Public recordModerate
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-25 11:40 UTC
john-ramsey / macrotrace
A Python library for collecting, storing, and analyzing macroeconomic time-series vintages
john-ramsey/macrotrace holds a health index of 51 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (86/100) and lowest on Community & Adoption (24/100). It was last updated 2 days ago. A single contributor accounts for most of its recent work.
51
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.
51
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
John RamseyPersonal account
1 follower3 public repossince Jul 2020
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | macrotrace | 0.3.1 | - | 6 | 9 days ago | data-revisionseconomic-dataeconomicsmacroeconomicstime-seriesvintages |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
65
Development activity
50Moderate
How it's scored
| 36/36 | Push recency — last push 2 days ago |
| 2.8/36 | Commit cadence — 4/52 weeks with commits |
| 11.3/18 | Commit volume — 17 commits in the last year |
| 0/10 | OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully |
Inputs used
| commits_last_year | 17 |
| human_commit_share | — |
| days_since_last_push | 2 |
| active_weeks_last_year | 4 |
Release discipline
88Excellent
How it's scored
| 16.2/27 | Ships releases — 6 version tags (no GitHub releases) |
| 36/36 | Release recency — latest release 9 days ago |
| 27/27 | Release cadence — a release every ~15.8 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 6 |
| latest_release_tag | v0.3.1 |
| releases_from_tags | yes |
| days_since_latest_release | 9 |
| mean_days_between_releases | 15.8 |
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?
24
Popularity & adoption
1Critical
How it's scored
| 0/60 | Stars — 1 stars |
| 0/25 | Forks — 0 forks |
| 0/15 | Watchers — 0 watchers |
Inputs used
| forks | 0 |
| stars | 1 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
50Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (GPL-3.0) |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | 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 | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
37
Maintainer resilience (bus factor)
10Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 0/22.5 | Commit distribution — top contributor authored 100% of commits |
| 1.4/13.5 | Contributor breadth — 1 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
Issue & PR responsiveness
20Critical
How it's scored
| 0/46.8 | Issue resolution — no issues or no data |
| 10.9/38.3 | PR acceptance — 4/14 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/10 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 4 |
| open_issues | 0 |
| closed_issues | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 10 |
Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.
Ownership & stewardship
36At risk
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 2.2/25 | Owner reach — 1 followers of john-ramsey |
| 16.4/25 | Track record — 3 public repos, account ~6 yr old |
Inputs used
| followers | 1 |
| owner_type | User |
| is_verified | — |
| owner_login | john-ramsey |
| public_repos | 3 |
| account_age_days | 2,190 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 9 days ago |
| 20/20 | Version history — 6 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | macrotrace |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 9 |
Engineering Quality
Are baseline engineering and documentation practices in place?
86
Engineering practices
94Excellent
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 |
| 20/20 | OpenSSF Scorecard: CI-Tests — 4 out of 4 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
75Good
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 0/10 | Topics |
| 10/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | yes |
| homepage | — |
| 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?
42
Security posture
28Critical
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 4 out of 4 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/10 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 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 |
| 2.5/2.5 | License — license file detected |
| 0/7.5 | Maintained — project was created within the last 90 days. Please review its contents carefully |
| 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 |
| 0/7.5 | Vulnerabilities — 139 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 2.8 |
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.
Dependency advisories
100Excellent
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 25/25 | Indirect dependencies free of known advisories — no indirect dependency carries a known advisory |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 48 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:macrotrace@0.3.1 runtime dependency closure — what installing the published package pulls in — 48 packages. Reachability is not analyzed.
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.
