Builds a graph of a Python project's internal dependencies.
python-grimp/grimp holds a health index of 68 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (91/100) and lowest on AI Readiness (56/100). It was last updated 17 days ago. A single contributor accounts for most of its recent work.
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.
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.
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| PyPI | grimp | 3.15 | 11,686,100 | 50 | 17 days ago |
Is the project alive — is code being written and are releases shipping?
| 28.8/36 | Push recency — last push 17 days ago |
| 12.5/36 | Commit cadence — 18/52 weeks with commits |
| 18/18 | Commit volume — 157 commits in the last year |
| 7/10 | OpenSSF Scorecard: Maintained — 9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7 |
| commits_last_year | 157 |
| human_commit_share | — |
| days_since_last_push | 17 |
| active_weeks_last_year | 18 |
| 16.2/27 | Ships releases — 8 version tags (no GitHub releases) |
| 7.2/36 | Release recency — latest release 452 days ago |
| 12.6/27 | Release cadence — a release every ~332.4 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
| releases_count | 8 |
| latest_release_tag | v3.8.2 |
| releases_from_tags | yes |
| days_since_latest_release | 452 |
| mean_days_between_releases | 332.4 |
Does the project have users, downloads, attention, and a welcoming setup for contributors?
| 34/60 | Stars — 126 stars |
| 11.3/25 | Forks — 24 forks |
| 1.7/15 | Watchers — 3 watchers |
| forks | 24 |
| stars | 126 |
| watchers | 3 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (BSD-2-Clause) |
| 18/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | yes |
| 80/80 | Monthly downloads — 11,686,100 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
| packages | grimp |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 11,686,100 |
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 4.3/22.5 | Commit distribution — top contributor authored 81% of commits |
| 13.5/13.5 | Contributor breadth — 13 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations |
| bus_factor | 1 |
| contributors_sampled | 13 |
| top_contributor_share | 0.811 |
| 36.8/46.8 | Issue resolution — 79% of issues closed |
| 31.3/38.3 | PR acceptance — 175/214 decided PRs merged |
| 10.5/15 | OpenSSF Scorecard: Code-Review — Found 18/23 approved changesets -- score normalized to 7 |
| merged_prs | 175 |
| open_issues | 19 |
| closed_issues | 70 |
| issue_closed_ratio | 0.787 |
| closed_unmerged_prs | 39 |
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 0/25 | Owner reach — 0 followers of python-grimp |
| 3.7/25 | Track record — 1 public repos, account ~0 yr old |
| followers | 0 |
| owner_type | Organization |
| is_verified | — |
| owner_login | python-grimp |
| public_repos | 1 |
| account_age_days | 270 |
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 17 days ago |
| 20/20 | Version history — 50 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
| packages | grimp |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 17 |
Are baseline engineering and documentation practices in place?
| 24/24 | CI workflows — 2 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — ruff.toml |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 18/20 | OpenSSF Scorecard: CI-Tests — 21 out of 22 merged PRs checked by a CI test -- score normalized to 9 |
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://grimp.readthedocs.io |
| 10/10 | Repository description |
| 0/10 | Topics |
| 10/10 | Wiki |
| topics | — |
| has_wiki | yes |
| homepage | https://grimp.readthedocs.io |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.2/2.5 | CI-Tests — 21 out of 22 merged PRs checked by a CI test -- score normalized to 9 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 5.2/7.5 | Code-Review — Found 18/23 approved changesets -- score normalized to 7 |
| 2.5/2.5 | Contributors — project has 4 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 5.2/7.5 | Maintained — 9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7 |
| 0/5 | Packaging — no data |
| 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 |
| 6.8/7.5 | Vulnerabilities — 1 existing vulnerabilities detected |
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 5.6 |
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 0/25 | Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
| source | osv |
| advisories | 55 |
| affected_packages | 4 |
| assessed_packages | 118 |
| unassessed_packages | 14 |
| affected_by_severity | critical 1, moderate 2, unknown 1 |
| direct_affected_packages | 0 |
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.
