Public recordModerate
Software health reportschema 0.26.0 · metrics 1.13.0 · 2026-07-22 01:35 UTC
lmfit / uncertainties
Transparent calculations with uncertainties on the quantities involved (aka "error propagation"); calculation of derivatives.
lmfit/uncertainties holds a health index of 61 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (85/100) and lowest on AI Readiness (45/100). It was last updated 20 days ago. A single contributor accounts for most of its recent work.
61
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
61
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
Ownership
lmfitOrganization
34 followers5 public repossince Dec 2013
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | uncertainties | 3.2.3 | - | 81 | 456 days ago | error-propagationuncertaintiesuncertainty-calculationsstandard-deviationderivativespartial-derivativesdifferentiation |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
52
Development activity
46At risk
How it's scored
| 28.8/36 | Push recency — last push 20 days ago |
| 4.2/36 | Commit cadence — 6/52 weeks with commits |
| 11.5/18 | Commit volume — 18 commits in the last year |
| 2/10 | OpenSSF Scorecard: Maintained — 2 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 2 |
Inputs used
| commits_last_year | 18 |
| human_commit_share | 1 |
| days_since_last_push | 20 |
| active_weeks_last_year | 6 |
Release discipline
62Moderate
How it's scored
| 27/27 | Ships releases — 21 releases published |
| 16.2/36 | Release recency — latest release 193 days ago |
| 12.6/27 | Release cadence — a release every ~261.1 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 21 |
| latest_release_tag | 3.2.4 |
| releases_from_tags | no |
| days_since_latest_release | 193 |
| mean_days_between_releases | 261.1 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
60
Popularity & adoption
67Moderate
How it's scored
| 45.9/60 | Stars — 672 stars |
| 16.1/25 | Forks — 86 forks |
| 5.3/15 | Watchers — 10 watchers |
Inputs used
| forks | 86 |
| stars | 672 |
| watchers | 10 |
| growth_state | organic |
| growth_factor_pct | 100 |
Community health
51Moderate
How it's scored
| 22.5/22.5 | README |
| 16.9/22.5 | License — license file present, not a recognized license |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | yes |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
58
Maintainer resilience (bus factor)
34At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 1.1/22.5 | Commit distribution — top contributor authored 95% of commits |
| 13.5/13.5 | Contributor breadth — 24 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 16 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 24 |
| top_contributor_share | 0.951 |
How it's scored
| 27.6/46.8 | Issue resolution — 59% of issues closed |
| 27.2/38.3 | PR acceptance — 94/132 decided PRs merged |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Inputs used
| merged_prs | 94 |
| open_issues | 77 |
| closed_issues | 111 |
| issue_closed_ratio | 0.59 |
| closed_unmerged_prs | 38 |
Ownership & stewardship
59Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 11.1/25 | Owner reach — 34 followers of lmfit |
| 17.7/25 | Track record — 5 public repos, account ~12 yr old |
Inputs used
| followers | 34 |
| owner_type | Organization |
| is_verified | — |
| owner_login | lmfit |
| public_repos | 5 |
| account_age_days | 4,601 |
Package maintenance
79Good
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 14/35 | Publish recency — latest publish 456 days ago |
| 20/20 | Version history — 81 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | uncertainties |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 456 |
Engineering Quality
Are baseline engineering and documentation practices in place?
85
Engineering practices
82Good
How it's scored
| 24/24 | CI workflows — 3 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 8/20 | OpenSSF Scorecard: CI-Tests — 5 out of 12 merged PRs checked by a CI test -- score normalized to 4 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — http://uncertainties.readthedocs.io/ |
| 10/10 | Repository description |
| 10/10 | Topics — 5 topics |
| 0/10 | Wiki |
Inputs used
| topics | uncertainties, error-propagation, differentiation, autodiff, autodifferentiation |
| has_wiki | no |
| homepage | http://uncertainties.readthedocs.io/ |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
50
Security posture
50Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 1/2.5 | CI-Tests — 5 out of 12 merged PRs checked by a CI test -- score normalized to 4 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 16 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.2/2.5 | License — license file detected |
| 1.5/7.5 | Maintained — 2 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 2 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 5 |
Excluded from scoring (no data or not applicable): branch_protection, signed_releases. Remaining weights renormalized.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
45
Agent context & guidance
32At risk
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 32.5/40 | Legible commit history — 61 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.61 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Verify loop (build / test / typecheck)
51Moderate
How it's scored
| 18/18 | One-command bootstrap — doc/Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 0/11 | Static type checking |
| 0/10 | Reproducible environment |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 100 |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | doc/Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Code legibility for models
55Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 55/55 | Manageable file sizes — 0/21 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 42,719 |
| source_files_sampled | 21 |
| oversized_source_files | 0 |
Key facts
672GitHub stars
24contributors
18commits, last 12 months
20days since last push
21releases
1bus factor
77open issues
PyPIpackage ecosystems
Data collection warnings
- No resolved dependencies carried a version and a supported ecosystem
More detail
Star and fork history 672 ★ / 86 ⇿
672Stars
86Forks
21Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Major 0Minor 1Patch 17
Each point covers 15 days.
