Refactor code structure for improved readability and maintainability

ashby.csv

@@ -0,0 +1,10 @@
+url,timestamp
+https://jobs.ashbyhq.com/stellar/a8377cf4-280b-4eb3-ac44-a4c9020c2eaf?utm_source=cryptocurrencyjobs.co,2025-12-31T08:32:17.821505
+https://jobs.ashbyhq.com/artemisanalytics/5f61b6c6-147c-4707-9003-a9632455b984?utm_source=cryptocurrencyjobs.co,2025-12-31T08:51:57.190172
+https://jobs.ashbyhq.com/lightning/2d77b496-ab0d-4e54-bcf8-33260d1bab6b?utm_source=cryptocurrencyjobs.co,2025-12-31T09:07:09.491831
+https://jobs.ashbyhq.com/Braiins/cee9cf74-6049-4dab-aae7-96bef0082689?utm_source=cryptocurrencyjobs.co,2025-12-31T09:35:28.137181
+https://jobs.ashbyhq.com/blockstream/80ebab98-0039-48bf-86d9-9a2a7962b005?utm_source=cryptocurrencyjobs.co,2025-12-31T10:21:19.253356
+https://jobs.ashbyhq.com/dynamic/fde8a9ff-9701-485f-a8d1-e717c170f215?utm_source=cryptocurrencyjobs.co,2025-12-31T10:25:55.141543
+https://jobs.ashbyhq.com/ether.fi/6eb1e350-71ce-47f7-a363-3fa3c521dacb?utm_source=cryptocurrencyjobs.co,2025-12-31T10:44:35.913725
+https://chainlinklabs.com/open-roles?ashby_jid=112a76d3-4dfd-4eea-828c-41465760b3ef&utm_source=ccj,2025-12-31T10:49:07.453900
+https://jobs.ashbyhq.com/stellar/cdad9af1-9e64-4fd4-8e2c-f87389f1dd16?utm_source=cryptocurrencyjobs.co,2025-12-31T11:13:58.119967

comparator.py

@@ -0,0 +1,166 @@
+
+import csv
+import os
+from urllib.parse import urlparse
+
+# Define platform mappings: (input_file, companies_file, platform_name)
+platforms = [
+    ("ashby.csv", "ashbycompanies.csv", "ashby"),
+    ("gem.csv", "gemcompanies.csv", "gem"),
+    ("greenhouse.csv", "greenhousecompanies.csv", "greenhouse"),
+    ("lever.csv", "levercompanies.csv", "lever"),
+    ("rippling.csv", "ripplingcompanies.csv", "rippling"),
+    ("workable.csv", "workablecompanies.csv", "workable"),
+    ("workday.csv", "workdaycompanies.csv", "workday"),
+]
+
+
+def normalize_url(platform, url):
+    """Normalize URL to a company identifier based on platform."""
+    if not url:
+        return None
+    try:
+        parsed = urlparse(url.lower().strip())
+        netloc = parsed.netloc
+        path = parsed.path
+
+        if platform == "ashby":
+            # https://jobs.ashbyhq.com/company_slug/...
+            if "ashbyhq.com" in netloc:
+                parts = [p for p in path.split('/') if p]
+                return parts[0] if parts else None
+
+        elif platform == "greenhouse":
+            # https://boards.greenhouse.io/company_slug/...
+            if "greenhouse.io" in netloc:
+                parts = [p for p in path.split('/') if p]
+                if len(parts) >= 2 and parts[0] == "boards":
+                    return parts[1]
+                elif len(parts) >= 1:
+                    return parts[0]
+                return None
+
+        elif platform == "lever":
+            # https://jobs.lever.co/company_slug/...
+            if "lever.co" in netloc:
+                parts = [p for p in path.split('/') if p]
+                return parts[0] if parts else None
+
+        elif platform == "workable":
+            # https://apply.workable.com/company_slug/...
+            if "workable.com" in netloc:
+                parts = [p for p in path.split('/') if p]
+                # Usually: /company_slug/j/jobid/ → take first non-'j' segment
+                for part in parts:
+                    if part != 'j' and len(part) > 2:
+                        return part
+                return parts[0] if parts else None
+
+        elif platform == "workday":
+            # https://company.workday.com/... → company = subdomain
+            if "myworkdayjobs.com" in netloc or "wd" in netloc:
+                # Extract subdomain before main domain
+                subdomain = netloc.split('.')[0]
+                if subdomain and subdomain not in ['www', 'jobs', 'apply', '']:
+                    return subdomain
+                # Fallback: look for company in path (rare)
+                parts = [p for p in path.split('/') if p]
+                if parts:
+                    return parts[0]
+                return None
+
+        elif platform == "gem":
+            # https://gem.com/company/... or https://www.gem.com/careers/company/...
+            if "gem.com" in netloc:
+                parts = [p for p in path.split('/') if p]
+                # Often: /company-slug or /careers/company-slug
+                for i, part in enumerate(parts):
+                    if part in ['company', 'careers', 'jobs']:
+                        if i + 1 < len(parts):
+                            return parts[i + 1]
+                return parts[0] if parts else None
+
+        elif platform == "rippling":
+            # Rippling uses generic domain; hard to extract company
+            # Best effort: use full domain + first path segment
+            if "rippling.com" in netloc:
+                parts = [p for p in path.split('/') if p]
+                if parts:
+                    return f"{netloc}/{parts[0]}"
+                return netloc
+
+        # Fallback: return full URL if unrecognized
+        return url
+
+    except Exception:
+        return url
+
+
+def read_company_signatures(filepath, platform):
+    """Read and normalize company identifiers from companies CSV."""
+    if not os.path.exists(filepath):
+        return set()
+    signatures = set()
+    with open(filepath, 'r', encoding='utf-8') as f:
+        reader = csv.DictReader(f)
+        for row in reader:
+            url = row.get('url', '').strip()
+            if url:
+                sig = normalize_url(platform, url)
+                if sig:
+                    signatures.add(sig)
+    return signatures
+
+
+def filter_csv_by_signatures(input_file, excluded_signatures, platform):
+    """Keep only rows whose normalized URL is NOT in excluded_signatures."""
+    if not os.path.exists(input_file):
+        return [], None
+    kept_rows = []
+    with open(input_file, 'r', encoding='utf-8') as f:
+        reader = csv.DictReader(f)
+        fieldnames = reader.fieldnames
+        for row in reader:
+            url = row.get('url', '').strip()
+            if not url:
+                kept_rows.append(row)  # keep if no URL (shouldn't happen)
+                continue
+            sig = normalize_url(platform, url)
+            if sig not in excluded_signatures:
+                kept_rows.append(row)
+    return kept_rows, fieldnames
+
+
+def write_csv(filepath, rows, fieldnames):
+    """Write rows to CSV file."""
+    with open(filepath, 'w', newline='', encoding='utf-8') as f:
+        writer = csv.DictWriter(f, fieldnames=fieldnames)
+        writer.writeheader()
+        writer.writerows(rows)
+
+
+def main():
+    for input_file, companies_file, platform in platforms:
+        print(f"Processing {input_file} against {companies_file} using '{platform}' normalizer...")
+
+        # Step 1: Load and normalize known company signatures
+        known_signatures = read_company_signatures(companies_file, platform)
+        print(f"  → Loaded {len(known_signatures)} known company signatures from {companies_file}")
+
+        # Step 2: Filter input file using signatures
+        kept_rows, fieldnames = filter_csv_by_signatures(input_file, known_signatures, platform)
+
+        # Step 3: Write back filtered data
+        if fieldnames:
+            write_csv(input_file, kept_rows, fieldnames)
+            print(f"  → Kept {len(kept_rows)} new job URLs in {input_file}")
+        else:
+            if os.path.exists(input_file):
+                os.remove(input_file)
+            print(f"  → {input_file} was empty or invalid — removed.")
+
+    print("\n✅ All platforms processed successfully.")
+
+
+if __name__ == "__main__":
+    main()

