Context7
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Description from the maker (original English)
Search jobs and companies on Job Seek (jseek.co)
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
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Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"jobseek": {
"command": "npx",
"args": [
"-y",
"@jseek/mcp-server"
]
}
}
}Run this in your terminal
claude mcp add jobseek -- npx -y @jseek/mcp-serverPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"jobseek": {
"command": "npx",
"args": [
"-y",
"@jseek/mcp-server"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"jobseek": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@jseek/mcp-server"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
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Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 10, 2026
The registry name was verified with the GitHub account colophon-group, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
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It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (0.2.0) reached the registry 2 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
In the same category: Context7, Codebase Memory, Exa
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
Follow companies you care about. Find the right jobs. Keep your applications moving.
Job Seek brings jobs from thousands of company career pages into one search. Build watchlists, get weekly email job alerts, and track applications in one place. Free to start, with English, German, French, and Italian interfaces.
Try jseek.co → · See the features · Use the MCP server · Add a company · Run it yourself
Tracking Stripe · Anthropic · OpenAI · Figma · Vercel · Datadog · Mistral · Hugging Face · Linear · Notion · Roche · Nestlé · UBS · Swisscom · ABB · SAP · Siemens · Klarna · N26 · Wise · Monzo — and thousands more. Browse the source-of-truth registry in companies.csv.
Your next role might be at a company you already admire—or one you haven’t discovered yet. Search across employer career sites, follow a shortlist of companies, and spend less time checking the same pages for updates.
Explore without an account. Combine filters to find relevant openings across thousands of employers, from engineering and design to finance, operations, healthcare, and more.
Save a watchlist for each direction you’re considering: selected employers, a role, a location, or a combination. Enable notifications to receive a weekly email digest of new matches. Share a watchlist by link with someone else looking for similar work.
Save a job, record when you apply, add interview rounds and dates, and update the outcome. Your application tracker keeps the original job details alongside your progress; pipeline statistics help you see how the search is going.
Two roles can have the same title and very different responsibilities. Describe what matters to you in plain language:
I want to work directly with users and turn their problems into product improvements. No people management.
Narrowed checks the descriptions in your watchlist and picks out the matches. It is included with Job Seek Pro; regular search, watchlists, weekly email digests, and application tracking remain free. See Pro details and current availability.
Company pages bring together current openings, posting activity, and similar employers. Open a role at its source or use what you find to build your next watchlist.
Built by Colophon Group, a small team in Switzerland. Available in English, Deutsch, français, and italiano.
The hosted MCP endpoint exposes tools for job search, posting metadata, company lookup, filter discovery, and prefilled watchlist links. It also accepts bug reports, feature suggestions, and usability feedback through three write tools:
https://jseek.co/mcp
It uses Streamable HTTP and does not require authentication. Add the URL as a custom MCP connector, or run the published package locally:
npx @jseek/mcp-server
See packages/mcp-server/README.md for client-specific setup and tool examples. For direct HTTP integrations, the public REST contract is available at /openapi.json.
Open issues labelled company-request are companies waiting to be added. The production backlog is processed by an isolated, Hetzner-hosted Codex runner; contributors can resolve an issue with any capable coding agent that follows the repository instructions.
`ws` is an agent utility. It renders the workflow, manages isolated state, and enforces the validation gates; it is not intended as a hand-configured interactive wizard.
The environment needs git, an authenticated gh CLI, Python 3.13+, and web access. Install the workflow package:
pip install jobseek-crawler-setup
Then give your coding agent this task:
Run
ws task --issueand follow the printed instructions.
ws fetches the issue, checks for duplicates, researches the company and all relevant career boards, guides monitor and scraper selection, validates extracted data and brand assets, and opens the pull request. The registered crawler types cover common ATS APIs, sitemaps, structured data, rendered pages, PDFs, and vendor-specific formats.
No issue for the company you want? Request it. Anyone can.
The maintained workflow reference is docs/01-agent-workflow.md.
Company and board CSVs are the configuration source of truth. The crawler keeps operational state in its own Postgres database, uses Redis for scheduling, publishes searchable documents to Typesense, and stores full descriptions in S3-compatible object storage. The web app owns authentication, watchlists, and application-tracker data in a separate Postgres boundary.
%%{init: {"flowchart": {"rankSpacing": 24}}}%%
flowchart TD Requests["Company requests"] --> Agent["Coding-agent PR"] Agent --> CSV["companies.csv + boards.csv"] CSV --> Runtime["Crawler runtime sync · Redis · HTTP/browser workers · crawler Postgres"] Runtime --> ReadLayer["Published read layer Typesense · S3-compatible descriptions"] ReadLayer --> Web["Next.js web app · REST API · MCP"] Web <--> WebDB["Web Postgres"]
Start with the maintained documentation index, then read the system overview, crawler architecture, and Typesense reference.
Job Seek is self-hostable, but the repository currently expects operator-managed services. The root docker-compose.yml is development scaffolding for Postgres and Typesense, not a complete one-command production deployment.
uvThe important environment boundaries are:
| Component | Core settings |
|---|---|
| Crawler database | LOCAL_DATABASE_URL |
| Web database | WEB_DATABASE_URL for crawler-side reads; DATABASE_URL for the web app |
| Redis | REDIS_URL |
| Typesense writes | TYPESENSE_HOST, TYPESENSE_PORT, TYPESENSE_PROTOCOL, TYPESENSE_OPERATIONS_KEY |
| Typesense web access | TYPESENSE_SEARCH_KEY, TYPESENSE_WRITE_KEY, and optionally TYPESENSE_BROWSER_PARENT_KEY |
| Description storage | R2_ENDPOINT_URL, R2_ACCESS_KEY_ID, R2_SECRET_ACCESS_KEY, R2_BUCKET, R2_DOMAIN_URL |
| Web authentication | BETTER_AUTH_SECRET, BETTER_AUTH_URL; OAuth and email providers are optional |
After provisioning those services, create apps/crawler/.env.local (using its .env.example as a starting point) and apps/web/.env.local, then initialize in this order:
git clone https://github.com/colophon-group/jobseek
cd jobseek corepack enable pnpm install
cd apps/web pnpm db:migrate
cd ../crawler uv sync uv run playwright install chromium-headless-shell # required by run-browser uv run alembic -c src/migrations/alembic.ini upgrade head uv run crawler setup-typesense uv run crawler sync
A complete crawler deployment keeps four process roles running:
uv run crawler run # HTTP workers
uv run crawler run-browser # Playwright workers uv run crawler export # Postgres → Typesense CDC uv run crawler drain # descriptions → object storage
Start the frontend separately from apps/web:
pnpm dev # http://localhost:3000
Production operators should use scoped Typesense keys and read the deployment and recovery runbooks linked from docs/README.md.
apps/crawler/ Python ingestion, normalization, scheduling, and export
src/core/monitors/ Career-board discovery: ATS APIs, sitemaps, DOM, feeds src/core/scrapers/ Posting extraction: JSON-LD, DOM, PDF, vendor formats src/workers/ HTTP workers, browser workers, and description drain src/exporter.py CDC from crawler Postgres to Typesense src/labeller/ Daily gold-dataset labelling and Hugging Face upload src/workspace/ ws workflow and Codex company-request runner data/companies.csv Company configuration source of truth data/boards.csv Career boards with monitor + scraper configuration
apps/web/ Next.js 16, Drizzle, Lingui, and Better Auth app/[lang]/ Localized product routes: en / de / fr / it app/api/v1/ Public REST API app/mcp/ Hosted Streamable HTTP MCP endpoint src/db/schem
Only the beginning is shown; read the rest in the repo