PyPI mbe-eval @0.4.0

score

0.5434 med

flagged 2026-07-17 17:16

signals by category

identity 1 topology 1 enrichment 1

maintainers added: Aparajeet Shadangi <aparajeet.shadangi@proton.me>

package profile →

amplifiers co-occurring signal pairs that lift the final score

repository_url_changed + maintainer_email_changed: repo ownership claim shifted during identity churn (+0.10)

Signals fired

signal	weight	rationale
identity
maintainer_email_changed	0.7	new identity email(s): ['Aparajeet Shadangi <aparajeet.shadangi@proton.me>']
topology
repository_url_changed	0.7	'https://github.com/AparajeetS/marginal-baseline-eval' -> 'https://github.com/AparajeetS/marginal-baseline-eval/blob/master/docs/README.md'
enrichment
repo_too_new_for_version_history	0.7	claimed repo created 25d ago but package has 6 versions (expect >= 46d for that history)

Prior profile (what it deviated from)

{
  "had_install_script": false,
  "maintainers": [
    "aparajeet.shadangi@proton.me"
  ],
  "versions": 5
}

Evidence (package doc at flag time)

{
  "author_email": "Aparajeet Shadangi <aparajeet.shadangi@proton.me>",
  "classifiers": [
    "Development Status :: 3 - Alpha",
    "Intended Audience :: Developers",
    "Intended Audience :: Science/Research",
    "Operating System :: OS Independent",
    "Programming Language :: Python :: 3",
    "Programming Language :: Python :: 3.10",
    "Programming Language :: Python :: 3.11",
    "Programming Language :: Python :: 3.12",
    "Programming Language :: Python :: 3.13",
    "Programming Language :: Python :: 3.14",
    "Programming Language :: Python :: 3.9",
    "Topic :: Scientific/Engineering :: Artificial Intelligence",
    "Topic :: Software Development :: Quality Assurance"
  ],
  "home_page": null,
  "last_serial": 39112796,
  "latest_version": "0.4.0",
  "maintainer_email": null,
  "num_versions": 6,
  "project_urls": {
    "Documentation": "https://github.com/AparajeetS/marginal-baseline-eval/blob/master/docs/README.md",
    "Evidence": "https://github.com/AparajeetS/marginal-baseline-eval/blob/master/SUPPORTING_EVIDENCE.md",
    "Homepage": "https://github.com/AparajeetS/marginal-baseline-eval",
    "Issues": "https://github.com/AparajeetS/marginal-baseline-eval/issues",
    "Kaggle notebook": "https://www.kaggle.com/code/aparajeetshadangi/audit-ml-training-metrics-with-mbe",
    "Replication protocol": "https://github.com/AparajeetS/marginal-baseline-eval/blob/master/docs/INDEPENDENT_REPLICATION_PROTOCOL.md",
    "Research program": "https://github.com/AparajeetS/marginal-baseline-eval/blob/master/docs/MBE_2_RESEARCH_PROGRAM.md",
    "Source": "https://github.com/AparajeetS/marginal-baseline-eval"
  },
  "requires_dist_count": 16,
  "signal_details": {
    "_amplifiers": [
      "repository_url_changed + maintainer_email_changed: repo ownership claim shifted during identity churn (+0.10)"
    ],
    "maintainer_email_changed": "new identity email(s): ['Aparajeet Shadangi <aparajeet.shadangi@proton.me>']",
    "repo_too_new_for_version_history": "claimed repo created 25d ago but package has 6 versions (expect >= 46d for that history)",
    "repository_url_changed": "'https://github.com/AparajeetS/marginal-baseline-eval' -> 'https://github.com/AparajeetS/marginal-baseline-eval/blob/master/docs/README.md'"
  },
  "yanked": false,
  "yanked_reason": null
}