Trusted Open Source - Stabilarity Hub

Research Series

Trusted Open Source

¹ Odesa National Polytechnic University (ONPU)

Focus: Systematic evaluation of open-source projects through verified metrics — GitHub activity, community health, and industry impact. Data-driven rankings using reproducible methodology applied to the top repositories of 2026.
Articles: 20 planned
Started: March 2026
Status: Active — accepting submissions

20 articles planned · contact@stabilarity.com

About This Series

Systematic evaluation of open-source projects through verified metrics — GitHub activity, community health, and industry impact. Data-driven rankings using reproducible methodology applied to the top repositories of 2026.

Articles

Applied Research · 26 published

By Oleh Ivchenko

Data-driven evaluation of open-source projects through verified metrics and reproducible methodology.

All Articles

The Trusted Open Source Index: Methodology for Ranking Open-Source Projects by Verified Impact DOI 10/10 40stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	0%	○	≥80% from editorially reviewed sources
[t]	Trusted	20%	○	≥80% from verified, high-quality sources
[a]	DOI	5%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	0%	○	≥80% indexed in CrossRef
[i]	Indexed	90%	✓	≥80% have metadata indexed
[l]	Academic	10%	○	≥80% from journals/conferences/preprints
[f]	Free Access	90%	✓	≥80% are freely accessible
[r]	References	20 refs	✓	Minimum 10 references required
[w]	Words [REQ]	3,431	✓	Minimum 2,000 words for a full research article. Current: 3,431
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19168939
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	37%	✗	≥60% of references from 2025–2026. Current: 37%
[c]	Data Charts	0	○	Original data charts from reproducible analysis (min 2). Current: 0
[g]	Code	—	○	Source code available on GitHub
[m]	Diagrams	2	✓	Mermaid architecture/flow diagrams. Current: 2
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (32 × 60%) + Required (3/5 × 30%) + Optional (1/4 × 10%)

Applied Research · Mar 22, 2026 · 17 min read

Fresh Repositories Watch: Healthcare AI — Emerging Open-Source Tools Under 60 Days Old DOI 4/10 74stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	0%	○	≥80% from editorially reviewed sources
[t]	Trusted	86%	✓	≥80% from verified, high-quality sources
[a]	DOI	64%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	0%	○	≥80% indexed in CrossRef
[i]	Indexed	86%	✓	≥80% have metadata indexed
[l]	Academic	71%	○	≥80% from journals/conferences/preprints
[f]	Free Access	100%	✓	≥80% are freely accessible
[r]	References	14 refs	✓	Minimum 10 references required
[w]	Words [REQ]	2,080	✓	Minimum 2,000 words for a full research article. Current: 2,080
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19212958
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	✓	✓	Peer reviewed by an assigned reviewer: Iryna Ivchenko
[h]	Freshness [REQ]	17%	✗	≥60% of references from 2025–2026. Current: 17%
[c]	Data Charts	4	✓	Original data charts from reproducible analysis (min 2). Current: 4
[g]	Code	—	○	Source code available on GitHub
[m]	Diagrams	3	✓	Mermaid architecture/flow diagrams. Current: 3
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (75 × 60%) + Required (4/5 × 30%) + Optional (2/4 × 10%)

Applied Research · Mar 25, 2026 · 10 min read

Fresh Repositories Watch: Developer Infrastructure — Build Tools and CI/CD Innovations DOI 5/10 56stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	0%	○	≥80% from editorially reviewed sources
[t]	Trusted	63%	○	≥80% from verified, high-quality sources
[a]	DOI	44%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	0%	○	≥80% indexed in CrossRef
[i]	Indexed	56%	○	≥80% have metadata indexed
[l]	Academic	56%	○	≥80% from journals/conferences/preprints
[f]	Free Access	94%	✓	≥80% are freely accessible
[r]	References	16 refs	✓	Minimum 10 references required
[w]	Words [REQ]	2,142	✓	Minimum 2,000 words for a full research article. Current: 2,142
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19226630
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	50%	✗	≥60% of references from 2025–2026. Current: 50%
[c]	Data Charts	5	✓	Original data charts from reproducible analysis (min 2). Current: 5
[g]	Code	—	○	Source code available on GitHub
[m]	Diagrams	3	✓	Mermaid architecture/flow diagrams. Current: 3
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (55 × 60%) + Required (3/5 × 30%) + Optional (2/4 × 10%)