gem.csv

@@ -0,0 +1 @@
+url,timestamp

gemcompanies.csv

@@ -0,0 +1,508 @@
+name,url
+10Xconstruction Ai,https://jobs.gem.com/10xconstruction-ai
+11X Ai,https://jobs.gem.com/11x-ai
+43North,https://jobs.gem.com/43north
+8020 Consulting,https://jobs.gem.com/8020-consulting
+A16Z Speedrun,https://jobs.gem.com/a16z-speedrun
+Aarden Ai,https://jobs.gem.com/aarden-ai
+Accel,https://jobs.gem.com/accel
+Accelos,https://jobs.gem.com/accelos
+Acre,https://jobs.gem.com/acre
+Advancelevelllc Com,https://jobs.gem.com/advancelevelllc-com
+Agenta Ai,https://jobs.gem.com/agenta-ai
+Agentnoon,https://jobs.gem.com/agentnoon
+Agora,https://jobs.gem.com/agora
+Aionex Xyz,https://jobs.gem.com/aionex-xyz
+Aiphrodite Ai,https://jobs.gem.com/aiphrodite-ai
+Airframe,https://jobs.gem.com/airframe
+Airvet Com,https://jobs.gem.com/airvet-com
+Alex And Ani,https://jobs.gem.com/alex-and-ani
+Alinia Ai,https://jobs.gem.com/alinia-ai
+Alitheon,https://jobs.gem.com/alitheon
+Alpharun,https://jobs.gem.com/alpharun
+Altzero Xyz,https://jobs.gem.com/altzero-xyz
+Amya Agency,https://jobs.gem.com/amya-agency
+Andrenam,https://jobs.gem.com/andrenam
+Anysphere,https://jobs.gem.com/anysphere
+Aoniclife,https://jobs.gem.com/aoniclife
+Apartment List,https://jobs.gem.com/apartment-list
+Apella,https://jobs.gem.com/apella
+Apticore Io,https://jobs.gem.com/apticore-io
+Arlo,https://jobs.gem.com/arlo
+Ascenda Loyalty,https://jobs.gem.com/ascenda-loyalty
+Ascendarc,https://jobs.gem.com/ascendarc
+Astroforge Io,https://jobs.gem.com/astroforge-io
+Atla Ai Com,https://jobs.gem.com/atla-ai-com
+Atomica,https://jobs.gem.com/atomica
+Audicus,https://jobs.gem.com/audicus
+Aurelian Io,https://jobs.gem.com/aurelian-io
+Aureliussystems Us,https://jobs.gem.com/aureliussystems-us
+Autopilotbrand Com,https://jobs.gem.com/autopilotbrand-com
+Avoca,https://jobs.gem.com/avoca
+Avol,https://jobs.gem.com/avol
+Axonify,https://jobs.gem.com/axonify
+Backops Ai,https://jobs.gem.com/backops-ai
+Basalt Health,https://jobs.gem.com/basalt-health
+Baxter Aerospace,https://jobs.gem.com/baxter-aerospace
+Bead Ai,https://jobs.gem.com/bead-ai
+Benbase,https://jobs.gem.com/benbase
+Better Auth,https://jobs.gem.com/better-auth
+Betterbasket Ai,https://jobs.gem.com/betterbasket-ai
+Bigeye,https://jobs.gem.com/bigeye
+Bigpanda,https://jobs.gem.com/bigpanda
+Bikky,https://jobs.gem.com/bikky
+Bilt,https://jobs.gem.com/bilt
+Binarly,https://jobs.gem.com/binarly
+Biofire,https://jobs.gem.com/biofire
+Biorender,https://jobs.gem.com/biorender
+Biorender Inc  Ats,https://jobs.gem.com/biorender-inc--ats
+Birdwood Therapeutics,https://jobs.gem.com/birdwood-therapeutics
+Black Ore,https://jobs.gem.com/black-ore
+Blaze Ai,https://jobs.gem.com/blaze-ai
+Blazetalent,https://jobs.gem.com/blazetalent
+Blend Inc,https://jobs.gem.com/blend-inc
+Blue J,https://jobs.gem.com/blue-j
+Bluejeanfinancial Com,https://jobs.gem.com/bluejeanfinancial-com
+Blueonion Ai,https://jobs.gem.com/blueonion-ai
+Blueprint,https://jobs.gem.com/blueprint
+Bluesky,https://jobs.gem.com/bluesky
+Blume Technologies,https://jobs.gem.com/blume-technologies
+Bohler ,https://jobs.gem.com/bohler-
+Bohler Engineering Gemats,https://jobs.gem.com/bohler-engineering-gemats
+Bolna,https://jobs.gem.com/bolna
+Bond Partners,https://jobs.gem.com/bond-partners
+Boost Robotics,https://jobs.gem.com/boost-robotics
+Boredm,https://jobs.gem.com/boredm
+Breadcrumb Ai,https://jobs.gem.com/breadcrumb-ai
+Breakline Ats,https://jobs.gem.com/breakline-ats
+Breakline Education,https://jobs.gem.com/breakline-education
+Brewbird,https://jobs.gem.com/brewbird
+Buildtrayd Com,https://jobs.gem.com/buildtrayd-com
+Bull Moose Xyz,https://jobs.gem.com/bull-moose-xyz
+Cadstrom Io,https://jobs.gem.com/cadstrom-io
+Caffelabs Com,https://jobs.gem.com/caffelabs-com
+Calaveras,https://jobs.gem.com/calaveras
+Canals,https://jobs.gem.com/canals
+Caplight Com,https://jobs.gem.com/caplight-com
+Carbon,https://jobs.gem.com/carbon
+Cardnexus,https://jobs.gem.com/cardnexus
+Careers,https://jobs.gem.com/careers
+Carry,https://jobs.gem.com/carry
+Caseflood Ai,https://jobs.gem.com/caseflood-ai
+Cellbyte,https://jobs.gem.com/cellbyte
+Chartahealth,https://jobs.gem.com/chartahealth
+Civrobotics Com,https://jobs.gem.com/civrobotics-com
+Clarity,https://jobs.gem.com/clarity
+Clearchecks Com Ats,https://jobs.gem.com/clearchecks-com-ats
+Clearesthealth Com,https://jobs.gem.com/clearesthealth-com
+Cloudanix Com,https://jobs.gem.com/cloudanix-com
+Cloudraft,https://jobs.gem.com/cloudraft
+Codegen,https://jobs.gem.com/codegen
+Codesignal,https://jobs.gem.com/codesignal
+Cognna,https://jobs.gem.com/cognna
+Cogram,https://jobs.gem.com/cogram
+Comfy,https://jobs.gem.com/comfy
