pagesift (Python)
Python bindings for pagesift: turn web pages into clean Markdown for LLMs. Fetching, robots.txt, rate limiting, content extraction, PDF parsing and browser rendering all run in Rust. No Playwright, no Rust toolchain needed to install.
pagesift follows the rules: it obeys robots.txt and Crawl-delay, rate-limits per host, and never
bypasses anti-bot protection. A blocked page is reported as an error (AccessBarrier), not retried
with tricks.
Quick start
import pagesift
doc = pagesift.scrape("https://example.com/post")
print(doc.markdown, doc.metadata["title"], doc.status_code)
# Many pages: one call, concurrent in Rust, results as they finish
with pagesift.Scraper() as scraper: # keep one Scraper for the life of the program
for doc in scraper.scrape_iter(urls, concurrency=16):
if doc.success:
save(urls[doc.index], doc.markdown)
else:
print(doc.url, doc.error_code, doc.error_message)
Async:
async with pagesift.Scraper() as scraper:
doc = await scraper.ascrape("https://example.com")
async for doc in scraper.ascrape_many(urls, concurrency=16): # completion order
...
Convert HTML you already have (no network):
doc = pagesift.convert(html, url="https://example.com/post", only_main_content=True)
Designed for throughput
- Batch first.
scrape_many,scrape_iterandascrape_manytake the whole list in one call; the concurrency runs on Rust's async runtime, not in Python threads or Python tasks. - Stream in completion order.
scrape_iter/ascrape_manyhand you each page as soon as it is done, so one slow site does not hold back the rest.doc.indexmaps a result back to its URL. - Copy only what you read. A
Documentkeeps its fields as Rust values. A field becomes a Python object the first time you read it (strings are then cached), soraw_htmlyou never touch costs nothing. Failed items build their exception object only when you readdoc.error. - Request only what you need. Formats you do not ask for (
html,raw_html,links,images) are never computed. - Reuse one
Scraper. It owns the connection pool, the robots.txt cache, rate-limit state and the browser pool. The module-level functions share one defaultScraperper process. - The GIL is released while pages are fetched and processed, so even plain Python threads scale.
Benchmarks
python crates/pagesift-py/bench/bench.py (release build, local HTTP server in a separate process,
no internet). 16-thread Linux machine, Python 3.14; the machine was also running other builds
(load average ≈ 15), so absolute numbers are noisy, the comparisons are what matter.
1. 200 pages, 50 ms server latency each
| method | pages/s (higher is better) | CPU seconds in the calling process (lower is better) |
|---|---|---|
scrape in a loop |
19 | 0.22 |
scrape × 16 Python threads |
296 | 0.18 |
ascrape × asyncio.gather (16 at a time) |
294 | 0.23 |
scrape_many(concurrency=16) |
295 | 0.17 |
ascrape_many(concurrency=16) |
296 | 0.18 |
One scrape_many call is 15× faster than a loop and as fast as a hand-built thread pool or
asyncio.gather, with no threads, semaphores or task bookkeeping on the Python side. At this
latency the server is the limit (16 × 1000 / 50 ms = 320 pages/s at most).
2. Time to first result: 1 slow page (2 s) + 31 fast pages
| method | first result, ms (lower is better) | all results, ms (lower is better) |
|---|---|---|
scrape_many (input order) |
2002 | 2002 |
scrape_iter (completion order) |
23 | 2001 |
3. Lazy fields: 100 pages of ~200 KB, all formats requested
| what the caller reads | Python-side µs per page (lower is better) |
|---|---|
success + content_hash only |
0.4 |
markdown only |
69.2 |
every field (to_dict()) |
235.9 |
Converting everything up front would cost every caller the last row; with lazy fields you pay for what you read.
4. Reusing one Scraper vs a new one per page (40 pages, sequential)
| method | ms per page (lower is better) |
|---|---|
one long-lived Scraper |
0.99 |
new Scraper per page |
3.21 |
On a real network the gap is larger: a new Scraper also redoes DNS, TCP and TLS handshakes and
refetches robots.txt.
5. convert on ~200 KB pages with Python threads (GIL released)
| threads | pages/s (higher is better) |
|---|---|
| 1 | 330 |
| 4 | 1254 |
| 8 | 2083 |
API
scrape(url, options=None, **overrides) -> Document |
one page; raises a PagesiftError subclass on failure |
await ascrape(url, options=None, **overrides) -> Document |
async scrape |
scrape_many(urls, options=None, *, concurrency=16, **overrides) -> list[Document] |
waits for all, input order |
scrape_iter(urls, options=None, *, concurrency=16, **overrides) -> Batch |
for doc in …, completion order |
ascrape_many(urls, options=None, *, concurrency=16, **overrides) -> Batch |
async for doc in …, completion order |
convert(html, url=None, only_main_content=True) -> Document |
HTML → Markdown, no network |
Scraper(...) |
all of the above as methods, plus close() / aclose(); with / async with |
default_scraper() |
the Scraper the module-level functions use |
ScrapeOptions(...) |
validated, reusable options; .replace(**changes) |
In batch calls one failed URL never fails the batch: its Document has success=False and
error set. A Batch starts scraping as soon as it is created, can be iterated once (with for
or async for), supports len(), and batch.cancel() (or dropping it) cancels unfinished pages.
