{"adoption": {"forks": 261, "observed_at": "2026-08-28T04:06:23.213737+00:00", "stars": 2180}, "canonical_url": "https://ross.abutalabs.com/products/jobfunnel", "card": {"archived": true, "artifact_type": "cli-tool", "description": "Scrape job websites into a single spreadsheet with no duplicates.", "domain": ["crawlers", "developer-tools", "hr"], "enriched": true, "function": ["web-scraping", "cli", "search-engine", "csv"], "health_score": 10, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "abandoned", "member_repos": ["PaulMcInnis/JobFunnel"], "name": "PaulMcInnis/JobFunnel", "platform": ["python", "cli", "cross-platform"], "pushed_at": "2025-12-10T03:01:02+00:00", "repo": "PaulMcInnis/JobFunnel", "stars": 2180, "tags": ["job-search", "scraper", "indeed", "glassdoor", "linkedin", "masterlist", "deduplication", "archived", "automation"], "topics": ["jobs", "search", "indeed", "glassdoor", "scraper", "job", "automated", "csv", "python", "tfidf", "yaml", "waterloo", "international", "beautiful-soup", "job-search", "linkedin"], "urls": [], "use_cases": ["scrape job postings from indeed glassdoor and linkedin into one csv", "deduplicate job listings across multiple job boards", "track job application status in a spreadsheet", "automate nightly job searches with cron", "search for remote jobs across locales", "filter out jobs I've already seen or rejected"], "what_it_is": "JobFunnel is a Python CLI tool that scrapes job postings from multiple job websites (Indeed, Glassdoor, LinkedIn) into a single deduplicated CSV spreadsheet. It is now archived as a historical/educational artifact because modern job boards' anti-bot measures broke its scraping approach.", "when_to_avoid": ["you need working job scraping today - major job boards now block it with bot detection", "you want a maintained tool with active support", "you need browser-automation-based scraping (use Playwright/Selenium-based tools instead)"], "when_to_choose": ["you need a historical reference for building a job scraper", "a target job board still serves static HTML with simple pagination", "you want an educational example of a Python scraping CLI with YAML config"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/jobfunnel", "repo": "PaulMcInnis/JobFunnel", "role": "main", "score": 10}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:23.213737+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:48:43.016929+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "07e5e0c0f8cf98afdc627f9ce4d5ae192b3baf0afd884024464b3ef0b80eb007", "fetched_at": "2026-08-28T04:06:23.213737+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PaulMcInnis/JobFunnel"}, {"content_hash": "514780b7a40e3a14cd7ee895bc1af8b6be913367da7976d9294703e28fff6e65", "fetched_at": "2026-08-29T10:28:35.771025+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/jobfunnel/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:23.213737+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:48:43.016929+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "07e5e0c0f8cf98afdc627f9ce4d5ae192b3baf0afd884024464b3ef0b80eb007", "fetched_at": "2026-08-28T04:06:23.213737+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PaulMcInnis/JobFunnel"}, {"content_hash": "514780b7a40e3a14cd7ee895bc1af8b6be913367da7976d9294703e28fff6e65", "fetched_at": "2026-08-29T10:28:35.771025+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/jobfunnel/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:48:43.016929+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "07e5e0c0f8cf98afdc627f9ce4d5ae192b3baf0afd884024464b3ef0b80eb007", "fetched_at": "2026-08-28T04:06:23.213737+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PaulMcInnis/JobFunnel"}, {"content_hash": "514780b7a40e3a14cd7ee895bc1af8b6be913367da7976d9294703e28fff6e65", "fetched_at": "2026-08-29T10:28:35.771025+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/jobfunnel/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:23.213737+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:23.213737+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:23.213737+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:48:43.016929+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "07e5e0c0f8cf98afdc627f9ce4d5ae192b3baf0afd884024464b3ef0b80eb007", "fetched_at": "2026-08-28T04:06:23.213737+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PaulMcInnis/JobFunnel"}, {"content_hash": "514780b7a40e3a14cd7ee895bc1af8b6be913367da7976d9294703e28fff6e65", "fetched_at": "2026-08-29T10:28:35.771025+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/jobfunnel/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:23.213737+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:23.213737+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:48:43.016929+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "07e5e0c0f8cf98afdc627f9ce4d5ae192b3baf0afd884024464b3ef0b80eb007", "fetched_at": "2026-08-28T04:06:23.213737+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PaulMcInnis/JobFunnel"}, {"content_hash": "514780b7a40e3a14cd7ee895bc1af8b6be913367da7976d9294703e28fff6e65", "fetched_at": "2026-08-29T10:28:35.771025+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/jobfunnel/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:23.213737+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:23.213737+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:23.213737+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:48:43.016929+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "07e5e0c0f8cf98afdc627f9ce4d5ae192b3baf0afd884024464b3ef0b80eb007", "fetched_at": "2026-08-28T04:06:23.213737+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PaulMcInnis/JobFunnel"}, {"content_hash": "514780b7a40e3a14cd7ee895bc1af8b6be913367da7976d9294703e28fff6e65", "fetched_at": "2026-08-29T10:28:35.771025+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/jobfunnel/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:23.213737+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:23.213737+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:48:43.016929+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "07e5e0c0f8cf98afdc627f9ce4d5ae192b3baf0afd884024464b3ef0b80eb007", "fetched_at": "2026-08-28T04:06:23.213737+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PaulMcInnis/JobFunnel"}, {"content_hash": "514780b7a40e3a14cd7ee895bc1af8b6be913367da7976d9294703e28fff6e65", "fetched_at": "2026-08-29T10:28:35.771025+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/jobfunnel/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:48:43.016929+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "07e5e0c0f8cf98afdc627f9ce4d5ae192b3baf0afd884024464b3ef0b80eb007", "fetched_at": "2026-08-28T04:06:23.213737+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PaulMcInnis/JobFunnel"}, {"content_hash": "514780b7a40e3a14cd7ee895bc1af8b6be913367da7976d9294703e28fff6e65", "fetched_at": "2026-08-29T10:28:35.771025+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/jobfunnel/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:48:43.016929+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "07e5e0c0f8cf98afdc627f9ce4d5ae192b3baf0afd884024464b3ef0b80eb007", "fetched_at": "2026-08-28T04:06:23.213737+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PaulMcInnis/JobFunnel"}, {"content_hash": "514780b7a40e3a14cd7ee895bc1af8b6be913367da7976d9294703e28fff6e65", "fetched_at": "2026-08-29T10:28:35.771025+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/jobfunnel/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:48:43.016929+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "07e5e0c0f8cf98afdc627f9ce4d5ae192b3baf0afd884024464b3ef0b80eb007", "fetched_at": "2026-08-28T04:06:23.213737+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PaulMcInnis/JobFunnel"}, {"content_hash": "514780b7a40e3a14cd7ee895bc1af8b6be913367da7976d9294703e28fff6e65", "fetched_at": "2026-08-29T10:28:35.771025+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/jobfunnel/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 56, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["archived"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3296, "days_push": 266, "days_rel": 687, "gap_med": null, "n_releases_24m": 1}, "score": 10, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}