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PRSM

Citation-File Projects (2026-05-08)

Public

Every 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

52.6K unwrapped

Metadata coverage

repo → publication funnel
Projects in this portfolio47,337100%
with any publication linkage16,32734%
with canonical paper detected8,98319%
distinct canonical works7,27815%

canonical

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. 1.

    Matplotlib: A 2D Graphics Environment

    37,869 citations · canonical for 4 repos · 10.1109/mcse.2007.55

  2. 2.

    SciPy 1.0: fundamental algorithms for scientific computing in Python

    detection gap

    35,898 citations · should be canonical for scipy · 10.1038/s41592-019-0686-2

  3. 3.

    Cutadapt removes adapter sequences from high-throughput sequencing reads

    35,388 citations · 10.14806/ej.17.1.200

  4. 4.

    Array programming with NumPy

    detection gap

    20,849 citations · should be canonical for numpy · 10.1038/s41586-020-2649-2

  5. 5.

    Conducting Meta-Analyses in<i>R</i>with the<b>metafor</b>Package

    18,023 citations · 10.18637/jss.v036.i03

  6. 6.

    PyTorch: An Imperative Style, High-Performance Deep Learning Library

    detection gap

    16,163 citations · should be canonical for pytorch · 10.48550/arxiv.1912.01703

  7. 7.

    Astropy: A community Python package for astronomy

    detection gap

    13,743 citations · should be canonical for astropy · 10.1051/0004-6361/201322068

  8. 8.

    VSEARCH: a versatile open source tool for metagenomics

    10,849 citations · 10.7717/peerj.2584

  9. 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. 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. 1.

    R: A Language and Environment for Statistical Computing

    352,818 citations · used by 31 repos · 10.32614/r.manuals

  2. 2.

    Deep Residual Learning for Image Recognition

    216,704 citations · used by 1 repo · 10.1109/cvpr.2016.90

  3. 3.

    Random Forests

    121,070 citations · used by 2 repos · 10.1023/a:1010933404324

  4. 4.

    Fitting Linear Mixed-Effects Models Using <b>lme4</b>

    82,522 citations · used by 1 repo · 10.18637/jss.v067.i01

  5. 5.

    Image quality assessment: from error visibility to structural similarity

    54,507 citations · used by 1 repo · 10.1109/tip.2003.819861

  6. 6.

    Highly accurate protein structure prediction with AlphaFold

    42,869 citations · used by 2 repos · 10.1038/s41586-021-03819-2

  7. 7.

    limma powers differential expression analyses for RNA-sequencing and microarray studies

    41,776 citations · used by 2 repos · 10.1093/nar/gkv007

  8. 8.

    Support-vector networks

    39,967 citations · used by 1 repo · 10.1007/bf00994018

  9. 9.

    DADA2: High-resolution sample inference from Illumina amplicon data

    35,072 citations · used by 3 repos · 10.1038/nmeth.3869

  10. 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