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
| 18/18 | One-command bootstrap — docs/Makefile, justfile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — ruff.toml |
| 11/11 | Static type checking — mypy.ini, src/grimp/py.typed |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| has_nix | no |
| has_tests | yes |
| lockfiles | Cargo.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | docs/Makefile, justfile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | mypy.ini, src/grimp/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
| 27/45 | Type-checkable code — Python with type-check config (mypy.ini, src/grimp/py.typed) |
| 55/55 | Manageable file sizes — 0/145 source files over 60KB |
| primary_language | Python |
| largest_source_bytes | 39,728 |
| source_files_sampled | 145 |
| oversized_source_files | 0 |
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 |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 9 | CI-Tests | 21 out of 22 merged PRs checked by a CI test -- score normalized to 9 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 7 | Code-Review | Found 18/23 approved changesets -- score normalized to 7 |
| 10 | Contributors | project has 4 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 7 | Maintained | 9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7 |
| n/a | Packaging | packaging workflow not 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 |
| 9 | Vulnerabilities | 1 existing vulnerabilities detected |
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| crates.io | rayon | 1.11 | rust/Cargo.toml |
| crates.io | bimap | 0.6.3 | rust/Cargo.toml |
| crates.io | slotmap | 1.0.7 | rust/Cargo.toml |
| crates.io | getset | 0.1.6 | rust/Cargo.toml |
| crates.io | derive-new | 0.7.0 | rust/Cargo.toml |
| crates.io | string-interner | 0.19.0 | rust/Cargo.toml |
| crates.io | thiserror | 2.0.16 | rust/Cargo.toml |
| crates.io | itertools | 0.14.0 | rust/Cargo.toml |
| crates.io | tap | 1.0.1 | rust/Cargo.toml |
| crates.io | rustc-hash | 2.1.1 | rust/Cargo.toml |
| crates.io | indexmap | 2.11.0 | rust/Cargo.toml |
| crates.io | regex | 1.11.2 | rust/Cargo.toml |
| crates.io | const_format | 0.2.34 | rust/Cargo.toml |
| crates.io | ruff_python_parser | — | rust/Cargo.toml |
| crates.io | ruff_python_ast | — | rust/Cargo.toml |
| crates.io | ruff_source_file | — | rust/Cargo.toml |
| crates.io | serde | 1.0 | rust/Cargo.toml |
| crates.io | serde_json | 1.0.137 | rust/Cargo.toml |
| crates.io | serde_yaml | 0.9 | rust/Cargo.toml |
| crates.io | unindent | 0.2.4 | rust/Cargo.toml |
| crates.io | encoding_rs | 0.8.35 | rust/Cargo.toml |
| crates.io | pyo3 | 0.29.0 | rust/Cargo.toml |
Full resolved dependency set from the GitHub dependency graph: 24 direct and 108 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| crates.io | bimap | 0.6.3 | direct |
| crates.io | const_format | 0.2.36 | direct |
| crates.io | derive-new | 0.7.0 | direct |
| crates.io | encoding_rs | 0.8.35 | direct |
| crates.io | getset | 0.1.7 | direct |
| crates.io | indexmap | 1.9.3 | direct |
| crates.io | indexmap | 2.14.0 | direct |
| crates.io | itertools | 0.14.0 | direct |
| crates.io | itertools | 0.15.0 | direct |
| crates.io | pyo3 | 0.29.0 | direct |
| crates.io | rayon | 1.12.0 | direct |
| crates.io | regex | 1.12.4 | direct |
| crates.io | ruff_python_ast | 0.0.3 | direct |
| crates.io | ruff_python_parser | 0.0.3 | direct |
| crates.io | ruff_source_file | 0.0.3 | direct |
| crates.io | rustc-hash | 2.1.3 | direct |
| crates.io | serde | 1.0.228 | direct |
| crates.io | serde_json | 1.0.150 | direct |
| crates.io | serde_yaml | 0.9.34+deprecated | direct |
| crates.io | slotmap | 1.1.1 | direct |
| crates.io | string-interner | 0.19.0 | direct |
| crates.io | tap | 1.0.1 | direct |
| crates.io | thiserror | 2.0.18 | direct |
| crates.io | unindent | 0.2.4 | direct |
| crates.io | aho-corasick | 1.1.4 | indirect |
| crates.io | arrayvec | 0.7.8 | indirect |
| crates.io | attribute-derive | 0.10.5 | indirect |
| crates.io | attribute-derive-macro | 0.10.5 | indirect |
| crates.io | autocfg | 1.5.1 | indirect |
| crates.io | bitflags | 2.13.0 | indirect |
| crates.io | bstr | 1.12.3 | indirect |
| crates.io | castaway | 0.2.4 | indirect |
| crates.io | cfg-if | 1.0.4 | indirect |
| crates.io | collection_literals | 1.0.3 | indirect |
| crates.io | compact_str | 0.9.1 | indirect |
| crates.io | const_format_proc_macros | 0.2.34 | indirect |
| crates.io | crossbeam-deque | 0.8.6 | indirect |
| crates.io | crossbeam-epoch | 0.9.18 | indirect |
