Citation-File Projects (2026-05-08)
PublicEvery GitHub repository known to publish a CITATION.cff or CITATION.bib file as of 2026-05-08. The Citation File Format (CFF) is a community standard that lets software authors declare exactly how they want their work to be cited — author lists, DOIs, version, release date, related preferred citations. A repository that ships a CITATION file is making an explicit, machine-readable statement: this is research software, and here is how to credit it. This portfolio is a snapshot of that population: roughly 47,000 repositories spanning the long tail of scientific computing — niche domain tools, dissertation code, lab software, individual researcher libraries, and the well-known frameworks alongside them. Together they offer a view of research software practice that does not depend on package-registry presence, citation in a journal, or membership in a foundation: it captures everyone who took the time to say "please cite me this way." Built from the latest citation-file index, normalized to one canonical GitHub URL per repository.
Created 5/12/2026 - Last updated 9/9/2026
47.3K
Projects
24.7M commits
369.6K
Recognition
316.6K citing papers · 7.3K canonical works
2.0M
Reach
245.5K external users · 3058.9M downloads
35.9K
Repositories at risk
79% of 45.7K evaluated · 9.8K healthy · 1.6K unverified
38.4K
Without canonical credit
of 47.3K · 19% have detected canonical
Metadata coverage
repo → publication funnelcanonical
9,821
mentions
20,443
paper
6,070
related
155
Of 47,337 projects in this portfolio, 31,010 (66%) have no detected publication linkage of any kind. These gaps are part of the story — software metadata in the wild is often missing.
Top recognized work
see all →Most-cited publications representing software in this portfolio — the academic credit going to these projects. Items marked "detection gap" are likely portfolio software whose canonical link our pipeline failed to record.
- 1.
Matplotlib: A 2D Graphics Environment
37,869 citations · canonical for 4 repos · 10.1109/mcse.2007.55
- 2.
SciPy 1.0: fundamental algorithms for scientific computing in Python
detection gap35,898 citations · should be canonical for scipy · 10.1038/s41592-019-0686-2
- 3.
Cutadapt removes adapter sequences from high-throughput sequencing reads
35,388 citations · 10.14806/ej.17.1.200
- 4.
Array programming with NumPy
detection gap20,849 citations · should be canonical for numpy · 10.1038/s41586-020-2649-2
- 5.
Conducting Meta-Analyses in<i>R</i>with the<b>metafor</b>Package
18,023 citations · 10.18637/jss.v036.i03
- 6.
PyTorch: An Imperative Style, High-Performance Deep Learning Library
detection gap16,163 citations · should be canonical for pytorch · 10.48550/arxiv.1912.01703
- 7.
Astropy: A community Python package for astronomy
detection gap13,743 citations · should be canonical for astropy · 10.1051/0004-6361/201322068
- 8.
VSEARCH: a versatile open source tool for metagenomics
10,849 citations · 10.7717/peerj.2584
- 9.
MultiQC: summarize analysis results for multiple tools and samples in a single report
10,132 citations · canonical for 5 repos · 10.1093/bioinformatics/btw354
- 10.
<scp>UCSF ChimeraX</scp>: Structure visualization for researchers, educators, and developers
9,675 citations · 10.1002/pro.3943
External foundational dependencies
Upstream tools the portfolio depends on whose home repos are not in this portfolio. The citation counts here belong to the cited work — they show what these projects are built on, not what this portfolio is cited for.
- 1.
R: A Language and Environment for Statistical Computing
352,818 citations · used by 31 repos · 10.32614/r.manuals
- 2.
Deep Residual Learning for Image Recognition
216,704 citations · used by 1 repo · 10.1109/cvpr.2016.90
- 3.
Random Forests
121,070 citations · used by 2 repos · 10.1023/a:1010933404324
- 4.
Fitting Linear Mixed-Effects Models Using <b>lme4</b>
82,522 citations · used by 1 repo · 10.18637/jss.v067.i01
- 5.
Image quality assessment: from error visibility to structural similarity
54,507 citations · used by 1 repo · 10.1109/tip.2003.819861
- 6.
Highly accurate protein structure prediction with AlphaFold
42,869 citations · used by 2 repos · 10.1038/s41586-021-03819-2
- 7.
limma powers differential expression analyses for RNA-sequencing and microarray studies
41,776 citations · used by 2 repos · 10.1093/nar/gkv007
- 8.
Support-vector networks
39,967 citations · used by 1 repo · 10.1007/bf00994018
- 9.
DADA2: High-resolution sample inference from Illumina amplicon data
35,072 citations · used by 3 repos · 10.1038/nmeth.3869
- 10.
Human-level control through deep reinforcement learning
29,134 citations · used by 1 repo · 10.1038/nature14236
People & places
Bridge contributors
43,664
people contribute to 2+ projects in this portfolio · 36% of all contributors
Top citing institutions
- Centre National de la Recherche Scientifique(FR)26,054
- Chinese Academy of Sciences(CN)13,125
- Harvard University(US)10,597
- University of Oxford(GB)10,148
- University of Cambridge(GB)8,499
Impact
369.6K
Total Citations
316.6K
Citing Papers
26.8K
Linked Publications
301.6K
Software Dependents
1.8M
Citing Authors
50.4K
Citing Institutions
Biochemistry, Genetics...
Top Citing Field
| Portfolio | Citing | |
|---|---|---|
| Domains | 4 | 4 |
| Fields | 26 | 26 |
| Subfields | 233 | 252 |
| Topics | 2322 | 4410 |
Dependencies
640.9K
Total Dependencies
24
Ecosystems
1.6K
Research SW Links
1.5K
Hidden Found
| Ecosystem | Packages |
|---|---|
| pypi | 302562 |
| actions | 120512 |
| conda | 81082 |
| npm | 55957 |
Community
132.9K
Total People
3%
Retention Rate
27.7%
Intl. Collaboration
513 pubs · 35937 repos
At Risk
| Pubs | Repos | |
|---|---|---|
| Core | 1404 | ... |
| Active | 2100 | 120508 |
| Bus Factor | - | 1 |
MCP Ecosystem
52.6K
Unwrapped Entities
52.7K
Portfolio Entities
440
Wrapping Servers
100%
Gap Rate