JobOps Documentation
description: Documentation index for setup, features, extractors, and common problems.
sidebar_position: 1
slug: /
---
Welcome to the JobOps documentation. This site contains guides for setup, configuration, and day-to-day usage.
## Getting Started
- **[Self-Hosting Guide](/docs/getting-started/self-hosting)**
- Docker setup instructions
- Gmail OAuth configuration for email tracking
- Environment variables reference
- Demo mode deployment
## Feature Documentation
- **[Orchestrator](/docs/features/orchestrator)**
- Job states explained (`discovered`, `ready`, `applied`, etc.)
- The ready flow (manual vs auto)
- PDF generation and regeneration
- Post-application tracking overview
- **[Ghostwriter](/docs/features/ghostwriter)**
- One persistent conversation per job
- Streaming responses, stop, and regenerate
- Markdown rendering and drawer behavior
- Writing style settings impact
- **[Post-Application Tracking](/docs/features/post-application-tracking)**
- How the Smart Router AI works
- Gmail integration setup
- Using the Tracking Inbox
- Privacy and security details
- API reference
## Extractors
- **[Extractors Overview](/docs/extractors/overview)**
- **[Gradcracker](/docs/extractors/gradcracker)**
- **[UKVisaJobs](/docs/extractors/ukvisajobs)**
- **[JobSpy](/docs/extractors/jobspy)**
- **[Manual Import](/docs/extractors/manual)**
## Quick Reference
### Main Components
- **Orchestrator**: Main application (UI, API, database)
- **Extractors**: Specialized job crawlers
- **Shared**: Common types and utilities
### Key Features
1. **Job Discovery**: Automatically find jobs from multiple sources.
2. **AI Scoring**: Rank jobs by suitability for your profile.
3. **Resume Tailoring**: Generate custom resumes for each job.
4. **PDF Export**: Create tailored PDFs via RxResume integration.
5. **Application Tracking**: Monitor your applied jobs.
6. **Email Tracking**: Auto-track post-application responses.
## Contributing to Documentation
When adding user-visible behavior:
1. Update the relevant feature page in current docs.
2. Add API documentation where relevant.
3. Keep examples realistic and copy-pasteable.
4. Include diagrams for non-trivial workflows.
## Support
- Open an [issue](https://github.com/DaKheera47/job-ops/issues) for documentation errors.
- Check these docs before opening support requests.

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@ -0,0 +1,34 @@
---
id: documentation-style-guide
title: Documentation Style Guide
description: Standards for writing user-facing docs in this repository.
sidebar_position: 2
---
Use this structure for feature pages:
1. **What it is**
2. **Why it exists**
3. **How to use it**
4. **Common problems**
5. **Related pages**
## Frontmatter requirements
Every doc should include:
- `id`
- `title`
- `description`
- `sidebar_position`
## Writing rules
- Prefer concrete steps over abstract prose.
- Provide copy-pasteable examples.
- State defaults and constraints explicitly.
- Link related docs using `/docs/...` URLs.
## PR expectations
Any user-visible behavior change should include matching docs updates.

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@ -0,0 +1,26 @@
---
id: faq
title: FAQ
description: Frequently asked questions about deployment, docs, and operations.
sidebar_position: 1
---
## Is docs content bundled for self-hosted installs?
Yes. The docs static build is bundled and served locally at `/docs`.
## Do I need internet access to read docs after deployment?
No, for bundled docs pages.
## How are docs versions managed?
Docs are versioned using Docusaurus versions, intended to map to release tags.
## Where should contributors edit docs?
Edit files under `docs-site/docs` for latest docs.
## Are old markdown files in `documentation/` still canonical?
No. `docs-site/docs` is the source of truth after migration.

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@ -0,0 +1,41 @@
---
id: common-problems
title: Common Problems
description: Quick fixes for the most frequent setup and runtime issues.
sidebar_position: 1
---
## Docs site not loading at `/docs`
- Confirm docs build exists:
```bash
npm --workspace docs-site run build
```
- In production, ensure container includes docs build artifact.
## Deep links under `/docs/*` return 404
- Confirm Express is serving docs static mount before app SPA fallback.
- Confirm docs base URL is `/docs/` in `docs-site/docusaurus.config.ts`.
## Gmail OAuth callback fails
- Verify `GMAIL_OAUTH_CLIENT_ID`, `GMAIL_OAUTH_CLIENT_SECRET`.
- Ensure authorized redirect URI exactly matches deployment callback URL.
## No job scoring or AI inference
- Validate `LLM_API_KEY` and provider settings.
- Check settings page and API connectivity.
## PDF generation fails
- Verify RxResume credentials.
- Confirm selected base resume exists and is accessible.
## UKVisaJobs runs fail
- Re-authenticate by removing cached auth file or forcing refresh.
- Verify extractor credentials and API response behavior.