Applied Research · Mar 25, 2026 · 11 min read

Fresh Repositories Watch: Financial Technology — Open-Source Trading and Risk Engines DOI 6/10 60stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	23%	○	≥80% from editorially reviewed sources
[t]	Trusted	77%	○	≥80% from verified, high-quality sources
[a]	DOI	62%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	23%	○	≥80% indexed in CrossRef
[i]	Indexed	77%	○	≥80% have metadata indexed
[l]	Academic	62%	○	≥80% from journals/conferences/preprints
[f]	Free Access	92%	✓	≥80% are freely accessible
[r]	References	13 refs	✓	Minimum 10 references required
[w]	Words [REQ]	1,984	✗	Minimum 2,000 words for a full research article. Current: 1,984
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19227945
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	18%	✗	≥60% of references from 2025–2026. Current: 18%
[c]	Data Charts	4	✓	Original data charts from reproducible analysis (min 2). Current: 4
[g]	Code	—	○	Source code available on GitHub
[m]	Diagrams	3	✓	Mermaid architecture/flow diagrams. Current: 3
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (71 × 60%) + Required (2/5 × 30%) + Optional (2/4 × 10%)

Applied Research · Mar 26, 2026 · 10 min read

Quarterly Benchmark: Q1 2026 Open-Source Trust Score Evolution DOI 8/10 43stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	0%	○	≥80% from editorially reviewed sources
[t]	Trusted	35%	○	≥80% from verified, high-quality sources
[a]	DOI	24%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	0%	○	≥80% indexed in CrossRef
[i]	Indexed	41%	○	≥80% have metadata indexed
[l]	Academic	24%	○	≥80% from journals/conferences/preprints
[f]	Free Access	94%	✓	≥80% are freely accessible
[r]	References	17 refs	✓	Minimum 10 references required
[w]	Words [REQ]	2,039	✓	Minimum 2,000 words for a full research article. Current: 2,039
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19233040
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	40%	✗	≥60% of references from 2025–2026. Current: 40%
[c]	Data Charts	5	✓	Original data charts from reproducible analysis (min 2). Current: 5
[g]	Code	—	○	Source code available on GitHub
[m]	Diagrams	3	✓	Mermaid architecture/flow diagrams. Current: 3
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (33 × 60%) + Required (3/5 × 30%) + Optional (2/4 × 10%)

Applied Research · Mar 26, 2026 · 10 min read

Fresh Repositories Watch: Education Technology — AI Tutoring and Assessment Tools DOI 10/10 58stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	0%	○	≥80% from editorially reviewed sources
[t]	Trusted	87%	✓	≥80% from verified, high-quality sources
[a]	DOI	33%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	7%	○	≥80% indexed in CrossRef
[i]	Indexed	87%	✓	≥80% have metadata indexed
[l]	Academic	73%	○	≥80% from journals/conferences/preprints
[f]	Free Access	93%	✓	≥80% are freely accessible
[r]	References	15 refs	✓	Minimum 10 references required
[w]	Words [REQ]	1,909	✗	Minimum 2,000 words for a full research article. Current: 1,909
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19245772
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	15%	✗	≥60% of references from 2025–2026. Current: 15%
[c]	Data Charts	4	✓	Original data charts from reproducible analysis (min 2). Current: 4
[g]	Code	—	○	Source code available on GitHub
[m]	Diagrams	3	✓	Mermaid architecture/flow diagrams. Current: 3
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (68 × 60%) + Required (2/5 × 30%) + Optional (2/4 × 10%)

Applied Research · Mar 27, 2026 · 10 min read

—

Fresh Repositories Watch: Developer Infrastructure — Build Tools and CI/CD Innovations (Draft — in preparation)

—

Fresh Repositories Watch: Financial Technology — Open-Source Trading and Risk Engines (Draft — in preparation)

—

Quarterly Benchmark: Q1 2026 Open-Source Trust Score Evolution (Draft — in preparation)

—

Fresh Repositories Watch: Education Technology — AI Tutoring and Assessment Tools (Draft — in preparation)

—

Community Health Metrics: Contributor Diversity, Bus Factor, and Sustainability Signals (Draft — in preparation)

—

Fresh Repositories Watch: Telecommunications — Network Optimization and 5G Tools (Draft — in preparation)

—

The Fork Problem: When Community Splits Signal Innovation vs. Fragmentation (Draft — in preparation)

