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Data sourced from GitHub API

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  2. Repositories
  3. janhq
  4. OpenCrawl
PythonNiche visibilityStale activityNo linked package signalPartial snapshot

janhq/OpenCrawl

Rank not capturedยทTop 100ยทAll-time starsยทโ—Cached ranking snapshotยทUpdated Oct 28, 2026

๐ŸŒ OpenCrawl: An ethical, high-performance web crawler built for scale A powerful web crawling library that respects robots.txt and rate limits while leveraging Kafka for high-throughput data processing. Built with ethics and efficiency in mind.

Compare closest alternativesOpen GitHub
Stars
28
Forks
3
Daily momentum
โ€”
Weekly momentum
โ€”
30-day momentum
โ€”

First read

Useful directional context, not a final verdict yet

janhq/OpenCrawl is better read as a directional signal than a clean recommendation. Keep the snapshot conservative and validate source activity, package reality, and close alternatives before committing to it.

Visible

28 public stars in the current GitStar snapshot.

Needs a narrower context read

Active

Last commit Apr 3, 2025.

Stale activity

Adopted

Treat stars as discovery context until a linked package appears.

No linked package mapping

Confidence

One or more key signals are partial, so GitStar keeps the interpretation conservative.

Partial snapshot

Snapshot facts

  • 28 stars
  • 3 forks
  • Last commit Apr 3, 2025
  • Package usage not mapped yet

Compare lens

pandas-dev/pandas and ray-project/ray are the closest comparison targets GitStar found. A side-by-side comparison usually tells you more than a single raw rank.

Signal trail

Trajectory

Read the recent motion first. This block is for deciding whether the repository still looks alive, compounding, or flattening before you trust stars alone.

Daily momentum
Recent momentum is not captured
Weekly momentum
Recent momentum is not captured
Monthly momentum
Recent momentum is not captured
Last commit
Apr 3, 2025

Package reality

No linked npm or PyPI package is mapped for this repository yet, so the page leans more heavily on GitHub-visible popularity and should be read more conservatively.

GitStar expects a package signal here, but no npm or PyPI package is linked to this repository yet.

Hype vs Reality
Insufficient Package Data
Package mapping
No linked package yet
Cross-links
Standalone repo read

Validation note

GitStar can summarize public signals for janhq/OpenCrawl, but the GitHub repository is still the primary place to confirm release cadence, issue activity, and maintainer intent.

data-processingkafkallm-integrationpythonrobots-txtweb-crawler
๐Ÿ›ก๏ธ Editorial Context

GitStar surfaces public popularity and package signals. These rankings are not endorsements, security reviews, or investment advice.

Why this rank

This repo is here because it still carries strong GitHub attention.

Momentum & Adoption Signals
Approximate star trajectory

Reconstructed from current stars and cached daily/weekly/monthly deltas.

Now: 28
2830d ago287d ago281d ago28Now
Daily momentum
No signal
Weekly momentum
No signal
Monthly momentum
No signal
Signal mix
Current stars28

Bar lengths use a log scale so stars and package downloads stay comparable.

Hype vs Reality
Insufficient Package Data

GitStar can see repository momentum, but it does not have a reliable linked package signal yet.

Treat stars and recent movement as discovery context only until npm or PyPI usage is available.

Status
Insufficient Package Data
Package footprint
No linked npm or PyPI usage signal
Method note
This label appears when GitStar cannot find strong enough package telemetry to compare attention against adoption. Compare it against other Python repos before treating stars as a moat.
๐Ÿ“ Read the Hype vs Reality heuristic
Related alternative

pandas-dev/pandas

Shares the libraries category footprint with janhq/OpenCrawl, so the comparison is closer to a same-problem decision than a same-language coincidence.

CompareOpen detail
Related alternative

ray-project/ray

Shares the libraries category footprint with janhq/OpenCrawl, so the comparison is closer to a same-problem decision than a same-language coincidence.

CompareOpen detail
Related alternative

explosion/spaCy

Shares the libraries category footprint with janhq/OpenCrawl, so the comparison is closer to a same-problem decision than a same-language coincidence.

CompareOpen detail
Related alternative

prettytable/prettytable

Shares the libraries category footprint with janhq/OpenCrawl, so the comparison is closer to a same-problem decision than a same-language coincidence.

CompareOpen detail
Research links

Cross-links

Compare against related repos

GitStar picked pandas + ray as the closest next comparison from the related repository set.

Open compare presetCompare with pandasCompare with ray
Repo utility

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GitHub Repositoryjanhq/OpenCrawlExport Ranking DataDownload CSV

Wider nearby ecosystem

Compare with pandasCompare with ray
Python
50.3K
pandas-dev/pandas

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

Python
44.1K
ray-project/ray

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

Python
34K
explosion/spaCy

๐Ÿ’ซ Industrial-strength Natural Language Processing (NLP) in Python

Python
1.8K
prettytable/prettytable

Display tabular data in a visually appealing ASCII table format

TypeScript
196.1K
firecrawl/firecrawl

Supercharge your AI agents with data from the web and beyond. Building the library for superintelligence. ๐Ÿ”ฅ

Unknown
23.8K
lukasmasuch/best-of-ml-python

๐Ÿ† A ranked list of awesome machine learning Python libraries. Updated weekly.

Next step after the validation read

Move into a compare preset, organization view, or the heuristic notes once this first fold tells you whether the repo looks visible, active, adopted, and credible enough to keep researching.
Compare the closest alternativesView the organizationRead the heuristic

Learn and methodology

Keep trust-building context reachable, but behind the first data read instead of ahead of it.
GuideMethodologyArticlesWeekly Digest

About This Page

This page provides a quick overview of janhq/OpenCrawl based on GitStar's cached data. The signal chart reconstructs approximate checkpoints from current stars plus cached daily, weekly, and monthly star deltas, so it is best read as directional context rather than as a precise historical audit log.

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