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@ -0,0 +1,48 @@
{
"docsSidebar": [
"intro",
{
"type": "category",
"label": "Getting Started",
"items": ["getting-started/self-hosting"]
},
{
"type": "category",
"label": "Core Features",
"items": [
"features/orchestrator",
"features/ghostwriter",
"features/post-application-tracking"
]
},
{
"type": "category",
"label": "Extractors",
"items": [
"extractors/overview",
"extractors/gradcracker",
"extractors/jobspy",
"extractors/manual",
"extractors/ukvisajobs"
]
},
{
"type": "category",
"label": "Self-Hosting & Ops",
"items": [
"getting-started/self-hosting",
"troubleshooting/common-problems"
]
},
{
"type": "category",
"label": "Troubleshooting",
"items": ["troubleshooting/common-problems"]
},
{
"type": "category",
"label": "Reference / FAQ",
"items": ["reference/faq", "reference/documentation-style-guide"]
}
]
}

1
docs-site/versions.json Normal file
View File

@ -0,0 +1 @@
["1.0.0"]

View File

@ -1,5 +1,9 @@
# JobOps Documentation # JobOps Documentation
> [!IMPORTANT]
> The source of truth is now `docs-site/docs/` (served at `/docs`).
> This `documentation/` directory is retained temporarily for migration compatibility.
Welcome to the JobOps documentation. This folder contains comprehensive guides for setting up, configuring, and using JobOps. Welcome to the JobOps documentation. This folder contains comprehensive guides for setting up, configuring, and using JobOps.
## Getting Started ## Getting Started

View File

@ -60,12 +60,22 @@ export const PageHeader: React.FC<PageHeaderProps> = ({
const setNavOpen = onNavOpenChange ?? setInternalNavOpen; const setNavOpen = onNavOpenChange ?? setInternalNavOpen;
const { version, updateAvailable } = useVersionCheck(); const { version, updateAvailable } = useVersionCheck();
const handleNavClick = (to: string, activePaths?: string[]) => { const handleNavClick = (
to: string,
activePaths?: string[],
external?: boolean,
) => {
if (isNavActive(location.pathname, to, activePaths)) { if (isNavActive(location.pathname, to, activePaths)) {
setNavOpen(false); setNavOpen(false);
return; return;
} }
setNavOpen(false); setNavOpen(false);
if (external) {
setTimeout(() => {
window.location.href = to;
}, 150);
return;
}
setTimeout(() => navigate(to), 150); setTimeout(() => navigate(to), 150);
}; };
@ -85,22 +95,24 @@ export const PageHeader: React.FC<PageHeaderProps> = ({
<SheetTitle>JobOps</SheetTitle> <SheetTitle>JobOps</SheetTitle>
</SheetHeader> </SheetHeader>
<nav className="mt-6 flex flex-col gap-2"> <nav className="mt-6 flex flex-col gap-2">
{NAV_LINKS.map(({ to, label, icon: NavIcon, activePaths }) => ( {NAV_LINKS.map(
<button ({ to, label, icon: NavIcon, activePaths, external }) => (
key={to} <button
type="button" key={to}
onClick={() => handleNavClick(to, activePaths)} type="button"
className={cn( onClick={() => handleNavClick(to, activePaths, external)}
"flex items-center gap-3 rounded-md px-3 py-2 text-sm font-medium transition-colors hover:bg-accent hover:text-accent-foreground text-left", className={cn(
isNavActive(location.pathname, to, activePaths) "flex items-center gap-3 rounded-md px-3 py-2 text-sm font-medium transition-colors hover:bg-accent hover:text-accent-foreground text-left",
? "bg-accent text-accent-foreground" isNavActive(location.pathname, to, activePaths)
: "text-muted-foreground", ? "bg-accent text-accent-foreground"
)} : "text-muted-foreground",
> )}
<NavIcon className="h-4 w-4" /> >
{label} <NavIcon className="h-4 w-4" />
</button> {label}
))} </button>
),
)}
</nav> </nav>
{showVersionFooter && ( {showVersionFooter && (
<div className="mt-auto pt-6 pb-2"> <div className="mt-auto pt-6 pb-2">