Fresh Repositories Watch: Healthcare AI — Emerging Tools Under 60 Days Old DOI 3/10 77stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	61%	○	≥80% from editorially reviewed sources
[t]	Trusted	87%	✓	≥80% from verified, high-quality sources
[a]	DOI	81%	✓	≥80% have a Digital Object Identifier
[b]	CrossRef	61%	○	≥80% indexed in CrossRef
[i]	Indexed	77%	○	≥80% have metadata indexed
[l]	Academic	81%	✓	≥80% from journals/conferences/preprints
[f]	Free Access	58%	○	≥80% are freely accessible
[r]	References	31 refs	✓	Minimum 10 references required
[w]	Words [REQ]	3,295	✓	Minimum 2,000 words for a full research article. Current: 3,295
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19430103
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	31%	✗	≥60% of references from 2025–2026. Current: 31%
[c]	Data Charts	4	✓	Original data charts from reproducible analysis (min 2). Current: 4
[g]	Code	✓	✓	Source code available on GitHub
[m]	Diagrams	3	✓	Mermaid architecture/flow diagrams. Current: 3
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (85 × 60%) + Required (3/5 × 30%) + Optional (3/4 × 10%)

Applied Research · Apr 5, 2026 · 16 min read

Fresh Repositories Watch: Climate and Energy — Sustainability Optimization Models DOI 3/10 76stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	65%	○	≥80% from editorially reviewed sources
[t]	Trusted	87%	✓	≥80% from verified, high-quality sources
[a]	DOI	78%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	52%	○	≥80% indexed in CrossRef
[i]	Indexed	83%	✓	≥80% have metadata indexed
[l]	Academic	74%	○	≥80% from journals/conferences/preprints
[f]	Free Access	83%	✓	≥80% are freely accessible
[r]	References	23 refs	✓	Minimum 10 references required
[w]	Words [REQ]	1,837	✗	Minimum 2,000 words for a full research article. Current: 1,837
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19432328
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	83%	✓	≥60% of references from 2025–2026. Current: 83%
[c]	Data Charts	4	✓	Original data charts from reproducible analysis (min 2). Current: 4
[g]	Code	✓	✓	Source code available on GitHub
[m]	Diagrams	3	✓	Mermaid architecture/flow diagrams. Current: 3
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (84 × 60%) + Required (3/5 × 30%) + Optional (3/4 × 10%)

Applied Research · Apr 5, 2026 · 9 min read

Fresh Repositories Watch: Manufacturing — Industrial AI and Predictive Maintenance DOI 2/10 80stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	64%	○	≥80% from editorially reviewed sources
[t]	Trusted	86%	✓	≥80% from verified, high-quality sources
[a]	DOI	68%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	64%	○	≥80% indexed in CrossRef
[i]	Indexed	82%	✓	≥80% have metadata indexed
[l]	Academic	68%	○	≥80% from journals/conferences/preprints
[f]	Free Access	100%	✓	≥80% are freely accessible
[r]	References	22 refs	✓	Minimum 10 references required
[w]	Words [REQ]	2,049	✓	Minimum 2,000 words for a full research article. Current: 2,049
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19437466
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	76%	✓	≥60% of references from 2025–2026. Current: 76%
[c]	Data Charts	4	✓	Original data charts from reproducible analysis (min 2). Current: 4
[g]	Code	✓	✓	Source code available on GitHub
[m]	Diagrams	2	✓	Mermaid architecture/flow diagrams. Current: 2
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (81 × 60%) + Required (4/5 × 30%) + Optional (3/4 × 10%)

Applied Research · Apr 6, 2026 · 10 min read

Fresh Repositories Watch: Legal Technology — Contract Analysis and Compliance DOI 5/10 69stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	14%	○	≥80% from editorially reviewed sources
[t]	Trusted	82%	✓	≥80% from verified, high-quality sources
[a]	DOI	64%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	14%	○	≥80% indexed in CrossRef
[i]	Indexed	73%	○	≥80% have metadata indexed
[l]	Academic	68%	○	≥80% from journals/conferences/preprints
[f]	Free Access	91%	✓	≥80% are freely accessible
[r]	References	22 refs	✓	Minimum 10 references required
[w]	Words [REQ]	1,880	✗	Minimum 2,000 words for a full research article. Current: 1,880
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19445010
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	81%	✓	≥60% of references from 2025–2026. Current: 81%
[c]	Data Charts	4	✓	Original data charts from reproducible analysis (min 2). Current: 4
[g]	Code	✓	✓	Source code available on GitHub
[m]	Diagrams	3	✓	Mermaid architecture/flow diagrams. Current: 3
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (72 × 60%) + Required (3/5 × 30%) + Optional (3/4 × 10%)