+Conductorai,https://jobs.gem.com/conductorai
+Confida Ai,https://jobs.gem.com/confida-ai
+Context Wtf,https://jobs.gem.com/context-wtf
+Contour App,https://jobs.gem.com/contour-app
+Converge,https://jobs.gem.com/converge
+Coupa Software Inc Ats 1,https://jobs.gem.com/coupa-software-inc-ats-1
+Cox Exponential,https://jobs.gem.com/cox-exponential
+Crabi Robotics Com,https://jobs.gem.com/crabi-robotics-com
+Crackenagi,https://jobs.gem.com/crackenagi
+Create Talent Group,https://jobs.gem.com/create-talent-group
+Createdbyhumans Ai,https://jobs.gem.com/createdbyhumans-ai
+Credit Key,https://jobs.gem.com/credit-key
+Crosby,https://jobs.gem.com/crosby
+Curex Org,https://jobs.gem.com/curex-org
+Curiouscardinals Com,https://jobs.gem.com/curiouscardinals-com
+Cyvl,https://jobs.gem.com/cyvl
+D4M International,https://jobs.gem.com/d4m-international
+Dalus,https://jobs.gem.com/dalus
+Dash Fi,https://jobs.gem.com/dash-fi
+Data Masters,https://jobs.gem.com/data-masters
+Datacurve Ai,https://jobs.gem.com/datacurve-ai
+Dataday Technology Solutions,https://jobs.gem.com/dataday-technology-solutions
+Datagrid,https://jobs.gem.com/datagrid
+Dawn Media,https://jobs.gem.com/dawn-media
+Daxko,https://jobs.gem.com/daxko
+Deep Infra,https://jobs.gem.com/deep-infra
+Deliver,https://jobs.gem.com/deliver
+Detections Ai,https://jobs.gem.com/detections-ai
+Dianahr Ai,https://jobs.gem.com/dianahr-ai
+Distributed Spectrum,https://jobs.gem.com/distributed-spectrum
+Dlvrlog,https://jobs.gem.com/dlvrlog
+Doowii,https://jobs.gem.com/doowii
+Dragme,https://jobs.gem.com/dragme
+Dragonfly Careers,https://jobs.gem.com/dragonfly-careers
+Dropback,https://jobs.gem.com/dropback
+Durin,https://jobs.gem.com/durin
+Dydx,https://jobs.gem.com/dydx
+Eats2Seats,https://jobs.gem.com/eats2seats
+Echelon,https://jobs.gem.com/echelon
+Ecocart Io,https://jobs.gem.com/ecocart-io
+Edgetrace Ai,https://jobs.gem.com/edgetrace-ai
+Efference Ai,https://jobs.gem.com/efference-ai
+Elite Talent Consulting,https://jobs.gem.com/elite-talent-consulting
+Eliza,https://jobs.gem.com/eliza
+Elloe Ai,https://jobs.gem.com/elloe-ai
+Elo Ai,https://jobs.gem.com/elo-ai
+Emerge Career,https://jobs.gem.com/emerge-career
+Engineering  Codified,https://jobs.gem.com/engineering--codified
+Entrusted Contracting,https://jobs.gem.com/entrusted-contracting
+Escargot Com,https://jobs.gem.com/escargot-com
+Everfit Io,https://jobs.gem.com/everfit-io
+Excelity Careers,https://jobs.gem.com/excelity-careers
+Exponent,https://jobs.gem.com/exponent
+Ezraailabs Tech,https://jobs.gem.com/ezraailabs-tech
+Fabric,https://jobs.gem.com/fabric
+Fabrichealth,https://jobs.gem.com/fabrichealth
+Fancypeople,https://jobs.gem.com/fancypeople
+Fanpierlabs Com,https://jobs.gem.com/fanpierlabs-com
+Faraday,https://jobs.gem.com/faraday
+Fathom Org,https://jobs.gem.com/fathom-org
+Felix,https://jobs.gem.com/felix
+Ferry Health,https://jobs.gem.com/ferry-health
+Fetch Ats,https://jobs.gem.com/fetch-ats
+Fifthdoor Com,https://jobs.gem.com/fifthdoor-com
+Fireflies,https://jobs.gem.com/fireflies
+Firestorm,https://jobs.gem.com/firestorm
+Flatfee Corp,https://jobs.gem.com/flatfee-corp
+Flint,https://jobs.gem.com/flint
+Floot,https://jobs.gem.com/floot
+Forgent Ai,https://jobs.gem.com/forgent-ai
+Fountainplatform Com,https://jobs.gem.com/fountainplatform-com
+Foxbox Digital,https://jobs.gem.com/foxbox-digital
+Freestone Grove Partners,https://jobs.gem.com/freestone-grove-partners
+Freshbooks,https://jobs.gem.com/freshbooks
+Fridayharbor Ai,https://jobs.gem.com/fridayharbor-ai
+Fuelfinance,https://jobs.gem.com/fuelfinance
+Fulcrumcareers,https://jobs.gem.com/fulcrumcareers
+Function Health,https://jobs.gem.com/function-health
+Galadyne,https://jobs.gem.com/galadyne
+Galaxyventures,https://jobs.gem.com/galaxyventures
+Gc Ai,https://jobs.gem.com/gc-ai
+Gem,https://jobs.gem.com/gem
+Gem Mckesson,https://jobs.gem.com/gem-mckesson
+Gem Test Board,https://jobs.gem.com/gem-test-board
+Generation Alpha Transistor,https://jobs.gem.com/generation-alpha-transistor
+Genspark,https://jobs.gem.com/genspark
+Gerra,https://jobs.gem.com/gerra
+Getaero Io,https://jobs.gem.com/getaero-io
+Getbirdeye Com Au,https://jobs.gem.com/getbirdeye-com-au
+Getro,https://jobs.gem.com/getro
+Gigaml,https://jobs.gem.com/gigaml
+Go Cadre,https://jobs.gem.com/go-cadre
+Goatrecruit Com,https://jobs.gem.com/goatrecruit-com
+Good Life Companies,https://jobs.gem.com/good-life-companies
+Goodbill,https://jobs.gem.com/goodbill
+Grailpay Com,https://jobs.gem.com/grailpay-com
+Granger Construction,https://jobs.gem.com/granger-construction
+Gratia Health,https://jobs.gem.com/gratia-health
+Greenlite Ai,https://jobs.gem.com/greenlite-ai
