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Spark-To-Paper-Skills/spark-to-paper-skills

One sentence in, one draft paper out: spark-to-paper-skills automatically reviews papers, plans and runs experiments, and writes a research draft—typically using about $10 in API costs per paper.

79615Python69d old

Summary

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

Spark-To-Paper-Skills/spark-to-paper-skills recorded 18 commits in the past 30 days, has 4 public contributors, and has averaged 11.5 stars a day since launch.

66

Repository health

13

Maintainer track record

81

Repository quality

60

Catalyst Score

Contributors

Public track record

Vast Intelligence Lab GitHub avatar
Vast Intelligence Lab

@Spark-To-Paper-Skills · Repository organization

13/100

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

3 followers4 public repos0y history0 contributions
4 public repositories3 followers0 years of public history
Albus GitHub avatar
Albus

@Albus-White · Top contributor

23/100

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

7 followers0 public repos1y history32 contributions
0 public repositories7 followers1 years of public history
Yiran Wang GitHub avatar
Yiran Wang

@u7079256 · Top contributor

55/100

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

28 followers22 public repos6y history29 contributions
22 public repositories28 followers6 years of public history
MadMax3366 GitHub avatar
MadMax3366

@MadMax3366 · Top contributor

24/100

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

1 followers12 public repos4y history23 contributions
12 public repositories1 followers4 years of public history

Score breakdown

How the Catalyst Score was calculated

Star growth since launch+17
Fork growth since launch+1
Freshness+2
30-day commit activity+8
Contributor breadth+5
Maintainer track record+2
Topic activity+12
Repository quality+6
Topic novelty+7
Risk penalty0

Activity

Recent repository activity

18

Commits · 30d

4

Public contributors

11.5

Lifetime stars/day

1

Pull requests · 90d

Findings

What we found

18 commits in the last 30 days

4 public contributors

0 issues and 1 pull requests opened in 90 days

8 documentation and structure checks passed

Related repositories

devtools · 754 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 4 public contributors

Top contributor share
35%
Top three share
92%
Contributors checked
4
Concentration
High

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

Recent commit sample

Latest 91 commits

Unique authors
4
Verified commits
36%
Merge commits
1%
Median time between commits
22 min

Repository footprint

Default branch: main

Repository size
68.6 MB
Branches
3
Tags
4
Watchers
2
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

Python96.6%
Shell1.4%
TeX1.4%
JavaScript0.6%
Go Template0.1%

Community readiness

GitHub community health 37%

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

Pull request health

Latest 1 pull requests

Merge rate
0%
Median merge time
Not enough data
Open
1
Stale over 30 days
0

Release cadence

Latest 4 release records

Latest release
v1.2
Published in 90 days
4
Median cadence
0.0 days
Asset downloads
0

CI reliability

Latest 13 workflow runs

Success rate
92%
Workflows represented
1
Failed runs
0
Median duration
0.8 min

Last checked

8/27/2026, 4:02:42 AM

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