Catalyst
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Local AIUpdated from GitHub

ai-dynamo/modelexpress

Model Express is a Rust-based component meant to be placed next to existing model inference systems to speed up their startup times and improve overall performance.

13270Python470d old

Summary

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

ai-dynamo/modelexpress recorded 86 commits in the past 30 days, has 40 public contributors, and has averaged 0.3 stars a day since launch.

100

Repository health

62

Maintainer track record

88

Repository quality

49

Catalyst Score

Contributors

Public track record

Dynamo GitHub avatar
Dynamo

@ai-dynamo · Repository organization

62/100

Active maintainer with a growing open-source track record.

779 followers16 public repos1y history0 contributions
16 public repositories779 followers1 years of public history
Nicolas Noble GitHub avatar
Nicolas Noble

@nicolasnoble · Top contributor

100/100

Established maintainer with a long public history and active community.

201 followers119 public repos12y history62 contributions
119 public repositories201 followers12 years of public history
Zheng Luo GitHub avatar
Zheng Luo

@zhengluo-nv · Top contributor

17/100

This account has a limited public history, so the track-record score is less certain.

2 followers4 public repos0y history58 contributions
4 public repositories2 followers0 years of public history
KavinKrishnan GitHub avatar
KavinKrishnan

@KavinKrishnan · Top contributor

56/100

This account has a limited public history, so the track-record score is less certain.

5 followers25 public repos12y history50 contributions
25 public repositories5 followers12 years of public history

Score breakdown

How the Catalyst Score was calculated

Star growth since launch+0
Fork growth since launch+0
Freshness+0
30-day commit activity+12
Contributor breadth+9
Maintainer track record+7
Topic activity+4
Repository quality+7
Topic novelty+10
Risk penalty0

Activity

Recent repository activity

86

Commits · 30d

40

Public contributors

0.3

Lifetime stars/day

0

Pull requests · 90d

Findings

What we found

86 commits in the last 30 days

40 public contributors

0 issues and 0 pull requests opened in 90 days

9 documentation and structure checks passed

Related repositories

local-ai · 0 created in the past 30 days

Risk review

What needs watching

No material structural red flags detected; monitor maintainer concentration

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 40 public contributors

Top contributor share
17%
Top three share
47%
Contributors checked
40
Concentration
Distributed

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

Recent commit sample

Latest 100 commits

Unique authors
22
Verified commits
100%
Merge commits
0%
Median time between commits
2.6 hours

Repository footprint

Default branch: main

Repository size
13.6 MB
Branches
133
Tags
10
Watchers
9
WikiIssue 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

Python61.1%
Rust36.7%
Shell1.2%
C++0.5%
Lua0.2%
Dockerfile0.2%

Community readiness

GitHub community health 75%

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

Pull request health

Latest 50 pull requests

Merge rate
88%
Median merge time
31.7 hours
Open
18
Stale over 30 days
0

Issue health

Latest 11 issues

Closure rate
45%
Median close time
0.0 hours
Open
6
Open without replies
4

Release cadence

Latest 9 release records

Latest release
v0.5.1
Published in 90 days
4
Median cadence
48.8 days
Asset downloads
4

CI reliability

Latest 50 workflow runs

Success rate
92%
Workflows represented
8
Failed runs
1
Median duration
0.9 min

Last checked

8/27/2026, 3:21:44 AM

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