+Greenvalleyjobs,https://jobs.gem.com/greenvalleyjobs
+Grit,https://jobs.gem.com/grit
+Groq,https://jobs.gem.com/groq
+Growthbook,https://jobs.gem.com/growthbook
+Guardrail Ai,https://jobs.gem.com/guardrail-ai
+Guidesage Ai,https://jobs.gem.com/guidesage-ai
+Hallow,https://jobs.gem.com/hallow
+Happydance Partnership Integration,https://jobs.gem.com/happydance-partnership-integration
+Harmonic,https://jobs.gem.com/harmonic
+Hash,https://jobs.gem.com/hash
+Hayla,https://jobs.gem.com/hayla
+Heavy Construction Systems Specialists Llc,https://jobs.gem.com/heavy-construction-systems-specialists-llc
+Helix,https://jobs.gem.com/helix
+Hellotrade,https://jobs.gem.com/hellotrade
+Helm Health,https://jobs.gem.com/helm-health
+Hilabs Ie,https://jobs.gem.com/hilabs-ie
+Hipeople,https://jobs.gem.com/hipeople
+Holacasa Yc W23,https://jobs.gem.com/holacasa-yc-w23
+Homeboost,https://jobs.gem.com/homeboost
+Hospitable,https://jobs.gem.com/hospitable
+Howrecruit Io,https://jobs.gem.com/howrecruit-io
+Hubspot,https://jobs.gem.com/hubspot
+Hypernatural Ai,https://jobs.gem.com/hypernatural-ai
+Inception,https://jobs.gem.com/inception
+Index Exchange,https://jobs.gem.com/index-exchange
+Infrastructure Modernization Solutions,https://jobs.gem.com/infrastructure-modernization-solutions
+Inspiration Commerce Group,https://jobs.gem.com/inspiration-commerce-group
+Inspiresemi Com,https://jobs.gem.com/inspiresemi-com
+Instrumental Inc ,https://jobs.gem.com/instrumental-inc-
+Integral Xyz,https://jobs.gem.com/integral-xyz
+Integrationscaptain,https://jobs.gem.com/integrationscaptain
+Intelligentresourcing Co,https://jobs.gem.com/intelligentresourcing-co
+Interfere Old,https://jobs.gem.com/interfere-old
+Invoicebutler Ai,https://jobs.gem.com/invoicebutler-ai
+Iris,https://jobs.gem.com/iris
+Ironsite Ai,https://jobs.gem.com/ironsite-ai
+Itsvaleria Co,https://jobs.gem.com/itsvaleria-co
+Jaguaracareers,https://jobs.gem.com/jaguaracareers
+Janie,https://jobs.gem.com/janie
+Jayla Careers,https://jobs.gem.com/jayla-careers
+Jobma,https://jobs.gem.com/jobma
+Joinanvil Com,https://jobs.gem.com/joinanvil-com
+Joinformal,https://jobs.gem.com/joinformal
+Joyful Health,https://jobs.gem.com/joyful-health
+Kaikaku,https://jobs.gem.com/kaikaku
+Kaironhealth,https://jobs.gem.com/kaironhealth
+Kaironhealth Com,https://jobs.gem.com/kaironhealth-com
+Kanu Ai,https://jobs.gem.com/kanu-ai
+Kcs Hiring,https://jobs.gem.com/kcs-hiring
+Keru Ai,https://jobs.gem.com/keru-ai
+Key To Web3,https://jobs.gem.com/key-to-web3
+Knight Electric Inc ,https://jobs.gem.com/knight-electric-inc-
+Kollectiv Ai,https://jobs.gem.com/kollectiv-ai
+Kumo Ai,https://jobs.gem.com/kumo-ai
+Lantern,https://jobs.gem.com/lantern
+Lavapayments Com,https://jobs.gem.com/lavapayments-com
+Leap Tools,https://jobs.gem.com/leap-tools
+Letsdata,https://jobs.gem.com/letsdata
+Letter Ai,https://jobs.gem.com/letter-ai
+Level,https://jobs.gem.com/level
+Linktree,https://jobs.gem.com/linktree
+Little Otter,https://jobs.gem.com/little-otter
+Lower Llc,https://jobs.gem.com/lower-llc
+Lumalabs Ai,https://jobs.gem.com/lumalabs-ai
+Lunajoy,https://jobs.gem.com/lunajoy
+Lunch,https://jobs.gem.com/lunch
+Lunos Ai,https://jobs.gem.com/lunos-ai
+Magnetic,https://jobs.gem.com/magnetic
+Manifest,https://jobs.gem.com/manifest
+Manifested Com,https://jobs.gem.com/manifested-com
+Marble Health,https://jobs.gem.com/marble-health
+Mavi,https://jobs.gem.com/mavi
+Meetdex Ai,https://jobs.gem.com/meetdex-ai
+Megapot,https://jobs.gem.com/megapot
+Meineautosdirekt,https://jobs.gem.com/meineautosdirekt
+Menten Ai,https://jobs.gem.com/menten-ai
+Merge Sandbox,https://jobs.gem.com/merge-sandbox
+Metal Ai,https://jobs.gem.com/metal-ai
+Microsoft Demo Gem Com,https://jobs.gem.com/microsoft-demo-gem-com
+Mimicrobotics Com,https://jobs.gem.com/mimicrobotics-com
+Mission,https://jobs.gem.com/mission
+Moosehead Talent,https://jobs.gem.com/moosehead-talent
+Motion,https://jobs.gem.com/motion
+Moxa,https://jobs.gem.com/moxa
+Multiplierhq,https://jobs.gem.com/multiplierhq
+Multiscale Ai,https://jobs.gem.com/multiscale-ai
+Myprize,https://jobs.gem.com/myprize
+Myriad Technology,https://jobs.gem.com/myriad-technology
+Myrrsgroup,https://jobs.gem.com/myrrsgroup
+Nabla Bio,https://jobs.gem.com/nabla-bio
+Nacelle,https://jobs.gem.com/nacelle
+Nativemsg,https://jobs.gem.com/nativemsg
+Nclusion,https://jobs.gem.com/nclusion
+Nerve,https://jobs.gem.com/nerve
+Newcrew,https://jobs.gem.com/newcrew
+Ngram,https://jobs.gem.com/ngram
+Nimble,https://jobs.gem.com/nimble
+Niva,https://jobs.gem.com/niva
+Nominal,https://jobs.gem.com/nominal
+Northone,https://jobs.gem.com/northone
+Ntop,https://jobs.gem.com/ntop
+Nue Ai,https://jobs.gem.com/nue-ai
