PyRank
youssofal

mtplx

The fastest way to run Qwen 3.8 Flash Next, Qwen 3.8 27B and Ternary Bonsai 2 27B on a Mac: 125 tok/s in OpenCode on an M5 Max, and a 27B model on 16 GB Macs. Native MTP speculative decoding on Apple Silicon, exact at any temperature. OpenAI and Anthropic compatible local server.
PyPI GitHub
More links
Download Stats Citation Documentation Issues
Verified repo
Monthly downloads
7.1K
Weekly downloads
1.6K
GitHub stars
2.6K

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version
2.12.2
Requires Python
>=3.11
Licence
Apache-2.0
Last Release
1 week ago
First Release
May 4, 2026
Total Releases
56
Python Versions
3 3.11 3.12 3.13 3.14
No reported malware or high/critical advisories · Details

The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
70
Adoption
48
Community
50
Provenance
100
How the maintenance status was determined
Last commit
13 days ago
Monthly downloads
7,087
• Active
Activity within 30 days
Stable
Activity within 31-180 days
Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
Archived
Repository flagged as archived on GitHub
How the popularity category was determined
Monthly downloads
7,087
Stars
2,561
Stars per 1k downloads
361.37
Industry Standard
> 10,000,000 monthly downloads
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
• Community Favorite
> 5 stars per 1k downloads
Rising Star
Balanced ratio of stars to downloads
Unknown
Fewer than 1,000 monthly downloads, or no star data
How download momentum is calculated
Week daily avg
235
Month daily avg
236
Momentum
-0.3%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
>=3.11
Cutting Edge
Minimum supported version is 3.14 or newer
• Modern
Minimum supported version is 3.11 to 3.13
Legacy
Supports 3.10 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
Apache-2.0
• Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
13 days ago
Total releases
56
Releases/year
124.6
• Rapid
Last release within 365 days and > 12 releases/year
Regular
Last release within 365 days
Slow
Last release 366-730 days ago
Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
45
Monthly downloads
7,087
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
• Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
56
 
Issue Burden
8.6
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
22.6%
contrib / forks
Stale Release
No
 
PR Velocity
Active
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

macOS 67
Linux 2

Python Versions

3.12
41.4% 29
3.13
30.0% 21
3.11
15.7% 11
3.14
11.4% 8
3.9
1.4% 1

Top Countries

1. US US
42
2. FR FR
12
3. CN CN
9
4. GB GB
6
5. KR KR
5
6. DE DE
4
7. JP JP
4
8. CA CA
3
9. PT PT
3
10. BR BR
2

Weekly Downloads

GitHub Stars

Dependencies

12
9 optional dependencies
  • build>=1.2[dev]
    extra == "dev"
  • dflash-mlx==0.1.0[competitors]
    extra == "competitors"
  • fastapi>=0.136[server]
    extra == "server"
  • llguidance>=1.8[server]
    extra == "server"
  • pytest>=8[dev]
    extra == "dev"
  • ruff>=0.8[dev]
    extra == "dev"
  • twine>=5[dev]
    extra == "dev"
  • uvicorn>=0.46[server]
    extra == "server"
  • wheel>=0.45[dev]
    extra == "dev"

Used By

0
Not used by any tracked packages

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords
mlx apple-silicon speculative-decoding qwen mtp local-ai
Sources and methodology