Applied Research · Apr 6, 2026 · 9 min read

Fresh Repositories Watch: Agriculture — Precision Farming and Crop Intelligence DOI 3/10 71stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	0%	○	≥80% from editorially reviewed sources
[t]	Trusted	82%	✓	≥80% from verified, high-quality sources
[a]	DOI	73%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	0%	○	≥80% indexed in CrossRef
[i]	Indexed	82%	✓	≥80% have metadata indexed
[l]	Academic	73%	○	≥80% from journals/conferences/preprints
[f]	Free Access	91%	✓	≥80% are freely accessible
[r]	References	22 refs	✓	Minimum 10 references required
[w]	Words [REQ]	1,961	✗	Minimum 2,000 words for a full research article. Current: 1,961
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19445080
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	82%	✓	≥60% of references from 2025–2026. Current: 82%
[c]	Data Charts	4	✓	Original data charts from reproducible analysis (min 2). Current: 4
[g]	Code	✓	✓	Source code available on GitHub
[m]	Diagrams	3	✓	Mermaid architecture/flow diagrams. Current: 3
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (75 × 60%) + Required (3/5 × 30%) + Optional (3/4 × 10%)

Applied Research · Apr 6, 2026 · 10 min read

Mid-Year Review: Top 3 Open-Source Breakthroughs of H1 2026 DOI 9/10 78stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	65%	○	≥80% from editorially reviewed sources
[t]	Trusted	80%	✓	≥80% from verified, high-quality sources
[a]	DOI	70%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	65%	○	≥80% indexed in CrossRef
[i]	Indexed	65%	○	≥80% have metadata indexed
[l]	Academic	70%	○	≥80% from journals/conferences/preprints
[f]	Free Access	95%	✓	≥80% are freely accessible
[r]	References	20 refs	✓	Minimum 10 references required
[w]	Words [REQ]	2,104	✓	Minimum 2,000 words for a full research article. Current: 2,104
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19447147
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	88%	✓	≥60% of references from 2025–2026. Current: 88%
[c]	Data Charts	3	✓	Original data charts from reproducible analysis (min 2). Current: 3
[g]	Code	✓	✓	Source code available on GitHub
[m]	Diagrams	3	✓	Mermaid architecture/flow diagrams. Current: 3
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (77 × 60%) + Required (4/5 × 30%) + Optional (3/4 × 10%)

Applied Research · Apr 7, 2026 · 11 min read

License Economics: How Open-Source Licensing Models Affect Enterprise Adoption Trust DOI 4/10 44stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	0%	○	≥80% from editorially reviewed sources
[t]	Trusted	50%	○	≥80% from verified, high-quality sources
[a]	DOI	21%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	0%	○	≥80% indexed in CrossRef
[i]	Indexed	0%	○	≥80% have metadata indexed
[l]	Academic	36%	○	≥80% from journals/conferences/preprints
[f]	Free Access	86%	✓	≥80% are freely accessible
[r]	References	14 refs	✓	Minimum 10 references required
[w]	Words [REQ]	1,271	✗	Minimum 2,000 words for a full research article. Current: 1,271
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19462961
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	67%	✓	≥60% of references from 2025–2026. Current: 67%
[c]	Data Charts	3	✓	Original data charts from reproducible analysis (min 2). Current: 3
[g]	Code	✓	✓	Source code available on GitHub
[m]	Diagrams	3	✓	Mermaid architecture/flow diagrams. Current: 3
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (31 × 60%) + Required (3/5 × 30%) + Optional (3/4 × 10%)

Applied Research · Apr 7, 2026 · 6 min read

Community Health Metrics: Contributor Diversity, Bus Factor, and Sustainability Signals DOI 5/10 58stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	0%	○	≥80% from editorially reviewed sources
[t]	Trusted	86%	✓	≥80% from verified, high-quality sources
[a]	DOI	21%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	0%	○	≥80% indexed in CrossRef
[i]	Indexed	0%	○	≥80% have metadata indexed
[l]	Academic	50%	○	≥80% from journals/conferences/preprints
[f]	Free Access	100%	✓	≥80% are freely accessible
[r]	References	14 refs	✓	Minimum 10 references required
[w]	Words [REQ]	2,489	✓	Minimum 2,000 words for a full research article. Current: 2,489
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19476184
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	63%	✓	≥60% of references from 2025–2026. Current: 63%
[c]	Data Charts	4	✓	Original data charts from reproducible analysis (min 2). Current: 4
[g]	Code	✓	✓	Source code available on GitHub
[m]	Diagrams	2	✓	Mermaid architecture/flow diagrams. Current: 2
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (44 × 60%) + Required (4/5 × 30%) + Optional (3/4 × 10%)

