Please read this Privacy + Disclaimer Notice carefully before using Covary, its associated tools, Pro features, or any content published on this website. By accessing or using Covary, you acknowledge and agree to the terms set out below, including the Pro Terms Addendum where applicable.
Covary is a research-grade computational framework developed and maintained by Marvin De los Santos as part of the ChordexBio project. It is made available to the public for research, academic, and educational purposes only.
The information, tools, outputs, protocols, and materials provided through Covary and this website are offered as-is, without warranty of any kind — express or implied — including but not limited to warranties of accuracy, completeness, fitness for a particular purpose, or non-infringement.
Use of Covary is entirely at your own risk. The developer and associated parties shall not be held responsible for any outcomes, decisions, actions, or consequences arising directly or indirectly from the use of this tool or its outputs.
Covary is not a clinical tool, not a diagnostic instrument, and not approved, validated, or intended for use in medical decision-making, patient care, clinical trials, or regulatory submissions of any kind.
Covary outputs — including phylogenetic trees, embeddings, distance matrices, cluster assignments, and any downstream predictions — are computational approximations for research exploration only. They do not constitute medical advice, diagnosis, prognosis, or treatment recommendations.
Results produced by Covary must not be used to:
Any application of Covary outputs in a clinical or regulatory context is the sole responsibility of the user and must comply with applicable laws, institutional review requirements, and professional standards.
Covary is an experimental, research-grade framework. It has not undergone standardized laboratory validation, proficiency testing, or accreditation by any national or international body (e.g., ISO, CAP, CLIA, CE-IVD, FDA).
Results may vary depending on:
Users are responsible for independently evaluating and validating any outputs before applying them in research publications, grant applications, or downstream analyses.
Covary was designed and validated primarily for alignment-free, translation-aware phylogenetic and phylogenomic analysis of genetic sequences. Its scope has specific boundaries that users must understand before applying it to their data.
The following limitations are known and documented as of the current stable release (v2.1) and beta release (v3.0.1). They do not represent defects but rather the current boundary conditions of the framework.
Covary uses a non-overlapping, frequency-independent k-mer encoding. This differs from conventional frequency-based k-mer approaches and may produce different distance rankings when compared against tools that use sliding-window or overlapping k-mer methods.
Covary processes DNA sequences (A, T, C, G). RNA inputs containing uracil (U) must be manually converted to thymine (T) prior to analysis. Sequences containing characters outside ATCG are filtered out by default when include_N = "no".
Very large datasets (thousands of long sequences) may exceed available RAM on free-tier Google Colab sessions (12–16 GB). v3.0.1 beta introduces improvements for chromosome-level sequences, but production-scale runs may still require a Colab Pro session or local GPU environment.
Covary's embedding-based distance works best when comparing sequences that share a common evolutionary origin. At kingdom-level or domain-level divergence (e.g., mixing bacteria with archaea and eukaryotes in a single run), cluster separation may become unreliable. Uniform, biologically coherent input datasets are strongly recommended.
t-SNE and UMAP projections are non-deterministic unless a fixed random_state is set. Even with a fixed seed, results may vary across different software versions or compute environments. Dendrograms from hierarchical clustering are deterministic given fixed input, but embedding-based spatial positions are not. For reproducible results, always record the random_state value used.
While Covary avoids multiple sequence alignment (MSA), some workflows — particularly identification tasks — implicitly benefit from a consistent sequence start position. The Seed Aligner toolkit is provided to standardize sequence start points. Omitting this pre-processing step on highly variable-start sequences may reduce resolution.
Formal head-to-head benchmarking against established phylogenetic tools (e.g., MEGA, IQ-TREE, RAxML, FastTree) is ongoing and limited to the datasets described in the published preprints. Covary should not be assumed to outperform or replace these tools universally — it addresses a different computational niche (alignment-free, large-scale, translation-aware) rather than directly competing on identical tasks.
Covary v2.1 and v3.0.1 beta are distributed as Google Colab notebooks and are dependent on Google's infrastructure, Python runtime availability, and session limits. There is currently no standalone desktop application, command-line package (pip/conda), or containerized deployment. Session disconnects, runtime resets, or Colab policy changes may interrupt analysis.
To the fullest extent permitted by applicable law, Marvin De los Santos, ChordexBio, and any contributors to the Covary project shall not be liable for any direct, indirect, incidental, special, consequential, or punitive damages arising from:
This limitation applies regardless of whether the liability is based on contract, tort, negligence, strict liability, or any other legal theory, even if the developer has been advised of the possibility of such damages.