View File

@ -1,4 +1,5 @@
import { import {
BookOpen,
Columns3, Columns3,
Home, Home,
Inbox, Inbox,
@ -12,6 +13,7 @@ export type NavLink = {
label: string; label: string;
icon: typeof Home; icon: typeof Home;
activePaths?: string[]; activePaths?: string[];
external?: boolean;
}; };
export const NAV_LINKS: NavLink[] = [ export const NAV_LINKS: NavLink[] = [
@ -34,6 +36,7 @@ export const NAV_LINKS: NavLink[] = [
activePaths: ["/applications/in-progress"], activePaths: ["/applications/in-progress"],
}, },
{ to: "/tracking-inbox", label: "Tracking Inbox", icon: Inbox }, { to: "/tracking-inbox", label: "Tracking Inbox", icon: Inbox },
{ to: "/docs", label: "Documentation", icon: BookOpen, external: true },
{ to: "/visa-sponsors", label: "Visa Sponsors", icon: Shield }, { to: "/visa-sponsors", label: "Visa Sponsors", icon: Shield },
{ to: "/settings", label: "Settings", icon: Settings }, { to: "/settings", label: "Settings", icon: Settings },
]; ];

View File

@ -2,8 +2,9 @@
* Express app factory (useful for tests). * Express app factory (useful for tests).
*/ */
import { existsSync } from "node:fs";
import { readFile } from "node:fs/promises"; import { readFile } from "node:fs/promises";
import { dirname, join } from "node:path"; import { dirname, extname, join } from "node:path";
import { fileURLToPath } from "node:url"; import { fileURLToPath } from "node:url";
import { unauthorized } from "@infra/errors"; import { unauthorized } from "@infra/errors";
import { import {
@ -136,6 +137,33 @@ export function createApp() {
// Serve client app in production // Serve client app in production
if (process.env.NODE_ENV === "production") { if (process.env.NODE_ENV === "production") {
const packagedDocsDir = join(__dirname, "../../dist/docs");
const workspaceDocsDir = join(__dirname, "../../../docs-site/build");
const docsDir = existsSync(packagedDocsDir)
? packagedDocsDir
: workspaceDocsDir;
const docsIndexPath = join(docsDir, "index.html");
let cachedDocsIndexHtml: string | null = null;
if (existsSync(docsIndexPath)) {
app.use("/docs", express.static(docsDir));
app.get("/docs/*", async (req, res, next) => {
if (!req.accepts("html")) {
next();
return;
}
if (extname(req.path)) {
next();
return;
}
if (!cachedDocsIndexHtml) {
cachedDocsIndexHtml = await readFile(docsIndexPath, "utf-8");
}
res.setHeader("Content-Type", "text/html; charset=utf-8");
res.send(cachedDocsIndexHtml);
});
}
const clientDir = join(__dirname, "../../dist/client"); const clientDir = join(__dirname, "../../dist/client");
app.use(express.static(clientDir)); app.use(express.static(clientDir));

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View File

@ -3,6 +3,7 @@
"private": true, "private": true,
"workspaces": [ "workspaces": [
"orchestrator", "orchestrator",
"docs-site",
"extractors/*", "extractors/*",
"shared" "shared"
], ],
@ -13,6 +14,11 @@
"check:all": "./orchestrator/node_modules/.bin/biome ci .", "check:all": "./orchestrator/node_modules/.bin/biome ci .",
"format:all": "./orchestrator/node_modules/.bin/biome format . --write", "format:all": "./orchestrator/node_modules/.bin/biome format . --write",
"check:types:gradcracker": "npm --workspace gradcracker-extractor run check:types", "check:types:gradcracker": "npm --workspace gradcracker-extractor run check:types",
"docs:dev": "npm --workspace docs-site run start",
"docs:build": "npm --workspace docs-site run build",
"check:docs": "npm --workspace docs-site run build",
"docs:serve": "npm --workspace docs-site run serve",
"docs:version": "npm --workspace docs-site run docs:version",
"knip": "knip" "knip": "knip"
}, },
"devDependencies": { "devDependencies": {