Catalyst
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AI AgentsUpdated from GitHub

ARahim3/mlx-dspark

Up to 4× faster LLM decoding on Apple Silicon, lossless. Native MLX port of DeepSeek's DSpark & z-lab's DFlash speculative decoding — Gemma-4, Qwen3.8, Muse-Glimmer, Nemotron, LFM2.5, Ornith-1.0, ternary Bonsai-27B.

61049Python58d old

Summary

Several healthy indicators are present. Check whether recent activity continues.

ARahim3/mlx-dspark recorded 90 commits in the past 30 days, has 2 public contributors, and has averaged 10.5 stars a day since launch.

85

Repository health

77

Maintainer track record

95

Repository quality

70

Catalyst Score

Contributors

Public track record

Abdur Rahim GitHub avatar
Abdur Rahim

@ARahim3 · Repository owner

77/100

Active maintainer with a growing open-source track record.

66 followers27 public repos8y history134 contributions
27 public repositories66 followers8 years of public history
Griffin Thomas GitHub avatar
Griffin Thomas

@Griffin-Thomas · Top contributor

39/100

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

4 followers15 public repos8y history1 contributions
15 public repositories4 followers8 years of public history

Score breakdown

How the Catalyst Score was calculated

Star growth since launch+15
Fork growth since launch+2
Freshness+3
30-day commit activity+12
Contributor breadth+4
Maintainer track record+9
Topic activity+12
Repository quality+8
Topic novelty+8
Risk penalty3

Activity

Recent repository activity

90

Commits · 30d

2

Public contributors

10.5

Lifetime stars/day

8

Pull requests · 90d

Findings

What we found

90 commits in the last 30 days

2 public contributors

20 issues and 8 pull requests opened in 90 days

11 documentation and structure checks passed

Related repositories

apple-silicon · 784 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 2 public contributors

Top contributor share
99%
Top three share
100%
Contributors checked
2
Concentration
High

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

Recent commit sample

Latest 100 commits

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

Repository footprint

Default branch: main

Repository size
25.5 MB
Branches
1
Tags
49
Watchers
6
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

Python74.1%
Swift25.1%
Shell0.6%
Ruby0.2%

Community readiness

GitHub community health 71%

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

Pull request health

Latest 8 pull requests

Merge rate
14%
Median merge time
3.8 days
Open
1
Stale over 30 days
0

Issue health

Latest 20 issues

Closure rate
30%
Median close time
35.0 hours
Open
14
Open without replies
4

Release cadence

Latest 20 release records

Latest release
app-v0.8.2
Published in 90 days
20
Median cadence
0.1 days
Asset downloads
984

CI reliability

Latest 50 workflow runs

Success rate
88%
Workflows represented
1
Failed runs
6
Median duration
4.1 min

Last checked

8/27/2026, 3:54:18 AM

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