OpenSSF Scorecard 5.0 / 10
5.0aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| n/a | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 4 | CI-Tests | 5 out of 12 merged PRs checked by a CI test -- score normalized to 4 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 16 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 9 | License | license file detected |
| 2 | Maintained | 2 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 2 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
All dependencies 1
Full resolved dependency set from the GitHub dependency graph: 0 direct and 1 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | - | — | indirect |
Dependency advisories not assessed
Advisory matching could not run for this report: No resolved dependencies carried a version and a supported ecosystem
Raw JSON report machine-readable
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"headline": "Refactor `test_ufloat_from_str` (#320)",
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"headline": "mark __bool__ as deprecated (#316)",
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"body": "Using a Unicode en dash to separate years in the Sphinx `copyright`\noption results in unreproducible builds (in the sense of\nhttps://reproducible-builds.org/), because Sphinx's special handling of\n`SOURCE_DATE_EPOCH` only works when the separator is an ASCII hyphen.\nThe Sphinx developers seem to hav\n[…]\n[x] Executed `pre-commit run --all-files` with no errors\n- [N/A] The change is fully covered by automated unit tests\n- [N/A] Documented in docs/ as appropriate\n- [x] Added an entry to the CHANGES file",
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"body": "With this change, the warning will show the caller's location instead of\nthe location in `ufloat()` where the warning is generated.\n\nI ran into some std_dev==0 warnings in a project I work on, partly from\nlmfit (like reported\n[here](https://github.com/lmfit/lmfit-py/issues/999)) and partly local\nto \n[…]\n)\n- [ ] Executed `pre-commit run --all-files` with no errors\n- [ ] The change is fully covered by automated unit tests\n- [ ] Documented in docs/ as appropriate\n- [ ] Added an entry to the CHANGES file",
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"headline": "Increase the stacklevel of the std_dev==0 warning (#305)",
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"headline": "Release 3.2.3 (#303)",
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"is_bot": false,
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"is_bot": false,
"headline": "Mark comparison operations as deprecated (#299)",
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"oid": "a3199dc633f0544553d2ca7c02d18be0d65d027b",
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"headline": "Raise a warning for `std_dev==0` (#300)",
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"is_bot": false,
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"headline": "test deprecation message",
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"body": "- [x] Closes #291\n- [x] Executed `pre-commit run --all-files` with no errors\n- [x] The change is fully covered by automated unit tests\n- [x] Documented in docs/ as appropriate\n- [ ] Added an entry to the CHANGES file\n\nSummary of goals:\n\n- Changes all power tests to use `pytest.mark.parametrize`. Hop\n[…]\nor `pow` and `umath_core.pow` in a `test_power.py`\nmodule to get some code re-use and to combine similar tests rather than\nspread them across modules\n- Remove `pow` test code from `helpers.py` module.",
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"body": "Fixed the edge case of having super-small (but non-zero) AffineFunc\nexpressed as str.\n\n- [x] Closes #135 \n- [x] Executed `pre-commit run --all-files` with no errors\n- [x] The change is fully covered by automated unit tests\n- [x] Documented in docs/ as appropriate\n- [x] Added an entry to the CHANGES file",
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"headline": "Fix typos in `ufloat_fromstr` doctring examples (#286)",
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"body": "… (#280)\n\n- [x] Closes #279\r\n- [ ] Executed `pre-commit run --all-files` with no errors\r\n- [ ] The change is fully covered by automated unit tests\r\n- [ ] Documented in docs/ as appropriate\r\n- [ ] Added an entry to the CHANGES file",
"is_bot": false,
"headline": "Add back `make.bat` for building docs and running doctests on Windows…",
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"body": "- [x] Closes #274 \r\n- [x] Executed `pre-commit run --all-files` with no errors\r\n- [x] The change is fully covered by automated unit tests\r\n- [x] Documented in docs/ as appropriate\r\n- [x] Added an entry to the CHANGES file\r\n\r\nadd a performance benchmark test. This test is important especially to\r\nensure #262 doesn't introduce a performance regression.\r\n\r\n---------\r\n\r\nCo-authored-by: andrewgsavage <andrewgsavage@gmail.com>",
