rastrolog

See which AI crawlers read your site and which AI chat products send you visitors.

rastrolog reads your access logs and prints two tables:

1. AI crawlers by user agent (GPTBot, ClaudeBot, PerplexityBot, …): what they fetched, and whether each one is there to train, to fetch a page for a user, or to build a search index.
2. AI referrals: people who clicked a link inside ChatGPT, Claude, Perplexity, Gemini or Copilot, and the pages they landed on.

It classifies where a visit came from, never who the visitor is. There is no hosting, no storage and no telemetry.

Install

pip install rastrolog        # or: uv tool install rastrolog

Use

rastrolog parse access.log                     # nginx, Apache combined, CloudFront, ALB; .gz is fine
rastrolog parse access.log.gz --since 7d --json
rastrolog parse access.log --by page --top 20  # which pages AI tools touch
rastrolog check "https://chatgpt.com/"         # classify one referrer or user agent

--json writes the same report as JSON on stdout, for piping into anything else.

In your app

FastAPI / Starlette:

from rastrolog.middleware.asgi import AITrafficMiddleware

app.add_middleware(
    AITrafficMiddleware, on_match=lambda match, scope: counter.labels(match.id).inc()
)
# in a handler: request.state.ai_traffic -> rastrolog.Match | None

Django:

MIDDLEWARE = [..., "rastrolog.middleware.django.AITrafficMiddleware"]
RASTROLOG = {"on_match": "myproject.metrics.count_ai_traffic", "log": True}
# in a view: request.ai_traffic -> rastrolog.Match | None

Library:

from rastrolog import classify_user_agent, classify_referrer

classify_user_agent("Mozilla/5.0 ... GPTBot/1.3 ...")
# Match(kind='crawler', id='openai-gptbot', vendor='openai', token='GPTBot', purpose='training', ...)
classify_referrer("https://www.google.com/")  # None

What it detects

The lists live in signals.json. Crawler tokens cite the vendor's own documentation, except Bytespider (ByteDance publishes none, so that entry is flagged vendor_documented: false and sourced from a reputable third party instead). Referrer hosts cite either vendor docs or a published AI-source list from an analytics vendor (Matomo, Plausible). robots.txt-only tokens (Google-Extended, Applebot-Extended) never appear in a user agent string; they're read by the robots.txt checker, not by log classification. Every entry has a real fixture in conformance/.

Known gaps, stated plainly:

• Google AI Overviews and AI Mode send visitors with a plain google.com referrer, which can't be told apart from ordinary search. rastrolog doesn't guess.
• AWS ALB logs have no Referer field, so ALB logs show crawlers only.
• Some AI apps strip the referrer entirely. Those visits look like direct traffic.

Get notified when the list changes

New AI crawlers appear every few months, and your robots.txt goes out of date the day they do. Until the email signup page launches, watch this repo's releases (Watch → Custom → Releases). Every release that changes signals.json says what was added.