Options
Pass a ScrapeOptions, keyword arguments, or both (keywords override fields of the object).
Invalid values raise immediately (InvalidRequest / UnsupportedOption, both also ValueError);
unknown keywords raise TypeError.
| option | default | |
|---|---|---|
formats |
("markdown",) |
any of markdown, html, raw_html, links, images |
only_main_content |
True |
drop navigation, headers, footers, sidebars |
engine |
"auto" |
http, browser, or auto (HTTP first, render in Chrome only when the page has too little text) |
timeout |
None |
total timeout, milliseconds (at least 1000) |
wait_for |
0 |
extra wait after browser rendering, milliseconds |
headers |
None |
extra request headers |
include_tags, exclude_tags |
None |
not supported yet: raises UnsupportedOption rather than being ignored |
ignore_robots_txt |
False |
skip robots.txt for this scrape |
mobile |
False |
mobile emulation when rendering |
languages |
None |
Accept-Language when rendering, e.g. ["de-DE", "en"] |
Scraper(...)
| setting | default | |
|---|---|---|
user_agent |
pagesift's own | browser-impersonating user agents are refused |
allow_private_network |
False |
SSRF protection: local and private addresses are refused unless allowed |
request_interval |
1.0 |
seconds between requests to the same host; robots.txt Crawl-delay wins |
per_host_concurrency |
2 |
|
max_concurrency |
64 |
across all hosts |
browser_executable / browser_url |
auto-detect | a Chrome binary, or a running browser (ws://…, http://host:port) |
max_browsers |
2 |
browser processes in the pool |
concurrency= on batch calls caps pages in flight for that call; the per-host limits above still
apply, so a batch against one host is as polite as single requests.
Document
| field | |
|---|---|
index |
position in the batch input (None for single scrapes) |
url, final_url |
requested URL, URL after redirects |
success, status_code |
HTTP 4xx/5xx pages are not errors: you get the page and its status_code |
markdown, html, raw_html, links, images |
None unless requested in formats |
metadata |
dict: title, description, language, keywords, robots, favicon, published_time, modified_time, content_type, plus other meta tags such as og_image |
error, error_code, error_message |
set when success is False |
engine |
http or browser |
content_hash, raw_hash, text_hash |
content fingerprints for change detection |
elapsed_ms, timings |
total and per-phase time, milliseconds |
warnings, redirect_chain, etag, last_modified, not_modified |
to_dict() converts every field at once; reading attributes is cheaper when you need only some.
Errors
Every error code has its own exception class; all derive from pagesift.PagesiftError and carry
code, message, details (dict), retry_after (seconds or None) and url.
| class | code | when |
|---|---|---|
RobotsDisallowed |
ROBOTS_DISALLOWED |
robots.txt forbids the URL |
AccessBarrier |
ACCESS_BARRIER |
the site served a CAPTCHA / challenge / block page; details has vendor, kind, confidence |
RateLimited |
RATE_LIMITED |
the site answered 429 |
HostCooldown |
HOST_COOLDOWN |
the host failed or throttled us recently; retry after retry_after |
Timeout |
TIMEOUT |
also a TimeoutError |
SsrfBlocked |
SSRF_BLOCKED |
private, loopback or metadata address |
TooLarge |
TOO_LARGE |
response over the size limit |
UpstreamError |
UPSTREAM_ERROR |
the site or the renderer failed (bad response, unreadable PDF, browser crash) |
NetworkError |
NETWORK_ERROR |
connection refused or reset, TLS failure, navigation error; subclass of UpstreamError |
DnsFailure |
DNS_FAILURE |
the host name does not resolve; retry later; subclass of UpstreamError |
Busy |
BUSY |
no free browser within the request's deadline; retry later |
UnsupportedOption |
UNSUPPORTED_OPTION |
asked for something this build cannot do; also a ValueError |
InvalidRequest |
INVALID_REQUEST |
bad URL or option; also a ValueError |
InternalError |
INTERNAL_ERROR |
a bug in pagesift |
Development
python3 -m venv .venv && . .venv/bin/activate
pip install maturin pytest
maturin develop -m crates/pagesift-py/Cargo.toml
pytest crates/pagesift-py/tests
The tests and the benchmark start a local HTTP server and never touch the internet.
License
AGPL-3.0-only, with a commercial license available for use without AGPL obligations. See the repository's LICENSE and COMMERCIAL.md.
Metadata
Release files for pagesift 0.12.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| pagesift-0.12.1.tar.gz | 678.9 kB | With provenance | Details |
Built distributions (wheels)
| File | Reset | |||
|---|---|---|---|---|
| pagesift-0.12.1-cp39-abi3-manylinux_2_28_x86_64.whl | CPython 3.9 | abi3 | Linux glibc 2.28+ x86-64 | Details |
| pagesift-0.12.1-cp39-abi3-manylinux_2_28_aarch64.whl | CPython 3.9 | abi3 | Linux glibc 2.28+ ARM64 | Details |
| pagesift-0.12.1-cp39-abi3-macosx_11_0_arm64.whl | CPython 3.9 | abi3 | macOS 11.0+ ARM64 | Details |
| pagesift-0.12.1-cp39-abi3-macosx_10_12_x86_64.whl | CPython 3.9 | abi3 | macOS 10.12+ x86-64 | Details |
Total release size: 31.2 MB
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