If you use Covary in research that leads to a publication, presentation, or public dataset, please cite the primary reference:
Failure to cite does not void this disclaimer. Attribution is requested as a matter of academic integrity, not as a legal condition of use under the existing license.
Covary v1.0 – v2.0 is available under a limited non-commercial, for-research-only grant as maybe described in the some published Covary Licenses. Covary v2.1 and all subsequent versions require a valid license for all users regardless of location or affiliation.
Covary (v2.1 and above) is not open-use software. A license (FREE or paid) must be obtained prior to running Covary for any purpose. Three license tiers are available depending on your intended use:
Intended for structured evaluation of Covary's outputs against known datasets or reference methods. Suitable for researchers conducting formal benchmarking, tool comparison studies, or pre-adoption technical assessment within an institution.
For use in academic research, thesis work, graduate studies, classroom instruction, or non-commercial scientific inquiry. This includes participants in the Covary Research Program (CRP). Outputs may be used in publications and academic submissions with proper citation.
Required for any use of Covary within a for-profit organization, product development pipeline, consulting engagement, or revenue-generating activity — including internal R&D where outputs inform commercial decisions. Contact us to discuss terms.
Licenses are issued through official channels only. To request a license, reach out via either of the following:
Include your name, institution, intended use, and the license tier you are requesting. License grants are at the sole discretion of the developer and may include usage conditions specific to your project.
These Pro Terms supplement this Privacy + Disclaimer Notice and any applicable privacy terms governing Covary account use. By requesting a Pro quote, accepting a Pro quote, completing payment, or using Pro features, the user acknowledges and accepts this addendum.
Supplemental and protective interpretation. These Pro Terms are incorporated into the Covary terms of use as a formal addendum. If any term is interpreted alongside another Covary notice, disclaimer, quote, support message, payment record, or user-interface statement, the interpretation that more fully preserves Covary's research-only scope, warranty exclusions, liability limitations, infrastructure limitations, and codebase restrictions shall apply to the maximum extent permitted by law.
Research and educational access. Covary Pro is intended for research, educational, exploratory, and development use. Pro access is not intended for clinical, diagnostic, therapeutic, legal, forensic, regulatory, or production decision-making unless a separate written agreement expressly permits that use.
No guaranteed compute, availability, or run outcome. Pro payment grants increased hosted-application functionality such as queue priority, runtime augmentation, upload-limit expansion, private-by-default behavior, and storage configuration options. It is not a purchase of guaranteed compute capacity, dedicated infrastructure, guaranteed successful runs, uninterrupted availability, error-free processing, specific turnaround time, or guaranteed compatibility with any dataset, method, objective, publication, or downstream workflow.
No warranty of outputs. Covary outputs are computational and exploratory. Results depend on user-provided sequences, formatting, biological scope, server availability, third-party infrastructure, software dependencies, and interpretation context. Users remain solely responsible for independent validation, scientific interpretation, reproducibility checks, citation, and downstream decisions.
No infrastructure expansion obligation. Pro access does not obligate Covary, its developer, operators, affiliates, or infrastructure partners to expand Hugging Face Spaces, acquire additional servers, provide dedicated hardware, guarantee queue availability, maintain any particular server configuration, or increase the compute power of Covary's infrastructure unless separately quoted and agreed in writing.
No codebase or deployment license. Pro access is access to the hosted Covary application only. It does not grant ownership, source-code access, redistribution rights, sublicensing rights, reverse-engineering rights, model or pipeline reuse rights, white-label rights, embedded deployment rights, institutional deployment rights, commercial deployment rights, or access to Covary proprietary implementation details. Any codebase, API, institutional, self-hosted, commercial, white-label, or embedded use requires a separate written license.
Payment scope. Payment is for the quoted hosted Pro access tier and related app-level features. It is not payment for guaranteed scientific validity, guaranteed acceptance of outputs by journals, clients, collaborators, institutions, regulators, or funders, nor a guarantee that Covary is fit for any specific research or commercial purpose.
Access management. Covary may restrict, pause, revoke, refuse, or condition access for abusive behavior, excessive automated traffic, security risks, suspected credential sharing, unlawful activity, payment irregularities, terms violations, or uses outside the intended research and educational scope.
This Privacy + Disclaimer Notice, including the Pro Terms Addendum, may be updated at any time as Covary evolves. Significant changes will be noted in the release notes at /covary-releases. Continued use of Covary after changes constitutes acceptance of the updated notice.