| crates.io | crossbeam-utils | 0.8.21 | indirect |
| crates.io | derive-where | 1.6.1 | indirect |
| crates.io | either | 1.16.0 | indirect |
| crates.io | equivalent | 1.0.2 | indirect |
| crates.io | foldhash | 0.1.5 | indirect |
| crates.io | get-size-derive2 | 0.10.1 | indirect |
| crates.io | get-size2 | 0.10.1 | indirect |
| crates.io | getopts | 0.2.24 | indirect |
| crates.io | getrandom | 0.2.17 | indirect |
| crates.io | hashbrown | 0.12.3 | indirect |
| crates.io | hashbrown | 0.15.5 | indirect |
| crates.io | hashbrown | 0.17.1 | indirect |
| crates.io | heck | 0.5.0 | indirect |
| crates.io | interpolator | 0.5.0 | indirect |
| crates.io | is-macro | 0.3.7 | indirect |
| crates.io | itoa | 1.0.18 | indirect |
| crates.io | konst | 0.2.20 | indirect |
| crates.io | konst_macro_rules | 0.2.19 | indirect |
| crates.io | libc | 0.2.186 | indirect |
| crates.io | log | 0.4.33 | indirect |
| crates.io | manyhow | 0.11.4 | indirect |
| crates.io | manyhow-macros | 0.11.4 | indirect |
| crates.io | memchr | 2.8.2 | indirect |
| crates.io | once_cell | 1.21.4 | indirect |
| crates.io | ordermap | 1.2.0 | indirect |
| crates.io | parameterized | 2.0.0 | indirect |
| crates.io | parameterized-macro | 2.0.0 | indirect |
| crates.io | phf | 0.11.3 | indirect |
| crates.io | phf_codegen | 0.11.3 | indirect |
| crates.io | phf_generator | 0.11.3 | indirect |
| crates.io | phf_shared | 0.11.3 | indirect |
| crates.io | portable-atomic | 1.13.1 | indirect |
| crates.io | ppv-lite86 | 0.2.21 | indirect |
| crates.io | proc-macro-utils | 0.10.0 | indirect |
| crates.io | proc-macro2 | 1.0.106 | indirect |
| crates.io | pyo3-build-config | 0.29.0 | indirect |
| crates.io | pyo3-ffi | 0.29.0 | indirect |
| crates.io | pyo3-macros | 0.29.0 | indirect |
| crates.io | pyo3-macros-backend | 0.29.0 | indirect |
| crates.io | quote | 1.0.46 | indirect |
| crates.io | quote-use | 0.8.4 | indirect |
| crates.io | quote-use-macros | 0.8.4 | indirect |
| crates.io | rand | 0.8.6 | indirect |
| crates.io | rand_chacha | 0.3.1 | indirect |
| crates.io | rand_core | 0.6.4 | indirect |
| crates.io | rayon-core | 1.13.0 | indirect |
| crates.io | regex-automata | 0.4.14 | indirect |
| crates.io | regex-syntax | 0.8.11 | indirect |
| crates.io | ruff_python_trivia | 0.0.3 | indirect |
| crates.io | ruff_text_size | 0.0.3 | indirect |
| crates.io | rustversion | 1.0.22 | indirect |
| crates.io | ryu | 1.0.23 | indirect |
| crates.io | serde_core | 1.0.228 | indirect |
| crates.io | serde_derive | 1.0.228 | indirect |
| crates.io | siphasher | 1.0.3 | indirect |
| crates.io | smallvec | 1.15.2 | indirect |
| crates.io | static_assertions | 1.1.0 | indirect |
| crates.io | syn | 2.0.118 | indirect |
| crates.io | target-lexicon | 0.13.5 | indirect |
| crates.io | thin-vec | 0.2.18 | indirect |
| crates.io | thiserror-impl | 2.0.18 | indirect |
| crates.io | tinyvec | 1.11.0 | indirect |
| crates.io | tinyvec_macros | 0.1.1 | indirect |
| crates.io | unicode-ident | 1.0.24 | indirect |
| crates.io | unicode-normalization | 0.1.25 | indirect |
| crates.io | unicode-width | 0.2.2 | indirect |
| crates.io | unicode-xid | 0.2.6 | indirect |
| crates.io | unicode_names2 | 1.3.0 | indirect |
| crates.io | unicode_names2_generator | 1.3.0 | indirect |
| crates.io | unsafe-libyaml | 0.2.11 | indirect |
| crates.io | version_check | 0.9.5 | indirect |
| crates.io | wasi | 0.11.1+wasi-snapshot-preview1 | indirect |
| crates.io | zerocopy | 0.8.52 | indirect |
| crates.io | zerocopy-derive | 0.8.52 | indirect |
| crates.io | zmij | 1.0.21 | indirect |
| PyPI | django | 4.2.17 | indirect |
| PyPI | flask | 3.0.3 | indirect |
| PyPI | google-cloud-audit-log | 0.3.0 | indirect |
| PyPI | import-linter | — | indirect |
| PyPI | maturin | — | indirect |
| PyPI | mypy | — | indirect |
| PyPI | pre-commit | — | indirect |
| PyPI | pytest | — | indirect |
| PyPI | pytest-benchmark | — | indirect |
| PyPI | pytest-codspeed | — | indirect |
| PyPI | pytest-stub | — | indirect |
| PyPI | pyyaml | — | indirect |
| PyPI | requests | 2.32.3 | indirect |
| PyPI | ruff | — | indirect |
| PyPI | sphinx | — | indirect |
| PyPI | sphinx-rtd-theme | — | indirect |
| PyPI | sqlalchemy | 2.0.35 | indirect |
| PyPI | syrupy | — | indirect |
| PyPI | types-pyyaml | — | indirect |
This repository publishes no package the index resolves, so its own dependency graph was assessed — 118 packages, which also include development and test pins that never ship: 4 carry known advisories, of which 0 are direct. 14 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.
