MNE-Python

Projects that follow the best practices below can voluntarily self-certify and show that they've achieved an Open Source Security Foundation (OpenSSF) best practices badge.

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These are the Gold level criteria. You can also view the Passing or Silver level criteria.

        

 Basics 5/5

  • Identification

    MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python

  • Prerequisites


    The project MUST achieve a silver level badge. [achieve_silver]

  • Project oversight


    Mradi LAZIMA uwe na "bus factor" ya 2 au zaidi. (URL required) [bus_factor]

    At least McCloy (BDFL) and Larson (top contributor) satisfy this requirement:

    https://mne.tools/dev/development/governance.html#bdfl https://github.com/mne-tools/mne-python/graphs/contributors



    Mradi LAZIMA uwe na angalau wachangiaji wawili wasiohusika. (URL required) [contributors_unassociated]

    Larson (top contributor) is not affiliated with the next 6 top contributors (all of whom have more than 20k lines changed) from:

    https://github.com/mne-tools/mne-python/graphs/contributors


  • Other


    The project MUST include a license statement in each source file. This MAY be done by including the following inside a comment near the beginning of each file: SPDX-License-Identifier: [SPDX license expression for project]. [license_per_file]

    The top of each source file contains:

    License: BSD-3-Clause


  • Public version-controlled source repository


    The project's source repository MUST use a common distributed version control software (e.g., git or mercurial). [repo_distributed]

    Repository on GitHub, which uses git. git is distributed.



    The project MUST clearly identify small tasks that can be performed by new or casual contributors. (URL required) [small_tasks]

    The project MUST require two-factor authentication (2FA) for developers for changing a central repository or accessing sensitive data (such as private vulnerability reports). This 2FA mechanism MAY use mechanisms without cryptographic mechanisms such as SMS, though that is not recommended. [require_2FA]

    GitHub requires this.



    The project's two-factor authentication (2FA) SHOULD use cryptographic mechanisms to prevent impersonation. Short Message Service (SMS) based 2FA, by itself, does NOT meet this criterion, since it is not encrypted. [secure_2FA]

    GitHub 2FA uses Duo.


  • Coding standards


    Mradi LAZIMA uandike mahitaji yake ya kukagua msimbo, pamoja na jinsi ukaguzi wa nambari unafanywa, nini lazima ichunguzwe, na nini kinachohitajika ili ikubalike. (URL required) [code_review_standards]

    CIs are required to pass using GitHub branch protections. Code reviewers follow the contributing guideline in reviews (e.g., ensure there are tests):

    https://mne.tools/dev/development/contributing.html#mne-python-coding-conventions



    The project MUST have at least 50% of all proposed modifications reviewed before release by a person other than the author, to determine if it is a worthwhile modification and free of known issues which would argue against its inclusion [two_person_review]

    Nearly all non-trivial PRs are reviewed and merged by someone other than the author.


  • Working build system


    The project MUST have a reproducible build. If no building occurs (e.g., scripting languages where the source code is used directly instead of being compiled), select "not applicable" (N/A). (URL required) [build_reproducible]

    Scripting language.


  • Automated test suite


    A test suite MUST be invocable in a standard way for that language. (URL required) [test_invocation]

    The project MUST implement continuous integration, where new or changed code is frequently integrated into a central code repository and automated tests are run on the result. (URL required) [test_continuous_integration]

    The project MUST have FLOSS automated test suite(s) that provide at least 90% statement coverage if there is at least one FLOSS tool that can measure this criterion in the selected language. [test_statement_coverage90]

    The project MUST have FLOSS automated test suite(s) that provide at least 80% branch coverage if there is at least one FLOSS tool that can measure this criterion in the selected language. [test_branch_coverage80]
  • Use basic good cryptographic practices

    Note that some software does not need to use cryptographic mechanisms. If your project produces software that (1) includes, activates, or enables encryption functionality, and (2) might be released from the United States (US) to outside the US or to a non-US-citizen, you may be legally required to take a few extra steps. Typically this just involves sending an email. For more information, see the encryption section of Understanding Open Source Technology & US Export Controls.

    The software produced by the project MUST support secure protocols for all of its network communications, such as SSHv2 or later, TLS1.2 or later (HTTPS), IPsec, SFTP, and SNMPv3. Insecure protocols such as FTP, HTTP, telnet, SSLv3 or earlier, and SSHv1 MUST be disabled by default, and only enabled if the user specifically configures it. If the software produced by the project does not support network communications, select "not applicable" (N/A). [crypto_used_network]


    The software produced by the project MUST, if it supports or uses TLS, support at least TLS version 1.2. Note that the predecessor of TLS was called SSL. If the software does not use TLS, select "not applicable" (N/A). [crypto_tls12]

  • Secured delivery against man-in-the-middle (MITM) attacks


    The project website, repository (if accessible via the web), and download site (if separate) MUST include key hardening headers with nonpermissive values. (URL required) [hardened_site]

    GitHub hasn't fixed this for years:

    https://github.com/orgs/community/discussions/4444

    We could maybe remove the pages and recreate them, but it seems risky. // X-Content-Type-Options was not set to "nosniff".


  • Other security issues


    The project MUST have performed a security review within the last 5 years. This review MUST consider the security requirements and security boundary. [security_review]

    We considered these issues in 2023 when bandit was added.



    Hardening mechanisms MUST be used in the software produced by the project so that software defects are less likely to result in security vulnerabilities. (URL required) [hardening]

    No HTTP header use or compilation.


  • Dynamic code analysis


    The project MUST apply at least one dynamic analysis tool to any proposed major production release of the software produced by the project before its release. [dynamic_analysis]

    Happens on every commit (including those tagged as release): "an automated test suite with at least 80% branch coverage" pytest + pytest-cov:

    https://app.codecov.io/gh/mne-tools/mne-python



    The project SHOULD include many run-time assertions in the software it produces and check those assertions during dynamic analysis. [dynamic_analysis_enable_assertions]

    There are assert statements in the code that can be skipped by python -O. There are also many input and output validation in the production code. See for example tests that use with pytest.raises(...).



This data is available under the Creative Commons Attribution version 3.0 or later license (CC-BY-3.0+). All are free to share and adapt the data, but must give appropriate credit. Please credit Daniel McCloy and the OpenSSF Best Practices badge contributors.

Project badge entry owned by: Daniel McCloy.
Entry created on 2023-08-29 20:28:45 UTC, last updated on 2023-11-17 14:52:49 UTC. Last achieved passing badge on 2023-11-06 14:37:58 UTC.

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