Files
linkme/fetch.ts
T
rodado bcb6ae5ea3 Add content-level language filter, recheck command, expanded keywords
- isEnglishContent() fetches each job page and drops descriptions with ≥6 German or French indicator words; called for every new job in index.ts before writing to CSV
- New `bun recheck` command (recheck.ts) runs searches in raw mode, lists filtered-out jobs, and prints word-frequency suggestions for SOFTWARE_TITLE_RE
- Expanded KEYWORDS and SOFTWARE_TITLE_RE to cover ML/AI, system/applications engineer, director, informatics, and more title variants
- Added `raw` flag to fetchJobs() to bypass the software-role filter
- Add CLAUDE.md with project workflow docs; add CV files and city temp scripts
2026-05-12 13:42:27 +02:00

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import type { SearchConfig, WorkType, JobType, TimePosted, Seniority } from "./config.ts";
export interface Job {
id: string;
title: string;
company: string;
location: string;
postedAt: string;
link: string;
search: string;
}
const WORK_TYPE_MAP: Record<WorkType, string> = {
onsite: "1",
remote: "2",
hybrid: "3",
};
const JOB_TYPE_MAP: Record<JobType, string> = {
"full-time": "F",
"part-time": "P",
contract: "C",
temporary: "T",
internship: "I",
};
const TIME_MAP: Record<TimePosted, string> = {
day: "r86400",
week: "r604800",
month: "r2592000",
};
const SENIORITY_MAP: Record<Seniority, string> = {
internship: "1",
entry: "2",
associate: "3",
"mid-senior": "4",
director: "5",
executive: "6",
};
// Detect non-English (German / French / Swiss-German) job titles.
//
// German signals:
// - gender markers: (m/w/d), (w/m/d), (d/w/m), (mwd), (M/W/D) etc.
// but NOT (m/f/d) / (f/m/d) which are used in English international posts
// - Swiss neutral suffix: standalone (a) before % or end of string
// - German umlauts / ß
// - /in word-ending (Pflegehelfer/in, Köchin/Koch)
// - German-only vocabulary
// - Swiss German: EFZ (apprenticeship cert), Schweiz
//
// French signals:
// - gender markers: (H/F), (F/H), (h/f)
// - French-only accented chars: é è ê ë à â ç î ï ô ù û ÿ œ æ
// - French-only vocabulary
const NON_ENGLISH_RE = new RegExp(
[
// German gender markers (w = weiblich; must not match m/f/d)
String.raw`\(m\/w[^)]*\)`,
String.raw`\(w\/m[^)]*\)`,
String.raw`\(d\/w[^)]*\)`,
String.raw`\(mwd\)`,
// Swiss neutral (a) suffix: " (a)" before %, digits, or end
String.raw`\s\(a\)(\s*[\d%]|\s*$)`,
// German/Swiss umlauts and ß
String.raw`[äöüÄÖÜß]`,
// /in word-ending (e.g. Mitarbeiter/in) — excludes m/f, n/a, etc.
String.raw`[a-zäöü]\/in\b`,
// German-only words (case-insensitive handled by flag)
String.raw`\b(Deine|Mitarbeiter|Pflegehelfer|Köchin|Koch EFZ|Kellner|Sozialpädagog|Lehrperson|Produktionsmitarbeiter|Produktionsplaner|Geschäftsführer|Spontanbewerbung|Arztsekretär|Physiotherapeut|Empfangsmitarbeiter|Automobilmechatroniker|Verkäufer|Projektleiter|Crewmitarbeiter|Crewmember|Systemgastronomie|Studienteilnehmende|Teilnehmende|Bauingenieur|Tiefbau|Hochbau|Elektroingenieur|Maschinenbau|gesucht|EFZ|Schweiz|Filiale)\b`,
// French gender markers
String.raw`\(H\/F\)|\(F\/H\)|\(h\/f\)|\(f\/h\)`,
// French-only accented characters
String.raw`[éèêëàâçîïôùûÿœæ]`,
// French-only words
String.raw`\b(Responsable|Directeur|Directrice|Adjoint|Chargé|Ingénieur|Technicien|Gestionnaire|Coordinateur|Analyste)\b`,
].join("|"),
"i"
);
const HEADERS = {
"User-Agent":
"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/124.0.0.0 Safari/537.36",
"Accept-Language": "en-US,en;q=0.9",
Accept:
"text/html,application/xhtml+xml,application/xml;q=0.9,image/avif,image/webp,*/*;q=0.8",
};
const JUNIOR_TITLE_RE = /\b(junior|jr\.?|entry.?level|graduate|intern(?:ship)?|trainee|apprentice|werkstudent)\b/i;
export const SOFTWARE_TITLE_RE = /\b(software|developer|architect|devops|platform|data|backend|frontend|fullstack|full.stack|tech\s*lead|technical|typescript|python|rails|node\.?js|ai\b|machine\s*learning|cloud|security|analytics|sre|reliability|solutions?|consultant|applications?\s*engineer|system[\s-]*engineer|informatics|director|product\s*manager|engineering\s*manager|it\s*manager|it\s*project|staff\s*engineer|principal\s*engineer|cto|vp\s*eng)\b/i;