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"headline": "Add performance test (#275)",
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"headline": "Change how `numpy` behaves as an optional import (#268)",
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"is_bot": false,
"headline": "Make codecov pull requests informational only (#269)",
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"headline": "Fix typo: Liittle -> Little (#264)",
"author_name": "thomas",
"author_login": "thomascamminady",
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{
"oid": "bb98e982e21b215e40edd7849995f80bdebc36b5",
"body": "- [x] Closes #254 (insert issue number)\r\n- [x] Executed `pre-commit run --all-files` with no errors\r\n- [x] The change is fully covered by automated unit tests\r\n- [x] Documented in docs/ as appropriate\r\n- [x] Added an entry to the CHANGES file\r\n\r\nReadthedocs are still not building. I would like to te\n[…]\nuncertainties package\r\n- Go to \"Admin\"\r\n- Go to tab for \"Maintainers\" \r\n- Add maintainers by user name. I can be added under the username\r\njagerber48. If you add me I would be happy to add the others.",
"is_bot": false,
"headline": "Fix readthedocs build (#261)",
"author_name": "Justin Gerber",
"author_login": "jagerber48",
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"oid": "ce1626907053ba9704ef09e7bdf523351282b177",
"body": "…rwrites (#167)\n\nThis PR\r\n\r\n- Moves formatting code into a `test_formatting.py` module\r\n- Refactors `test_format` to use `pytest.mark.parametrize`. This solves\r\n#162 since cases are no longer stored as dict keys (which were\r\naccidentally repeated). Now each case is a 4-tuple. Previously test\r\ncases \n[…]\n into a list\r\nof tuples. In this case elements of the list are tuples whose first\r\nelement is a value/uncertainty pair tuple and whose second element is a\r\ndict of format string/expected output pairs.",
"is_bot": false,
"headline": "Convert `tests` from dict of dicts to list of tuples to avoid key ove…",
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{
"oid": "f097015634e4a6ec8c1bea77e9743533f88a38d9",
"body": "- [x] Closes #254\r\n- [x] Executed `pre-commit run --all-files` with no errors\r\n- [x] The change is fully covered by automated unit tests\r\n- [x] Documented in docs/ as appropriate\r\n- [ ] Added an entry to the CHANGES file\r\n\r\n\r\nThis changes the readthedocs config to install uncertainties and\r\ndependencies with `pip install \".[all]\"`.",
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"headline": "have readthedocs install with , drop requirements files (#255)",
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"is_bot": false,
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"is_bot": false,
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"is_bot": false,
"headline": "remove 1to2 and deprecations (#214)",
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"is_bot": false,
"headline": "Transition from setup.py to pyproject.toml (#199)",
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"body": "This change does not modify any code, so the codebase is still actually\r\ncompatible with Python 2.7 through 3.7, but it gives the project the\r\nfreedom to make incompatible changes with versions in that range in\r\nsubsequent commits.\r\n\r\nA note in the documentation states that compatibility with earlier\r\nversions could be considered if there is user demand.\r\n\r\n---------\r\n\r\nCo-authored-by: Matt Newville <newville@cars.uchicago.edu>",
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"headline": "Drop official support for Python versions before 3.8 (#200)",
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"body": "See\r\nhttps://github.com/lmfit/uncertainties/pull/194#discussion_r1517622906\r\n\r\nTest the correct url [here on my\r\nfork](https://github.com/jagerber48/uncertainties/tree/bugfix/build_badge_url).",
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"headline": "Fix the url in the \"build\" badge in the readme (#197)",
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"body": "This job succeeds only if all the test jobs succeed. It allows us to\r\nmark it as required for merging a PR rather than requiring every\r\nindividual job.",
"is_bot": false,
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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"report_type": "repository",
"generated_at": "2026-07-22T01:35:45.933700Z",
"schema_version": "0.26.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/l/lmfit/uncertainties.svg",
"full_name": "lmfit/uncertainties",
"license_state": "custom",
"license_spdx": null
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.26.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.