+Nutrislice,https://jobs.gem.com/nutrislice
+Nuvo,https://jobs.gem.com/nuvo
+Obin Ai,https://jobs.gem.com/obin-ai
+Obsidian Systems,https://jobs.gem.com/obsidian-systems
+Odo Do,https://jobs.gem.com/odo-do
+Omegahhagency Com,https://jobs.gem.com/omegahhagency-com
+Ondo Finance,https://jobs.gem.com/ondo-finance
+Onesignal,https://jobs.gem.com/onesignal
+Onesignal Ats,https://jobs.gem.com/onesignal-ats
+Onezyme,https://jobs.gem.com/onezyme
+Onfrontiers,https://jobs.gem.com/onfrontiers
+Openphone,https://jobs.gem.com/openphone
+Openreqstaffing,https://jobs.gem.com/openreqstaffing
+Opine,https://jobs.gem.com/opine
+Ora So,https://jobs.gem.com/ora-so
+Overlay,https://jobs.gem.com/overlay
+Overwatch,https://jobs.gem.com/overwatch
+Paces,https://jobs.gem.com/paces
+Pae,https://jobs.gem.com/pae
+Pagebound,https://jobs.gem.com/pagebound
+Pally,https://jobs.gem.com/pally
+Paramark,https://jobs.gem.com/paramark
+Partao,https://jobs.gem.com/partao
+Partnerhq,https://jobs.gem.com/partnerhq
+Patlytics,https://jobs.gem.com/patlytics
+Pave,https://jobs.gem.com/pave
+Perceptyx,https://jobs.gem.com/perceptyx
+Photalabs Com,https://jobs.gem.com/photalabs-com
+Photon,https://jobs.gem.com/photon
+Pinnacleconnect Llc,https://jobs.gem.com/pinnacleconnect-llc
+Piqenergy Com,https://jobs.gem.com/piqenergy-com
+Planet Fans,https://jobs.gem.com/planet-fans
+Planned,https://jobs.gem.com/planned
+Plixai,https://jobs.gem.com/plixai
+Pogo Recruiting,https://jobs.gem.com/pogo-recruiting
+Polar,https://jobs.gem.com/polar
+Polywork,https://jobs.gem.com/polywork
+Pomerium,https://jobs.gem.com/pomerium
+Portal Ai,https://jobs.gem.com/portal-ai
+Poseidonaero,https://jobs.gem.com/poseidonaero
+Prahsys Com,https://jobs.gem.com/prahsys-com
+Praxisiq Ai,https://jobs.gem.com/praxisiq-ai
+Precision Ai,https://jobs.gem.com/precision-ai
+Prodia,https://jobs.gem.com/prodia
+Productboard,https://jobs.gem.com/productboard
+Productboard Ats,https://jobs.gem.com/productboard-ats
+Prohost Ai,https://jobs.gem.com/prohost-ai
+Project Method,https://jobs.gem.com/project-method
+Promptql,https://jobs.gem.com/promptql
+Propel,https://jobs.gem.com/propel
+Prospermedical Com,https://jobs.gem.com/prospermedical-com
+Protegeai,https://jobs.gem.com/protegeai
+Questdb Com,https://jobs.gem.com/questdb-com
+Quitwithjones,https://jobs.gem.com/quitwithjones
+Quo,https://jobs.gem.com/quo
+Rain Aero,https://jobs.gem.com/rain-aero
+Raincode Bahrain W L L,https://jobs.gem.com/raincode-bahrain-w-l-l
+Raylu Ai,https://jobs.gem.com/raylu-ai
+Rctsglobal Com,https://jobs.gem.com/rctsglobal-com
+Rditrials,https://jobs.gem.com/rditrials
+Rebuild Work,https://jobs.gem.com/rebuild-work
+Redcar,https://jobs.gem.com/redcar
+Redenvelope Co,https://jobs.gem.com/redenvelope-co
+Redo,https://jobs.gem.com/redo
+Rektech,https://jobs.gem.com/rektech
+Renew,https://jobs.gem.com/renew
+Resprop,https://jobs.gem.com/resprop
+Retool,https://jobs.gem.com/retool
+Revolutionparts,https://jobs.gem.com/revolutionparts
+Rex,https://jobs.gem.com/rex
+Rf Renovo Management Company Llc,https://jobs.gem.com/rf-renovo-management-company-llc
+Riley,https://jobs.gem.com/riley
+Rinsed,https://jobs.gem.com/rinsed
+Risely Ai,https://jobs.gem.com/risely-ai
+Rivia,https://jobs.gem.com/rivia
+Roadio Ai,https://jobs.gem.com/roadio-ai
+Roamless,https://jobs.gem.com/roamless
+Roe Ai,https://jobs.gem.com/roe-ai
+Rossibuilders Com,https://jobs.gem.com/rossibuilders-com
+Roundhouse Media,https://jobs.gem.com/roundhouse-media
+Rove,https://jobs.gem.com/rove
+Runsybil,https://jobs.gem.com/runsybil
+Sadnaconsulting Com,https://jobs.gem.com/sadnaconsulting-com
+Sailorhealth Com,https://jobs.gem.com/sailorhealth-com
+Sales Marker,https://jobs.gem.com/sales-marker
+Salesqueze Com,https://jobs.gem.com/salesqueze-com
+Sandbar Inc,https://jobs.gem.com/sandbar-inc
+Sandboxschonfeld Com,https://jobs.gem.com/sandboxschonfeld-com
+Sauron Systems,https://jobs.gem.com/sauron-systems
+Scope Labs,https://jobs.gem.com/scope-labs
+Scowtt Com,https://jobs.gem.com/scowtt-com
+Seated,https://jobs.gem.com/seated
+Seed2Series Com,https://jobs.gem.com/seed2series-com
+Seniorverse,https://jobs.gem.com/seniorverse
+Sennder Gmbh,https://jobs.gem.com/sennder-gmbh
+Senndertechnologies Gmbh,https://jobs.gem.com/senndertechnologies-gmbh
+Sensorum Health,https://jobs.gem.com/sensorum-health
+Serv Ai,https://jobs.gem.com/serv-ai
+Seven Starling,https://jobs.gem.com/seven-starling
+Shef Com,https://jobs.gem.com/shef-com
+Shorebird Dev,https://jobs.gem.com/shorebird-dev
+Showtime,https://jobs.gem.com/showtime
+Signoz,https://jobs.gem.com/signoz
+Silkline,https://jobs.gem.com/silkline
+Skypilot Co,https://jobs.gem.com/skypilot-co
+Slash,https://jobs.gem.com/slash