Applied Research · Apr 8, 2026 · 12 min read

Fresh Repositories Watch: Creative Industries — Generative Art, Music, and Design Tools DOI 6/10 50stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	0%	○	≥80% from editorially reviewed sources
[t]	Trusted	56%	○	≥80% from verified, high-quality sources
[a]	DOI	31%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	0%	○	≥80% indexed in CrossRef
[i]	Indexed	19%	○	≥80% have metadata indexed
[l]	Academic	50%	○	≥80% from journals/conferences/preprints
[f]	Free Access	81%	✓	≥80% are freely accessible
[r]	References	16 refs	✓	Minimum 10 references required
[w]	Words [REQ]	2,115	✓	Minimum 2,000 words for a full research article. Current: 2,115
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19476327
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	50%	✗	≥60% of references from 2025–2026. Current: 50%
[c]	Data Charts	5	✓	Original data charts from reproducible analysis (min 2). Current: 5
[g]	Code	✓	✓	Source code available on GitHub
[m]	Diagrams	2	✓	Mermaid architecture/flow diagrams. Current: 2
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (41 × 60%) + Required (3/5 × 30%) + Optional (3/4 × 10%)

Applied Research · Apr 8, 2026 · 11 min read

Fresh Repositories Watch: Logistics and Supply Chain — Optimization and Tracking DOI 4/10 68stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	0%	○	≥80% from editorially reviewed sources
[t]	Trusted	100%	✓	≥80% from verified, high-quality sources
[a]	DOI	55%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	0%	○	≥80% indexed in CrossRef
[i]	Indexed	0%	○	≥80% have metadata indexed
[l]	Academic	82%	✓	≥80% from journals/conferences/preprints
[f]	Free Access	91%	✓	≥80% are freely accessible
[r]	References	11 refs	✓	Minimum 10 references required
[w]	Words [REQ]	2,022	✓	Minimum 2,000 words for a full research article. Current: 2,022
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19477506
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	100%	✓	≥60% of references from 2025–2026. Current: 100%
[c]	Data Charts	4	✓	Original data charts from reproducible analysis (min 2). Current: 4
[g]	Code	✓	✓	Source code available on GitHub
[m]	Diagrams	2	✓	Mermaid architecture/flow diagrams. Current: 2
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (61 × 60%) + Required (4/5 × 30%) + Optional (3/4 × 10%)

Applied Research · Apr 9, 2026 · 10 min read

Security Audit Patterns: How Top Open-Source Projects Handle Vulnerability Disclosure DOI 6/10 69stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	39%	○	≥80% from editorially reviewed sources
[t]	Trusted	78%	○	≥80% from verified, high-quality sources
[a]	DOI	57%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	48%	○	≥80% indexed in CrossRef
[i]	Indexed	48%	○	≥80% have metadata indexed
[l]	Academic	61%	○	≥80% from journals/conferences/preprints
[f]	Free Access	96%	✓	≥80% are freely accessible
[r]	References	23 refs	✓	Minimum 10 references required
[w]	Words [REQ]	2,630	✓	Minimum 2,000 words for a full research article. Current: 2,630
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19481670
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	88%	✓	≥60% of references from 2025–2026. Current: 88%
[c]	Data Charts	0	○	Original data charts from reproducible analysis (min 2). Current: 0
[g]	Code	✓	✓	Source code available on GitHub
[m]	Diagrams	3	✓	Mermaid architecture/flow diagrams. Current: 3
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (66 × 60%) + Required (4/5 × 30%) + Optional (2/4 × 10%)

Applied Research · Apr 9, 2026 · 13 min read

Fresh Repositories Watch: Telecommunications — Network Optimization and 5G Tools DOI 5/10 51stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	0%	○	≥80% from editorially reviewed sources
[t]	Trusted	58%	○	≥80% from verified, high-quality sources
[a]	DOI	16%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	0%	○	≥80% indexed in CrossRef
[i]	Indexed	0%	○	≥80% have metadata indexed
[l]	Academic	42%	○	≥80% from journals/conferences/preprints
[f]	Free Access	95%	✓	≥80% are freely accessible
[r]	References	19 refs	✓	Minimum 10 references required
[w]	Words [REQ]	2,475	✓	Minimum 2,000 words for a full research article. Current: 2,475
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19483272
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	87%	✓	≥60% of references from 2025–2026. Current: 87%
[c]	Data Charts	4	✓	Original data charts from reproducible analysis (min 2). Current: 4
[g]	Code	✓	✓	Source code available on GitHub
[m]	Diagrams	2	✓	Mermaid architecture/flow diagrams. Current: 2
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (33 × 60%) + Required (4/5 × 30%) + Optional (3/4 × 10%)

