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Indras-Mirror/llama.cpp-turboq-mtp

Fused TBQ4 Flash Attention + MTP + Shared Tensors + Qwen35 SWA Hybrid for llama.cpp — 82+ tok/s, lossless 4.25 bpv KV cache, SWA-bounded deep-context decode (w/ long-range recall) on RTX 4090

9211C++111d old

Summary

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

Indras-Mirror/llama.cpp-turboq-mtp recorded 133 commits in the past 30 days, has 446 public contributors, and has averaged 0.8 stars a day since launch.

100

Repository health

17

Maintainer track record

86

Repository quality

47

Catalyst Score

Contributors

Public track record

Indras-Mirror GitHub avatar
Indras-Mirror

@Indras-Mirror · Repository owner

17/100

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

1 followers8 public repos3y history0 contributions
8 public repositories1 followers3 years of public history
Georgi Gerganov GitHub avatar
Georgi Gerganov

@ggerganov · Top contributor

100/100

Established maintainer with a long public history and active community.

20.5K followers71 public repos14y history1856 contributions
71 public repositories20461 followers14 years of public history
Xuan-Son Nguyen GitHub avatar
Xuan-Son Nguyen

@ngxson · Top contributor

100/100

Established maintainer with a long public history and active community.

1.2K followers168 public repos12y history531 contributions
168 public repositories1221 followers12 years of public history
Johannes Gäßler GitHub avatar
Johannes Gäßler

@JohannesGaessler · Top contributor

91/100

Established maintainer with a long public history and active community.

409 followers16 public repos10y history391 contributions
16 public repositories409 followers10 years of public history

Score breakdown

How the Catalyst Score was calculated

Star growth since launch+1
Fork growth since launch+0
Freshness+1
30-day commit activity+12
Contributor breadth+9
Maintainer track record+2
Topic activity+4
Repository quality+7
Topic novelty+11
Risk penalty0

Activity

Recent repository activity

133

Commits · 30d

446

Public contributors

0.8

Lifetime stars/day

0

Pull requests · 90d

Findings

What we found

133 commits in the last 30 days

446 public contributors

0 issues and 0 pull requests opened in 90 days

9 documentation and structure checks passed

Related repositories

cuda · 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 100 public contributors

Top contributor share
26%
Top three share
39%
Contributors checked
100
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
34
Verified commits
44%
Merge commits
0%
Median time between commits
57 min

Repository footprint

Default branch: master

Repository size
351.9 MB
Branches
8
Tags
10
Watchers
0
Issue 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

C++54.8%
C16.6%
Python7%
Cuda6%
TypeScript3.9%
HTML2.3%

Community readiness

GitHub community health 85%

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

Pull request health

Latest 1 pull requests

Merge rate
100%
Median merge time
0.2 hours
Open
0
Stale over 30 days
0

Issue health

Latest 17 issues

Closure rate
88%
Median close time
3.8 days
Open
2
Open without replies
2

CI reliability

Latest 50 workflow runs

Success rate
69%
Workflows represented
28
Failed runs
11
Median duration
0.9 min

Last checked

8/26/2026, 2:13:41 AM

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