+Sleep Center,https://jobs.gem.com/sleep-center
+Smacktechnologies Com,https://jobs.gem.com/smacktechnologies-com
+Snout,https://jobs.gem.com/snout
+Softup Technologies,https://jobs.gem.com/softup-technologies
+Sohar Health,https://jobs.gem.com/sohar-health
+Soundhound,https://jobs.gem.com/soundhound
+Spawn,https://jobs.gem.com/spawn
+Spellbrush,https://jobs.gem.com/spellbrush
+Sphere Semi,https://jobs.gem.com/sphere-semi
+Ssg,https://jobs.gem.com/ssg
+Stack Auth Com,https://jobs.gem.com/stack-auth-com
+Startup People Solutions,https://jobs.gem.com/startup-people-solutions
+Stealth Startup,https://jobs.gem.com/stealth-startup
+Stockapp Com,https://jobs.gem.com/stockapp-com
+Stryke,https://jobs.gem.com/stryke
+Sunsethq Com,https://jobs.gem.com/sunsethq-com
+Super Hi Fi,https://jobs.gem.com/super-hi-fi
+Superblocks,https://jobs.gem.com/superblocks
+Supersonik Ai,https://jobs.gem.com/supersonik-ai
+Supio,https://jobs.gem.com/supio
+Suppliercanada Com,https://jobs.gem.com/suppliercanada-com
+Switchgrowth Com,https://jobs.gem.com/switchgrowth-com
+Symbolica,https://jobs.gem.com/symbolica
+Syndesus,https://jobs.gem.com/syndesus
+System Two Security,https://jobs.gem.com/system-two-security
+Taxgpt Inc ,https://jobs.gem.com/taxgpt-inc-
+Taxo Ai,https://jobs.gem.com/taxo-ai
+Tektome Com,https://jobs.gem.com/tektome-com
+Telora,https://jobs.gem.com/telora
+Tensorstax Com,https://jobs.gem.com/tensorstax-com
+Tenx Recruiting,https://jobs.gem.com/tenx-recruiting
+Terraai Earth,https://jobs.gem.com/terraai-earth
+Test Board,https://jobs.gem.com/test-board
+The Boring Company,https://jobs.gem.com/the-boring-company
+The Brewer Garrett Company,https://jobs.gem.com/the-brewer-garrett-company
+The Talent Project Com,https://jobs.gem.com/the-talent-project-com
+Theburntapp Com,https://jobs.gem.com/theburntapp-com
+Theinterface,https://jobs.gem.com/theinterface
+Thejobbridge,https://jobs.gem.com/thejobbridge
+Thelma,https://jobs.gem.com/thelma
+Theluckyfoundation,https://jobs.gem.com/theluckyfoundation
+Thenewclub Fyi,https://jobs.gem.com/thenewclub-fyi
+Theseus Us,https://jobs.gem.com/theseus-us
+Thinkific,https://jobs.gem.com/thinkific
+Third Dimension,https://jobs.gem.com/third-dimension
+Thrivory,https://jobs.gem.com/thrivory
+Thunder,https://jobs.gem.com/thunder
+Thunder Compute,https://jobs.gem.com/thunder-compute
+Timetoperform,https://jobs.gem.com/timetoperform
+Token Transit,https://jobs.gem.com/token-transit
+Toolhouse Ai,https://jobs.gem.com/toolhouse-ai
+Torchsystems Com,https://jobs.gem.com/torchsystems-com
+Transluce,https://jobs.gem.com/transluce
+Trashlab,https://jobs.gem.com/trashlab
+Tricentis,https://jobs.gem.com/tricentis
+Trilliumhiring Com,https://jobs.gem.com/trilliumhiring-com
+Tripworks Com,https://jobs.gem.com/tripworks-com
+Tristero,https://jobs.gem.com/tristero
+Trojan Trading,https://jobs.gem.com/trojan-trading
+Tropic,https://jobs.gem.com/tropic
+Trybree Com,https://jobs.gem.com/trybree-com
+Tryhelium Com,https://jobs.gem.com/tryhelium-com
+Tungsten Dev,https://jobs.gem.com/tungsten-dev
+Turbohome,https://jobs.gem.com/turbohome
+Twentyfour7 Dev,https://jobs.gem.com/twentyfour7-dev
+Unify Ai,https://jobs.gem.com/unify-ai
+Untolabs Com,https://jobs.gem.com/untolabs-com
+Up Labs,https://jobs.gem.com/up-labs
+Useful,https://jobs.gem.com/useful
+Usemalleable Com,https://jobs.gem.com/usemalleable-com
+Vamo Xyz,https://jobs.gem.com/vamo-xyz
+Vanguard Cleaning Systems,https://jobs.gem.com/vanguard-cleaning-systems
+Vantaca,https://jobs.gem.com/vantaca
+Vantager,https://jobs.gem.com/vantager
+Vantara Ai,https://jobs.gem.com/vantara-ai
+Vectorworks,https://jobs.gem.com/vectorworks
+Vectrasim,https://jobs.gem.com/vectrasim
+Veho Technologies,https://jobs.gem.com/veho-technologies
+Ventionteams Com,https://jobs.gem.com/ventionteams-com
+Venture Guides,https://jobs.gem.com/venture-guides
+Vercel Ats Sandbox,https://jobs.gem.com/vercel-ats-sandbox
+Vesseltalent Com,https://jobs.gem.com/vesseltalent-com
+Voker Ai,https://jobs.gem.com/voker-ai
+Voltai Com,https://jobs.gem.com/voltai-com
+Wayback Labs,https://jobs.gem.com/wayback-labs
+Webflow Ats Sandbox,https://jobs.gem.com/webflow-ats-sandbox
+Western Governors University,https://jobs.gem.com/western-governors-university
+Whatconverts,https://jobs.gem.com/whatconverts
+Wiseroad Recruiting Inc,https://jobs.gem.com/wiseroad-recruiting-inc
+Wizecamel,https://jobs.gem.com/wizecamel
+Wolfjaw Careers,https://jobs.gem.com/wolfjaw-careers
+Wonolo,https://jobs.gem.com/wonolo
+Woodsideai,https://jobs.gem.com/woodsideai
+Youtrip,https://jobs.gem.com/youtrip
+Zefi Ai,https://jobs.gem.com/zefi-ai
+Zep,https://jobs.gem.com/zep
+Zorrorx,https://jobs.gem.com/zorrorx

