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Data sourced from GitHub API

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  3. deepopen-com
  4. deepopen
PythonNiche visibilityFresh activityNo linked package signalPartial snapshot

deepopen-com/deepopen

Rank not captured·Top 100·All-time stars·◐Cached ranking snapshot·Updated Oct 27, 2026

非自回归System 1决策引擎,专为结构化类型决策场景设计 DeepOpen Multilingual, non-autoregressive System 1 decision engine.

Compare closest alternativesOpen GitHub
Stars
3.1K
Forks
343
Daily momentum
+25
Weekly momentum
+1K
30-day momentum
+2K

First read

Promising movement, but the picture is still partial

deepopen-com/deepopen is active enough to inspect further, but the surrounding proof is thinner. Use the source repository and nearby comparisons to decide whether this is rising substance or just short-term visibility.

Visible

3.1K public stars in the current GitStar snapshot.

Needs a narrower context read

Active

Last commit Oct 23, 2026.

Fresh 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

  • 3.1K stars
  • 343 forks
  • Last commit Oct 23, 2026
  • Package usage not mapped yet

Compare lens

browser-use/jev-ultrafast and google-research/harness2 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
+25
Weekly momentum
+1K
Monthly momentum
+2K
Last commit
Oct 23, 2026

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 deepopen-com/deepopen, but the GitHub repository is still the primary place to confirm release cadence, issue activity, and maintainer intent.

🛡️ Editorial Context

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

Why this rank

This repository stands out because it combines 25 daily momentum and fresh update.

25 daily momentumFresh update
Momentum & Adoption Signals
Approximate star trajectory

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

Now: 3.1K
1K30d ago2K7d ago3.1K1d ago3.1KNow
Daily momentum
+25
Weekly momentum
+1K
Monthly momentum
+2K
Signal mix
Current stars3.1K
30d star gain2K

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.
📐 Read the Hype vs Reality heuristic
Related alternative

browser-use/jev-ultrafast

Shares the other category footprint with deepopen-com/deepopen, so the comparison is closer to a same-problem decision than a same-language coincidence.

CompareOpen detail
Related alternative

google-research/harness2

Shares the other category footprint with deepopen-com/deepopen, so the comparison is closer to a same-problem decision than a same-language coincidence.

CompareOpen detail
Related alternative

pathwaycom/arc-task-gen

Shares the other category footprint with deepopen-com/deepopen, so the comparison is closer to a same-problem decision than a same-language coincidence.

CompareOpen detail
Related alternative

MiniMax-AI/MiniMax-H3

Shares the other category footprint with deepopen-com/deepopen, 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 jev-ultrafast + harness2 as the closest next comparison from the related repository set.

Open compare presetCompare with jev-ultrafastCompare with harness2
Repo utility

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GitHub Repositorydeepopen-com/deepopenExport Ranking DataDownload CSV

Wider nearby ecosystem

Compare with jev-ultrafastCompare with harness2
Python
23.7K
browser-use/jev-ultrafast

Fastest and cheapest web agent

Python
20.2K
google-research/harness2
Python
11K
pathwaycom/arc-task-gen

Generates original ARC-AGI-1-style tasks distribution-matched to the public eval set.

Python
10.6K
MiniMax-AI/MiniMax-H3
Python
7.5K
Edge0-AI/Edge0

Run 35B MoE models in ~2.5 GB of RAM. Weights stream from SSD; a trained router predicts loads a step ahead. Mac, iPhone, Android, Windows supported

Python
5.5K
Zeejay0/gathered-scenes-zine-skill

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 alternativesRead 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 deepopen-com/deepopen 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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