#!/usr/bin/env python3 """llms.txt ecosystem audit — phase A: fetch all llms.txt files; phase B: validate links.""" import concurrent.futures as cf import json, os, random, re, ssl, sys, urllib.request, urllib.error OUT = "/tmp/llmsaudit" UA = "Mozilla/5.0 (compatible; SEMPITE-research/1.0; +https://sempite.com/research/)" CTX = ssl.create_default_context() CTX.check_hostname = False CTX.verify_mode = ssl.CERT_NONE NOTABLE = { # recognizable brands: full link check (cap 400) "docs.stripe.com","stripe.com","claude.com","docs.anthropic.com","docs.perplexity.ai", "docs.docker.com","python.langchain.com","ai-sdk.dev","vercel.com","supabase.com", "docs.cloudflare.com","developers.cloudflare.com","zapier.com","docs.zapier.com", "mintlify.com","docs.cursor.com","cursor.com","elevenlabs.io","docs.elevenlabs.io", "resend.com","svelte.dev","nextjs.org","bun.sh","hono.dev","docs.github.com", "shopify.dev","fly.io","turbo.build","expo.dev","docs.expo.dev","pydantic.dev", "modelcontextprotocol.io","openrouter.ai","huggingface.co","docs.x.ai","x.ai", "platform.openai.com","cohere.com","docs.cohere.com","groq.com","console.groq.com", "mistral.ai","docs.mistral.ai","together.ai","docs.together.ai","replicate.com", "fireworks.ai","docs.fireworks.ai","deepgram.com","developers.deepgram.com", "assemblyai.com","www.assemblyai.com","docs.pinecone.io","weaviate.io","qdrant.tech", "trychroma.com","docs.trychroma.com","neon.tech","planetscale.com","railway.app", "docs.railway.app","render.com","netlify.com","docs.netlify.com","astro.build", "tailwindcss.com","daisyui.com","drizzle.team","orm.drizzle.team","prisma.io", "www.prisma.io","trigger.dev","inngest.com","clerk.com","workos.com","auth0.com", "plaid.com","twilio.com","www.twilio.com","sendgrid.com","postmarkapp.com", "linear.app","raycast.com","warp.dev","zed.dev","sourcegraph.com","gitbook.com", "readme.com","algolia.com","meilisearch.com","typesense.org","posthog.com", "june.so","amplitude.com","segment.com","rudderstack.com","langfuse.com", "braintrust.dev","helicone.ai","portkey.ai","litellm.ai","docs.litellm.ai", } SAMPLE_N = 15 # long-tail sample per site NOTABLE_CAP = 400 # notable full-check cap TIMEOUT = 15 def fetch(url, method="GET", maxbytes=1_500_000): req = urllib.request.Request(url, headers={"User-Agent": UA, "Accept": "*/*"}, method=method) redirects = 0 try: with urllib.request.urlopen(req, timeout=TIMEOUT, context=CTX) as r: body = r.read(maxbytes) if method == "GET" else b"" final = r.geturl() redirects = 1 if final.rstrip("/") != url.rstrip("/") else 0 return r.status, redirects, final, body except urllib.error.HTTPError as e: return e.code, redirects, url, b"" except Exception: return 0, 0, url, b"" # network/timeout/dns def check_link(url): code, red, final, _ = fetch(url, "HEAD") if code in (405, 403, 406, 501, 0): code, red, final, _ = fetch(url, "GET", maxbytes=2048) return code, red, final LINK_RE = re.compile(r'\((https?://[^)\s]+)\)|^(?:[-*]\s*)?(https?://\S+)$', re.M) def phase_a(src): code, red, final, body = fetch(src) txt = body.decode("utf-8", "replace") is_html = txt.lstrip()[:200].lower().find("= 0 or txt.lstrip().startswith(" NOTABLE_CAP: capped_sites += 1 chosen = pool[:NOTABLE_CAP] tier = "notable" else: chosen = pool if len(pool) <= SAMPLE_N else rng.sample(pool, SAMPLE_N) tier = "sample" for u in chosen: jobs.append((r["src"], u, tier)) print(f"Phase B: validating {len(jobs)} links ({capped_sites} notable sites capped at {NOTABLE_CAP})", flush=True) def work(j): site, url, tier = j code, red, final = check_link(url) return f"{site}\t{tier}\t{code}\t{red}\t{url}\t{final}" with open(f"{OUT}/phase_b.tsv", "w") as f: with cf.ThreadPoolExecutor(64) as ex: for i, line in enumerate(ex.map(work, jobs)): f.write(line + "\n") if (i+1) % 2000 == 0: f.flush(); print(f" {i+1}/{len(jobs)}", flush=True) print("DONE", flush=True) if __name__ == "__main__": main()