greenhouse.csv

@@ -0,0 +1,6 @@
+url,timestamp
+https://job-boards.eu.greenhouse.io/bcbgroup/jobs/4681083101?gh_src=cryptocurrencyjobs.co,2025-12-31T08:35:23.424931
+https://job-boards.greenhouse.io/securitize/jobs/4074121009?gh_src=cryptocurrencyjobs.co,2025-12-31T09:19:17.349713
+https://job-boards.eu.greenhouse.io/bcbgroup/jobs/4681102101?gh_src=cryptocurrencyjobs.co,2025-12-31T09:58:36.919216
+https://job-boards.greenhouse.io/kiosk/jobs/4427184005?gh_src=cryptocurrencyjobs.co,2025-12-31T10:10:51.176114
+https://job-boards.eu.greenhouse.io/bcbgroup/jobs/4681083101?gh_src=cryptocurrencyjobs.co,2025-12-31T11:02:31.869728

lever.csv

@@ -0,0 +1,7 @@
+url,timestamp
+https://jobs.eu.lever.co/kaiko/3f7f3db9-4a6a-4047-8760-bc52c3d03e05?lever-origin=applied&lever-source%5B%5D=cryptocurrencyjobs.co,2025-12-31T09:20:28.542417
+https://jobs.lever.co/waterfall/880fb1b4-2515-4534-9970-53c497c82f12?lever-origin=applied&lever-source%5B%5D=cryptocurrencyjobs.co,2025-12-31T10:08:17.316072
+https://jobs.lever.co/obol-tech/fcccd493-54e4-425a-b9bd-82fa6f7e6aff?lever-origin=applied&lever-source%5B%5D=cryptocurrencyjobs.co,2025-12-31T10:35:29.164452
+https://jobs.eu.lever.co/coinspaid/7605e154-4b1d-45ee-b1d4-35edea13d80b?lever-origin=applied&lever-source%5B%5D=cryptocurrencyjobs.co,2025-12-31T10:51:38.852693
+https://jobs.lever.co/vedatechlabs/9c59c96c-2bb0-47b0-88fe-5d5a9fd85997?lever-origin=applied&lever-source%5B%5D=cryptocurrencyjobs.co,2025-12-31T11:02:16.120852
+https://jobs.eu.lever.co/kaiko/3f7f3db9-4a6a-4047-8760-bc52c3d03e05?lever-origin=applied&lever-source%5B%5D=cryptocurrencyjobs.co,2025-12-31T11:16:43.218273

linkedin.csv

@@ -0,0 +1,8 @@
+url,timestamp
+https://www.linkedin.com/jobs/view/operations-analyst-at-amber-group-4325538653/?ref=cryptocurrencyjobs.co,2025-12-31T09:20:11.544002
+https://www.linkedin.com/jobs/view/hr-operations-intern-sg-at-matrixport-official-4338171692/?ref=cryptocurrencyjobs.co,2025-12-31T09:25:10.499933
+https://www.linkedin.com/jobs/view/operations-analyst-at-matrixport-official-4235087267/?ref=cryptocurrencyjobs.co,2025-12-31T09:33:53.104120
+https://www.linkedin.com/jobs/view/business-operations-analyst-at-matrixport-official-4215538150/?ref=cryptocurrencyjobs.co,2025-12-31T09:34:24.186519
+https://www.linkedin.com/jobs/view/graduate-hiring-business-operations-analyst-wealth-management-at-matrixport-official-4131687672/?ref=cryptocurrencyjobs.co,2025-12-31T09:36:47.038648
+https://www.linkedin.com/jobs/view/customer-support-specialist-at-matrixport-official-4323103235/?ref=cryptocurrencyjobs.co,2025-12-31T10:39:57.272414
+https://www.linkedin.com/jobs/view/finance-intern-at-amber-group-4248725225/?ref=cryptocurrencyjobs.co,2025-12-31T11:31:03.349275

rippling.csv

@@ -0,0 +1 @@
+url,timestamp

scraper.py

@@ -11,7 +11,8 @@ import json
 import redis
 from urllib.parse import urlparse
 import hashlib
-
+import csv
+import os
 
 class CryptoJobScraper:
     def __init__(
@@ -26,7 +27,7 @@ class CryptoJobScraper:
         self.human_speed = human_speed
         self.user_request = user_request
         self.llm_agent = LLMJobRefiner()
-        self.redis_client = redis.Redis(host='=localhost', port=6379, db=0, decode_responses=True)
+        self.redis_client = redis.Redis(host='localhost', port=6379, db=0, decode_responses=True)
 
         self.FORBIDDEN_ATS_DOMAINS = [
             'ashby', 'ashbyhq',
@@ -37,6 +38,7 @@ class CryptoJobScraper:
             'smartrecruiters',
             'workable',
             'lever', 'jobs.lever.co',
+            'linkedin.com'  # ✅ Added LinkedIn
         ]
 
         self.INVALID_CONTENT_PHRASES = [
@@ -46,7 +48,7 @@ class CryptoJobScraper:
             "not a valid job",
             "job not found",
             "page not found",
-            "The requested job post could not be found. It may have been removed."
+            "The requested job post could not be found. It may have been removed.",
             "this page does not contain a job description"
         ]
 