| Package | Version | Relation | Severity | Advisories | Fixed in |
|---|---|---|---|---|---|
| django | 4.2.17 | indirect | critical | 48 | 6.0.4 |
| flask | 3.0.3 | indirect | moderate | 2 | 3.1.3 |
| requests | 2.32.3 | indirect | moderate | 4 | 2.33.0 |
| crossbeam-epoch | 0.9.18 | indirect | unknown | 1 | 0.9.20 |
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
{
"data": {
"repo": {
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},
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},
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"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
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"exists": true,
"license": "BSD 2-Clause License",
"keywords": [
"Development Status :: 5 - Production/Stable",
"Intended Audience :: Developers",
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"Operating System :: POSIX",
"Operating System :: Unix",
"Programming Language :: Python",
"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 :: Implementation :: CPython",
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"versions_count": 50,
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"monthly_downloads": 11686100,
"first_published_at": "2018-12-10T14:58:21.941791Z",
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}
]
},
"popularity": {
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"stars": 126,
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},
"ai_readiness": {
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"example_dirs": [],
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"bootstrap_files": [
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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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"key": "community_health",
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"key": "license",
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"code": "license_spdx",
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}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 17 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 17
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}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "50 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 50
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "excellent",
"name": "Engineering Quality",
"value": 91,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 92,
"inputs": {
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"has_linter_config": true,
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"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "2 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
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"count": 2
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}
],
"max_points": 24
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{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": "ruff.toml",
"points": 16,
"status": "met",
"details": [
{
"code": "file_list",
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"files": "ruff.toml"
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}
],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "21 out of 22 merged PRs checked by a CI test -- score normalized to 9",
"points": 18,
"status": "partial",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [],
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"homepage": "https://grimp.readthedocs.io",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://grimp.readthedocs.io",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 65,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 56,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 5.6
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection is not maximal on development and all release branches",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "21 out of 22 merged PRs checked by a CI test -- score normalized to 9",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 18/23 approved changesets -- score normalized to 7",
"points": 5.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 4 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7",
"points": 5.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "1 existing vulnerabilities detected",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 118 resolved dependencies against OSV; 14 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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"no_advisories_left_outstanding"
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}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_repository",
"params": {
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}
},
{
"code": "advisories_unassessed",
"params": {
"count": 14
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
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"advisories": 55,
"affected_packages": 4,
"assessed_packages": 118,
"unassessed_packages": 14,
"affected_by_severity": "critical 1, moderate 2, unknown 1",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "transitive set not separable from development and test dependencies in this scope",
"points": 0,
"status": "excluded",
"details": [
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"code": "advisories_scope_not_separable",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 118,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
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"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 7
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 56,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 1,
"inputs": {
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"legible_history_share": null,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
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"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "excellent",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
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"value": 88,
"inputs": {
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"lockfiles": [
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"bootstrap_files": [
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"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "docs/Makefile, justfile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "docs/Makefile, justfile"
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}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": "ruff.toml",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "ruff.toml"
}
}
],
"max_points": 11
},
{
"key": "static_type_checking",
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"detail": "mypy.ini, src/grimp/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "mypy.ini, src/grimp/py.typed"
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}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "lockfile"
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}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "good",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 82,
"inputs": {
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"largest_source_bytes": 39728,
"source_files_sampled": 145,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (mypy.ini, src/grimp/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "mypy.ini, src/grimp/py.typed",
"language": "Python"
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}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/145 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
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"sampled": 145,
"oversized": 0
}
}
],
"max_points": 55
}
]
}
],
"description": "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."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Could not fetch crates package '_rustgrimp' from its registry"
],
"report_type": "repository",
"generated_at": "2026-07-21T02:03:15.866406Z",
"schema_version": "0.16.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/python-grimp/grimp.svg",
"full_name": "python-grimp/grimp",
"license_state": "standard",
"license_spdx": "BSD-2-Clause"
}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 v0.16.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.