46
Agent context & guidance
1Critical
How it's scored
| 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 |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
Verify loop (build / test / typecheck)
66Moderate
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 11/11 | Static type checking — macrotrace/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 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | macrotrace/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (macrotrace/py.typed) |
| 52.7/55 | Manageable file sizes — 3/73 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 72,577 |
| source_files_sampled | 73 |
| oversized_source_files | 3 |
Key facts
1GitHub stars
1contributors
17commits, last 12 months
2days since last push
6releases
1bus factor
0open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
More detail
OpenSSF Scorecard 2.8 / 10
2.8aggregate
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 |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 4 out of 4 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/10 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | project was created within the last 90 days. Please review its contents carefully |
| 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 |
| 0 | Vulnerabilities | 139 existing vulnerabilities detected |
Direct dependencies 13
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | darts | >=0.35.0 | pyproject.toml |
| PyPI | numpy | >=2.2.4,<2.5 | pyproject.toml |
| PyPI | openpyxl | >=3.1.0 | pyproject.toml |
| PyPI | pandas | >=2.2.3 | pyproject.toml |
| PyPI | peewee | >=4.0 | pyproject.toml |
| PyPI | plotly | >=6.0.1 | pyproject.toml |
| PyPI | pytz | >=2025.2 | pyproject.toml |
| PyPI | requests | >=2.32.3 | pyproject.toml |
| PyPI | requests-cache | >=1.2.1 | pyproject.toml |
| PyPI | statsmodels | >=0.14.4 | pyproject.toml |
| PyPI | tabulate | >=0.9.0 | pyproject.toml |
| PyPI | tenacity | >=9.1.2 | pyproject.toml |
| PyPI | tqdm | >=4.67.1 | pyproject.toml |
All dependencies 234
Full resolved dependency set from the GitHub dependency graph: 13 direct and 221 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | darts | 0.35.0 | direct |
| PyPI | numpy | 2.2.6 | direct |
| PyPI | openpyxl | 3.1.5 | direct |
| PyPI | pandas | 2.2.3 | direct |
| PyPI | peewee | 4.0.5 | direct |
| PyPI | plotly | 6.1.2 | direct |
| PyPI | pytz | 2025.2 | direct |
| PyPI | requests | 2.32.3 | direct |
| PyPI | requests-cache | 1.2.1 | direct |
| PyPI | statsmodels | 0.14.4 | direct |
| PyPI | tabulate | 0.9.0 | direct |
| PyPI | tenacity | 9.1.2 | direct |
| PyPI | tqdm | 4.67.1 | direct |
| PyPI | adagio | 0.2.6 | indirect |
| PyPI | aiohappyeyeballs | 2.6.1 | indirect |
| PyPI | aiohttp | 3.12.4 | indirect |
| PyPI | aiosignal | 1.3.2 | indirect |
| PyPI | anyio | 4.9.0 | indirect |
| PyPI | appdirs | 1.4.4 | indirect |
| PyPI | appnope | 0.1.4 | indirect |
| PyPI | argon2-cffi | 23.1.0 | indirect |
| PyPI | argon2-cffi-bindings | 21.2.0 | indirect |
| PyPI | arrow | 1.3.0 | indirect |