@@ -220,15 +222,57 @@ class CryptoJobScraper:
         url_lower = url.lower()
         return any(domain in url_lower for domain in self.FORBIDDEN_ATS_DOMAINS)
 
+    def _get_ats_platform_name(self, url: str) -> str:
+        """Return canonical ATS name based on URL (e.g., 'ashby', 'greenhouse')"""
+        url_lower = url.lower()
+
+        # Order matters: more specific first
+        if 'boards.greenhouse.io' in url_lower:
+            return 'greenhouse'
+        elif 'jobs.lever.co' in url_lower:
+            return 'lever'
+        elif 'myworkdayjobs' in url_lower or 'myworkday' in url_lower:
+            return 'workday'
+        elif 'linkedin.com' in url_lower:
+            return 'linkedin'
+        elif 'ashbyhq.com' in url_lower or 'ashby' in url_lower:
+            return 'ashby'
+        elif 'gem.com' in url_lower or 'gem' in url_lower:
+            return 'gem'
+        elif 'rippling' in url_lower:
+            return 'rippling'
+        elif 'smartrecruiters' in url_lower:
+            return 'smartrecruiters'
+        elif 'workable' in url_lower:
+            return 'workable'
+        else:
+            # Fallback: extract domain part
+            try:
+                parsed = urlparse(url)
+                domain = parsed.netloc.lower()
+                for forbidden in self.FORBIDDEN_ATS_DOMAINS:
+                    if forbidden in domain:
+                        return forbidden.split('.')[0] if '.' in forbidden else forbidden
+            except:
+                pass
+            return 'forbidden_ats'
+
+    def _log_forbidden_ats_url(self, url: str, platform: str):
+        """Append forbidden URL to {platform}.csv"""
+        filename = f"{platform}.csv"
+        file_exists = os.path.isfile(filename)
+        with open(filename, 'a', newline='', encoding='utf-8') as f:
+            writer = csv.writer(f)
+            if not file_exists:
+                writer.writerow(['url', 'timestamp'])
+            writer.writerow([url, datetime.now().isoformat()])
+        print(f"   📥 Logged forbidden ATS URL to {filename}: {url}")
+
     async def _is_invalid_job_page(self, page_content: str) -> bool:
         content_lower = page_content.lower()
         return any(phrase in content_lower for phrase in self.INVALID_CONTENT_PHRASES)
 
     def _extract_job_id_from_url(self, url: str) -> Optional[str]:
-        """
-        Extract job ID from URL. Returns ID if it contains at least one digit.
-        Otherwise, returns None (but does NOT mean skip!).
-        """
         try:
             parsed = urlparse(url)
             path_parts = [p for p in parsed.path.split('/') if p]
@@ -242,7 +286,6 @@ class CryptoJobScraper:
             if not candidate or not any(c.isdigit() for c in candidate):
                 return None
 
-            # Avoid title-like strings (with spaces or long words + no structure)
             if re.search(r'[A-Za-z]{6,}\s', candidate):
                 return None
 
@@ -323,14 +366,12 @@ class CryptoJobScraper:
                     await job_detail_page.goto(href, wait_until='networkidle', timeout=60000)
                     await asyncio.sleep(2 * self.human_speed)
 
-                    # Check for invalid content
                     page_content = await job_detail_page.content()
                     if await self._is_invalid_job_page(page_content):
                         print("   🚫 Page contains invalid content → skipping.")
                         await job_detail_page.close()
                         continue
 
-                    # Try to click apply
                     apply_clicked = False
                     apply_selectors = [
                         'a[href*="apply"], a:text("Apply"), a:text("Apply Now"), a:text("Apply here")',
@@ -361,7 +402,8 @@ class CryptoJobScraper:
                             print(f"   New tab opened: {new_url}")
 
                             if new_url and await self._is_forbidden_ats_url(new_url):
-                                print("   🚫 New URL is a forbidden ATS → skipping job.")
+                                platform = self._get_ats_platform_name(new_url)
+                                self._log_forbidden_ats_url(new_url, platform)
                                 if candidate_page != job_detail_page:
                                     await candidate_page.close()
                                 await job_detail_page.close()
@@ -376,7 +418,6 @@ class CryptoJobScraper:
 
                     final_scrape_url = apply_page.url
 
-                    # Re-check invalid content on final page
                     page_content = await self._extract_page_content_for_llm(apply_page)
                     if await self._is_invalid_job_page(page_content):
                         print("   🚫 Final page contains invalid content → skipping.")
@@ -385,10 +426,8 @@ class CryptoJobScraper:
                         await job_detail_page.close()
                         continue
 
-                    # Extract job ID — but do NOT fail if missing
                     job_id = self._extract_job_id_from_url(final_scrape_url)
                     if not job_id:
-                        # Fallback: hash the URL to create a stable, unique ID
                         job_id = "job_" + hashlib.md5(final_scrape_url.encode()).hexdigest()[:12]
 
                     raw_data = {

workable.csv

@@ -0,0 +1,5 @@
+url,timestamp
+https://apply.workable.com/thetie/j/C54DFC9985/?ref=cryptocurrencyjobs.co,2025-12-31T08:24:45.755671
+https://apply.workable.com/thetie/j/C54DFC9985/?ref=cryptocurrencyjobs.co,2025-12-31T09:51:08.343642
+https://apply.workable.com/thetie/j/2745433865/?ref=cryptocurrencyjobs.co,2025-12-31T09:51:28.331543
+https://apply.workable.com/thetie/j/1A6C8F2913/?ref=cryptocurrencyjobs.co,2025-12-31T11:22:54.623723

workday.csv

@@ -0,0 +1 @@
+url,timestamp