Applied Research · Apr 9, 2026 · 12 min read

The Fork Problem: When Community Splits Signal Innovation vs. Fragmentation DOI 4/10 44stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	0%	○	≥80% from editorially reviewed sources
[t]	Trusted	36%	○	≥80% from verified, high-quality sources
[a]	DOI	7%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	0%	○	≥80% indexed in CrossRef
[i]	Indexed	0%	○	≥80% have metadata indexed
[l]	Academic	21%	○	≥80% from journals/conferences/preprints
[f]	Free Access	86%	✓	≥80% are freely accessible
[r]	References	14 refs	✓	Minimum 10 references required
[w]	Words [REQ]	2,062	✓	Minimum 2,000 words for a full research article. Current: 2,062
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19489083
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	77%	✓	≥60% of references from 2025–2026. Current: 77%
[c]	Data Charts	4	✓	Original data charts from reproducible analysis (min 2). Current: 4
[g]	Code	✓	✓	Source code available on GitHub
[m]	Diagrams	2	✓	Mermaid architecture/flow diagrams. Current: 2
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (21 × 60%) + Required (4/5 × 30%) + Optional (3/4 × 10%)

Applied Research · Apr 9, 2026 · 10 min read

Annual Review: The 2026 Trusted Open Source Index — Final Rankings and Methodology Retrospective DOI 5/10 45stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	9%	○	≥80% from editorially reviewed sources
[t]	Trusted	74%	○	≥80% from verified, high-quality sources
[a]	DOI	17%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	13%	○	≥80% indexed in CrossRef
[i]	Indexed	13%	○	≥80% have metadata indexed
[l]	Academic	48%	○	≥80% from journals/conferences/preprints
[f]	Free Access	96%	✓	≥80% are freely accessible
[r]	References	23 refs	✓	Minimum 10 references required
[w]	Words [REQ]	887	✗	Minimum 2,000 words for a full research article. Current: 887
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19497465
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	50%	✗	≥60% of references from 2025–2026. Current: 50%
[c]	Data Charts	4	✓	Original data charts from reproducible analysis (min 2). Current: 4
[g]	Code	✓	✓	Source code available on GitHub
[m]	Diagrams	2	✓	Mermaid architecture/flow diagrams. Current: 2
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (42 × 60%) + Required (2/5 × 30%) + Optional (3/4 × 10%)

Applied Research · Apr 10, 2026 · 4 min read

Fresh Repositories Watch: Cybersecurity — Threat Detection and Response Frameworks DOI 3/10 39stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	0%	○	≥80% from editorially reviewed sources
[t]	Trusted	70%	○	≥80% from verified, high-quality sources
[a]	DOI	10%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	0%	○	≥80% indexed in CrossRef
[i]	Indexed	0%	○	≥80% have metadata indexed
[l]	Academic	20%	○	≥80% from journals/conferences/preprints
[f]	Free Access	100%	✓	≥80% are freely accessible
[r]	References	10 refs	✓	Minimum 10 references required
[w]	Words [REQ]	1,667	✗	Minimum 2,000 words for a full research article. Current: 1,667
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.19596258
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	33%	✗	≥60% of references from 2025–2026. Current: 33%
[c]	Data Charts	5	✓	Original data charts from reproducible analysis (min 2). Current: 5
[g]	Code	✓	✓	Source code available on GitHub
[m]	Diagrams	2	✓	Mermaid architecture/flow diagrams. Current: 2
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (32 × 60%) + Required (2/5 × 30%) + Optional (3/4 × 10%)

Applied Research · Apr 15, 2026 · 8 min read

—

Open Source XAI Libraries: Trust Analysis of SHAP, LIME, DiCE, and Alibi (Draft — in preparation)

—

Trusted Open Source AI in Finance: Compliance-Ready Stack for Financial AI (Draft — in preparation)

The Open Source XAI Ecosystem: Gaps, Opportunities, and Trusted Projects to Watch DOI 2/10 65stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	5%	○	≥80% from editorially reviewed sources
[t]	Trusted	84%	✓	≥80% from verified, high-quality sources
[a]	DOI	78%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	3%	○	≥80% indexed in CrossRef
[i]	Indexed	8%	○	≥80% have metadata indexed
[l]	Academic	81%	✓	≥80% from journals/conferences/preprints
[f]	Free Access	89%	✓	≥80% are freely accessible
[r]	References	37 refs	✓	Minimum 10 references required
[w]	Words [REQ]	2,239	✓	Minimum 2,000 words for a full research article. Current: 2,239
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.20115253
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	67%	✓	≥60% of references from 2025–2026. Current: 67%
[c]	Data Charts	0	○	Original data charts from reproducible analysis (min 2). Current: 0
[g]	Code	—	○	Source code available on GitHub
[m]	Diagrams	4	✓	Mermaid architecture/flow diagrams. Current: 4
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (64 × 60%) + Required (4/5 × 30%) + Optional (1/4 × 10%)