| PyPI | asttokens | 3.0.0 | indirect |
| PyPI | async-lru | 2.0.5 | indirect |
| PyPI | attrs | 25.3.0 | indirect |
| PyPI | babel | 2.17.0 | indirect |
| PyPI | backrefs | 6.1 | indirect |
| PyPI | beautifulsoup4 | 4.13.4 | indirect |
| PyPI | black | 25.1.0 | indirect |
| PyPI | bleach | 6.2.0 | indirect |
| PyPI | cattrs | 25.2.0 | indirect |
| PyPI | certifi | 2025.4.26 | indirect |
| PyPI | cffi | 1.17.1 | indirect |
| PyPI | cfgv | 3.5.0 | indirect |
| PyPI | charset-normalizer | 3.4.2 | indirect |
| PyPI | choreographer | 1.2.0 | indirect |
| PyPI | click | 8.2.1 | indirect |
| PyPI | cloudpickle | 3.1.1 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | comm | 0.2.2 | indirect |
| PyPI | contourpy | 1.3.2 | indirect |
| PyPI | coreforecast | 0.0.16 | indirect |
| PyPI | coverage | 7.9.1 | indirect |
| PyPI | cycler | 0.12.1 | indirect |
| PyPI | debugpy | 1.8.14 | indirect |
| PyPI | decorator | 5.2.1 | indirect |
| PyPI | defusedxml | 0.7.1 | indirect |
| PyPI | diagrams | 0.25.1 | indirect |
| PyPI | distlib | 0.4.0 | indirect |
| PyPI | et-xmlfile | 2.0.0 | indirect |
| PyPI | executing | 2.2.0 | indirect |
| PyPI | fastjsonschema | 2.21.1 | indirect |
| PyPI | filelock | 3.18.0 | indirect |
| PyPI | fonttools | 4.58.1 | indirect |
| PyPI | fqdn | 1.5.1 | indirect |
| PyPI | frozenlist | 1.6.0 | indirect |
| PyPI | fs | 2.4.16 | indirect |
| PyPI | fsspec | 2025.5.1 | indirect |
| PyPI | fugue | 0.9.1 | indirect |
| PyPI | ghp-import | 2.1.0 | indirect |
| PyPI | graphviz | 0.20.3 | indirect |
| PyPI | griffe | 1.15.0 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | holidays | 0.73 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | identify | 2.6.15 | indirect |
| PyPI | idna | 3.10 | indirect |
| PyPI | iniconfig | 2.1.0 | indirect |
| PyPI | ipykernel | 6.29.5 | indirect |
| PyPI | ipython | 9.2.0 | indirect |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirect |
| PyPI | ipywidgets | 8.1.7 | indirect |
| PyPI | isoduration | 20.11.0 | indirect |
| PyPI | jedi | 0.19.2 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | joblib | 1.5.1 | indirect |
| PyPI | json5 | 0.12.0 | indirect |
| PyPI | jsonpointer | 3.0.0 | indirect |
| PyPI | jsonschema | 4.24.0 | indirect |
| PyPI | jsonschema-specifications | 2025.4.1 | indirect |
| PyPI | jupyter | 1.1.1 | indirect |
| PyPI | jupyter-client | 8.6.3 | indirect |
| PyPI | jupyter-console | 6.6.3 | indirect |
| PyPI | jupyter-core | 5.8.1 | indirect |
| PyPI | jupyter-events | 0.12.0 | indirect |
| PyPI | jupyter-lsp | 2.2.5 | indirect |
| PyPI | jupyter-server | 2.16.0 | indirect |
| PyPI | jupyter-server-terminals | 0.5.3 | indirect |
| PyPI | jupyterlab | 4.4.3 | indirect |
| PyPI | jupyterlab-pygments | 0.3.0 | indirect |
| PyPI | jupyterlab-server | 2.27.3 | indirect |
| PyPI | jupyterlab-widgets | 3.0.15 | indirect |
| PyPI | kaleido | 1.2.0 | indirect |
| PyPI | kiwisolver | 1.4.8 | indirect |
| PyPI | lightning-utilities | 0.14.3 | indirect |
| PyPI | linkify-it-py | 2.1.0 | indirect |
| PyPI | llvmlite | 0.44.0 | indirect |
