Catalyst
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AI AgentsUpdated from GitHub

gangweix/next-forcing

Next Forcing: Causal World Modeling with Multi-Chunk Prediction (MCP)

1223Python77d old

Summary

The available public data is mixed. More sustained activity or a broader contributor base would strengthen the score.

gangweix/next-forcing recorded 18 commits in the past 30 days, has 1 public contributors, and has averaged 1.6 stars a day since launch.

55

Repository health

83

Maintainer track record

88

Repository quality

43

Catalyst Score

Contributors

Public track record

Gangwei XU GitHub avatar
Gangwei XU

@gangweix · Repository owner

83/100

Established maintainer with a long public history and active community.

387 followers20 public repos8y history65 contributions
20 public repositories387 followers8 years of public history

Score breakdown

How the Catalyst Score was calculated

Star growth since launch+2
Fork growth since launch+0
Freshness+2
30-day commit activity+8
Contributor breadth+3
Maintainer track record+10
Topic activity+4
Repository quality+7
Topic novelty+10
Risk penalty3

Activity

Recent repository activity

18

Commits · 30d

1

Public contributors

1.6

Lifetime stars/day

0

Pull requests · 90d

Findings

What we found

18 commits in the last 30 days

1 public contributors

0 issues and 0 pull requests opened in 90 days

9 documentation and structure checks passed

Related repositories

ai-agents · 0 created in the past 30 days

Risk review

What needs watching

Contributor concentration is high

Public GitHub data cannot verify private work, employment claims, code security, or identity. Use the track-record score as research context, not proof of identity or trustworthiness.

Growth quality

Recent attention and maintainer concentration

Recent timestamps and contribution patterns help distinguish sustained adoption from a single headline number.

Contributor concentration

Top 1 public contributors

Top contributor share
100%
Top three share
100%
Contributors checked
1
Concentration
High

Shares use the contribution totals reported for the contributors checked, not private or unlinked activity.

Recent commit sample

Latest 65 commits

Unique authors
1
Verified commits
100%
Merge commits
0%
Median time between commits
2 min

Repository footprint

Default branch: main

Repository size
41.5 MB
Branches
1
Tags
0
Watchers
4
WikiGitHub PagesIssue tracking

Deeper GitHub data

Delivery, collaboration, and project readiness

These metrics use the latest public records GitHub makes available for this repository.

Language composition

Share of detected source bytes

Python97%
Shell3%
Makefile0%

Community readiness

GitHub community health 42%

README
License
Contributing guide
Code of conduct
Issue template
Pull request template

Issue health

Latest 4 issues

Closure rate
25%
Median close time
13.7 days
Open
3
Open without replies
2

CI reliability

Latest 50 workflow runs

Success rate
64%
Workflows represented
1
Failed runs
0
Median duration
0.7 min

Last checked

8/26/2026, 12:32:26 AM

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