Applied Research · May 10, 2026 · 11 min read

—

Trusted Open Source AI in Healthcare: Curated Stack for Clinical AI (Draft — in preparation)

—

Open Source LLM Explainability: Interpreting GPT, Llama, and Mistral Decisions (Draft — in preparation)

—

Community Governance Models for Open Source AI Projects: What Makes XAI Projects Trustworthy (Draft — in preparation)

Supply Chain Security in Open Source AI: Auditing XAI Tool Dependencies DOI 2/10 55stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	0%	○	≥80% from editorially reviewed sources
[t]	Trusted	94%	✓	≥80% from verified, high-quality sources
[a]	DOI	6%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	0%	○	≥80% indexed in CrossRef
[i]	Indexed	0%	○	≥80% have metadata indexed
[l]	Academic	91%	✓	≥80% from journals/conferences/preprints
[f]	Free Access	100%	✓	≥80% are freely accessible
[r]	References	32 refs	✓	Minimum 10 references required
[w]	Words [REQ]	2,769	✓	Minimum 2,000 words for a full research article. Current: 2,769
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.20274804
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	93%	✓	≥60% of references from 2025–2026. Current: 93%
[c]	Data Charts	0	○	Original data charts from reproducible analysis (min 2). Current: 0
[g]	Code	—	○	Source code available on GitHub
[m]	Diagrams	2	✓	Mermaid architecture/flow diagrams. Current: 2
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (48 × 60%) + Required (4/5 × 30%) + Optional (1/4 × 10%)

Applied Research · May 18, 2026 · 14 min read

—

Reproducibility in XAI Research: Open Source Benchmarks for Explanation Quality (Draft — in preparation)

—

The Trusted MLOps Stack: Open Source Tools for Reproducible AI with Explanations (Draft — in preparation)

The Trusted MLOps Stack: Open Source Tools for Reproducible AI with Explanations DOI 3/10 52stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	4%	○	≥80% from editorially reviewed sources
[t]	Trusted	78%	○	≥80% from verified, high-quality sources
[a]	DOI	71%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	4%	○	≥80% indexed in CrossRef
[i]	Indexed	22%	○	≥80% have metadata indexed
[l]	Academic	75%	○	≥80% from journals/conferences/preprints
[f]	Free Access	84%	✓	≥80% are freely accessible
[r]	References	51 refs	✓	Minimum 10 references required
[w]	Words [REQ]	1,029	✗	Minimum 2,000 words for a full research article. Current: 1,029
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.20359688
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	55%	✗	≥60% of references from 2025–2026. Current: 55%
[c]	Data Charts	0	○	Original data charts from reproducible analysis (min 2). Current: 0
[g]	Code	—	○	Source code available on GitHub
[m]	Diagrams	2	✓	Mermaid architecture/flow diagrams. Current: 2
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (62 × 60%) + Required (2/5 × 30%) + Optional (1/4 × 10%)

Applied Research · May 23, 2026 · 5 min read

—

Open Source AI in Government: Curated Trusted Stack for Public Sector AI (Draft — in preparation)

—

Open Source AI in Government: Curated Trusted Stack for Public Sector AI (Draft — in preparation)

—

License Implications for XAI Attribution: Legal Analysis of Open Source Explanation Dependencies (Draft — in preparation)

—

The Bus Factor of XAI: Community Risk in Critical Open Source Explainability Tools (Draft — in preparation)

—

Trusted Federated Learning XAI: Open Source for Privacy-Preserving Explanations (Draft — in preparation)

—

Cross-Industry AI Transparency Stacks: Open Source Reference Architectures for XAI (Draft — in preparation)

—

The Open Source AI Trust Gap: When Community Projects Do Not Meet Enterprise Standards (Draft — in preparation)

—

Supply Chain Attacks on ML Models: Poisoning, Backdoors, and Trojan Detection in Open Weights (Draft — in preparation)

—

OSS AI License Compliance: Legal Risks and Enterprise Obligations Under Custom AI Licenses (Draft — in preparation)

—

Test Title Update (Draft — in preparation)