const DE_CONTENT_RE = /\b(Sie|Ihre?|Ihnen|Wir|wir|und\s|für|mit\s|von\s|bei\s|das\s|ist\s|sind\s|haben\s|werden\s|können|suchen|bieten|Kenntnisse|Erfahrung|Anforderungen|Aufgaben|Stellenbeschreibung|Stellenangebot|Bewerbung|Ausbildung|Berufserfahrung|Teamarbeit|Vollzeit|Teilzeit|unbefristet|Abschluss|gesucht|Deutsch|Englisch|Schweizer)\b/g;
const FR_CONTENT_RE = /\b(vous|nous|votre|notre|pour\s|avec\s|profil|poste|emploi|entreprise|compétences|expérience|formation|équipe|rejoindre|recherchons|offrons|missions|candidature|CDI|CDD|temps\s+plein|temps\s+partiel)\b/g;
export async function isEnglishContent(id: string): Promise<boolean> {
try {
await Bun.sleep(350);
const res = await fetch(`https://www.linkedin.com/jobs/view/${id}/`, { headers: HEADERS });
const html = await res.text();
const m = html.match(/class="show-more-less-html__markup[^"]*">([\s\S]{0,8000}?)<\/div>/);
const text = m
? m[1].replace(/<[^>]+>/g, " ")
: html.replace(/<[^>]+>/g, " ").slice(0, 5000);
const de = (text.match(DE_CONTENT_RE) ?? []).length;
const fr = (text.match(FR_CONTENT_RE) ?? []).length;
return de < 6 && fr < 6;
} catch {
return true; // keep on fetch error
}
}
const PAGE_SIZE = 25;
const MAX_PAGES = 6;
export function buildUrl(config: SearchConfig): string {
if (config.url) return config.url;
const params = new URLSearchParams();
params.set("keywords", config.keywords ?? "");
if (config.location) params.set("location", config.location);
if (config.geoId) params.set("geoId", config.geoId);
if (config.timePosted) params.set("f_TPR", TIME_MAP[config.timePosted]);
if (config.workType?.length)
params.set("f_WT", config.workType.map((w) => WORK_TYPE_MAP[w]).join(","));
if (config.jobType?.length)
params.set("f_JT", config.jobType.map((j) => JOB_TYPE_MAP[j]).join(","));
if (config.seniority?.length)
params.set("f_E", config.seniority.map((s) => SENIORITY_MAP[s]).join(","));
return `https://www.linkedin.com/jobs/search/?${params.toString()}`;
}
function clean(raw: string): string {
return raw
.replace(/<[^>]+>/g, "")
.replace(/&amp;/g, "&")
.replace(/&lt;/g, "<")
.replace(/&gt;/g, ">")
.replace(/&quot;/g, '"')
.replace(/&#39;/g, "'")
.replace(/&ndash;/g, "–")
.replace(/&mdash;/g, "—")
.replace(/\s+/g, " ")
.trim();
}
function parseJobs(html: string, label: string): Job[] {
const jobs: Job[] = [];
// Locate every card boundary by job ID position
const idRe = /data-entity-urn="urn:li:jobPosting:(\d+)"/g;
const positions: { id: string; start: number }[] = [];
let m;
while ((m = idRe.exec(html)) !== null) {
positions.push({ id: m[1], start: m.index });
}
for (let i = 0; i < positions.length; i++) {
const { id, start } = positions[i];
// Slice only up to the next card (or 3 000 chars max) so field regexes can't bleed across cards
const card = html.slice(start, Math.min(positions[i + 1]?.start ?? Infinity, start + 3000));
const titleM = card.match(/<h3 class="base-search-card__title">\s*([\s\S]*?)\s*<\/h3>/);
if (!titleM) continue;
const companyM = card.match(/<h4 class="base-search-card__subtitle">[\s\S]{0,300}?<a[^>]*>\s*([\s\S]*?)\s*<\/a>/);
const timeM = card.match(/<time[^>]+datetime="([^"]+)"/);
const title = clean(titleM[1]);
const company = companyM ? clean(companyM[1]) : "";
const postedAt = timeM ? timeM[1] : "";
jobs.push({ id, title, company, location: label, postedAt, link: `https://www.linkedin.com/jobs/view/${id}/`, search: label });
}
return jobs;
}
export async function fetchJobs(config: SearchConfig, { raw = false } = {}): Promise<Job[]> {
const baseUrl = buildUrl(config);
const allJobs: Job[] = [];
const seen = new Set<string>();
for (let page = 0; page < MAX_PAGES; page++) {
if (page > 0) await Bun.sleep(400);
const url = `${baseUrl}&start=${page * PAGE_SIZE}`;
process.stdout.write(` page ${page + 1} … `);
const res = await fetch(url, { headers: HEADERS });
if (!res.ok) {
console.error(`failed (${res.status})`);
break;
}
const html = await res.text();
const jobs = parseJobs(html, config.label)
.filter((j) => !NON_ENGLISH_RE.test(j.title))
.filter((j) => !JUNIOR_TITLE_RE.test(j.title))
.filter((j) => raw || SOFTWARE_TITLE_RE.test(j.title));
let newOnPage = 0;
for (const job of jobs) {
if (!seen.has(job.id)) {
seen.add(job.id);
allJobs.push(job);
newOnPage++;
}
}
console.log(`${jobs.length} jobs, ${newOnPage} new`);
if (newOnPage === 0) break;
}
return allJobs;
}