—

Community Governance of Foundation Models: Lessons from Linux, Apache, and Kubernetes Applied to AI (Draft — in preparation)

—

Energy Transparency in Open-Source AI: Training Carbon Footprints and Power Consumption Reporting Standards (Draft — in preparation)

—

Reproducibility Infrastructure for Open-Source AI: MLflow, DVC, and Weights & Biases at Scale (Draft — in preparation)

—

Open-Source Model Watermarking: Technical Approaches and Robustness Against Removal (Draft — in preparation)

Open-Source Model Watermarking: Technical Approaches and Robustness Against Removal DOI 2/10 61stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	0%	○	≥80% from editorially reviewed sources
[t]	Trusted	90%	✓	≥80% from verified, high-quality sources
[a]	DOI	85%	✓	≥80% have a Digital Object Identifier
[b]	CrossRef	0%	○	≥80% indexed in CrossRef
[i]	Indexed	0%	○	≥80% have metadata indexed
[l]	Academic	90%	✓	≥80% from journals/conferences/preprints
[f]	Free Access	100%	✓	≥80% are freely accessible
[r]	References	20 refs	✓	Minimum 10 references required
[w]	Words [REQ]	1,647	✗	Minimum 2,000 words for a full research article. Current: 1,647
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.21934738
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	79%	✓	≥60% of references from 2025–2026. Current: 79%
[c]	Data Charts	0	○	Original data charts from reproducible analysis (min 2). Current: 0
[g]	Code	—	○	Source code available on GitHub
[m]	Diagrams	2	✓	Mermaid architecture/flow diagrams. Current: 2
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (67 × 60%) + Required (3/5 × 30%) + Optional (1/4 × 10%)

Applied Research · Aug 14, 2026 · 8 min read

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Vulnerability Disclosure in AI: Coordinated Disclosure Norms and Responsible Reporting Practices (Draft — in preparation)

Vulnerability Disclosure in AI: Coordinated Disclosure Norms and Responsible Reporting Practices DOI 2/10 49stabilfr·wdophcgmx

Badge	Metric	Value	Status	Description
[s]	Reviewed Sources	0%	○	≥80% from editorially reviewed sources
[t]	Trusted	67%	○	≥80% from verified, high-quality sources
[a]	DOI	50%	○	≥80% have a Digital Object Identifier
[b]	CrossRef	0%	○	≥80% indexed in CrossRef
[i]	Indexed	6%	○	≥80% have metadata indexed
[l]	Academic	61%	○	≥80% from journals/conferences/preprints
[f]	Free Access	78%	○	≥80% are freely accessible
[r]	References	18 refs	✓	Minimum 10 references required
[w]	Words [REQ]	2,265	✓	Minimum 2,000 words for a full research article. Current: 2,265
[d]	DOI [REQ]	✓	✓	Zenodo DOI registered for persistent citation. DOI: 10.5281/zenodo.21998501
[o]	ORCID [REQ]	✓	✓	Author ORCID verified for academic identity
[p]	Peer Reviewed [REQ]	—	✗	Peer reviewed by an assigned reviewer
[h]	Freshness [REQ]	47%	✗	≥60% of references from 2025–2026. Current: 47%
[c]	Data Charts	0	○	Original data charts from reproducible analysis (min 2). Current: 0
[g]	Code	—	○	Source code available on GitHub
[m]	Diagrams	1	✓	Mermaid architecture/flow diagrams. Current: 1
[x]	Cited by	0	○	Referenced by 0 other hub article(s)

Score = Ref Trust (48 × 60%) + Required (3/5 × 30%) + Optional (1/4 × 10%)

Applied Research · Aug 18, 2026 · 11 min read

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Open-Source AI in Government: Procurement Barriers and Adoption Patterns in Public Sector (Draft — in preparation)

—

Contributor Economics in Open-Source AI Projects: Who Pays for Open Weights and Why (Draft — in preparation)

26 published13,105 total views271 min total readingMar 2026 – Aug 2026 published

Scope

Systematic evaluation of open-source projects through verified metrics — GitHub activity, community health, and industry impact. Data-driven rankings using reproducible methodology applied to the top repositories of 2026.

Editorial Standards

All articles undergo automated quality validation and editorial review. Minimum requirements: 3 original diagrams, ≥80% citations from 2026, DOI registration via Zenodo, and STABIL quality badge (trusted, DOI-verified, CrossRef-indexed, academically indexed sources).

Submit or Suggest

Researchers and practitioners are welcome to suggest topics or contribute. Contact: contact@stabilarity.com