| PyPI | logistro | 2.0.1 | indirect |
| PyPI | markdown | 3.10 | indirect |
| PyPI | markdown-it-py | 4.0.0 | indirect |
| PyPI | markupsafe | 3.0.2 | indirect |
| PyPI | matplotlib | 3.10.3 | indirect |
| PyPI | matplotlib-inline | 0.1.7 | indirect |
| PyPI | mdit-py-plugins | 0.5.0 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | mergedeep | 1.3.4 | indirect |
| PyPI | mike | 2.2.0 | indirect |
| PyPI | mistune | 3.1.3 | indirect |
| PyPI | mkdocs | 1.6.1 | indirect |
| PyPI | mkdocs-autorefs | 1.4.3 | indirect |
| PyPI | mkdocs-get-deps | 0.2.0 | indirect |
| PyPI | mkdocs-material | 9.7.1 | indirect |
| PyPI | mkdocs-material-extensions | 1.3.1 | indirect |
| PyPI | mkdocstrings | 1.0.0 | indirect |
| PyPI | mkdocstrings-python | 2.0.1 | indirect |
| PyPI | mpmath | 1.3.0 | indirect |
| PyPI | multidict | 6.4.4 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | narwhals | 1.41.0 | indirect |
| PyPI | nbclient | 0.10.2 | indirect |
| PyPI | nbconvert | 7.16.6 | indirect |
| PyPI | nbformat | 5.10.4 | indirect |
| PyPI | nest-asyncio | 1.6.0 | indirect |
| PyPI | networkx | 3.5 | indirect |
| PyPI | nfoursid | 1.0.1 | indirect |
| PyPI | nodeenv | 1.9.1 | indirect |
| PyPI | notebook | 7.4.3 | indirect |
| PyPI | notebook-shim | 0.2.4 | indirect |
| PyPI | numba | 0.61.2 | indirect |
| PyPI | nvidia-cublas-cu12 | 12.6.4.1 | indirect |
| PyPI | nvidia-cuda-cupti-cu12 | 12.6.80 | indirect |
| PyPI | nvidia-cuda-nvrtc-cu12 | 12.6.77 | indirect |
| PyPI | nvidia-cuda-runtime-cu12 | 12.6.77 | indirect |
| PyPI | nvidia-cudnn-cu12 | 9.5.1.17 | indirect |
| PyPI | nvidia-cufft-cu12 | 11.3.0.4 | indirect |
| PyPI | nvidia-cufile-cu12 | 1.11.1.6 | indirect |
| PyPI | nvidia-curand-cu12 | 10.3.7.77 | indirect |
| PyPI | nvidia-cusolver-cu12 | 11.7.1.2 | indirect |
| PyPI | nvidia-cusparse-cu12 | 12.5.4.2 | indirect |
| PyPI | nvidia-cusparselt-cu12 | 0.6.3 | indirect |
| PyPI | nvidia-nccl-cu12 | 2.26.2 | indirect |
| PyPI | nvidia-nvjitlink-cu12 | 12.6.85 | indirect |
| PyPI | nvidia-nvtx-cu12 | 12.6.77 | indirect |
| PyPI | orjson | 3.11.4 | indirect |
| PyPI | overrides | 7.7.0 | indirect |
| PyPI | packaging | 25.0 | indirect |
| PyPI | paginate | 0.5.7 | indirect |
| PyPI | pandocfilters | 1.5.1 | indirect |
| PyPI | parso | 0.8.4 | indirect |
| PyPI | pathspec | 0.12.1 | indirect |
| PyPI | patsy | 1.0.1 | indirect |
| PyPI | pexpect | 4.9.0 | indirect |
| PyPI | pillow | 11.2.1 | indirect |
| PyPI | platformdirs | 4.3.8 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | pre-commit | 4.5.0 | indirect |
| PyPI | prometheus-client | 0.22.0 | indirect |
| PyPI | prompt-toolkit | 3.0.51 | indirect |
| PyPI | propcache | 0.3.1 | indirect |
| PyPI | protobuf | 6.31.1 | indirect |
| PyPI | psutil | 7.0.0 | indirect |
| PyPI | ptyprocess | 0.7.0 | indirect |
| PyPI | pure-eval | 0.2.3 | indirect |
| PyPI | pyarrow | 20.0.0 | indirect |
| PyPI | pycparser | 2.22 | indirect |
| PyPI | pygments | 2.19.2 | indirect |
| PyPI | pyinstrument | 5.0.2 | indirect |
| PyPI | pymdown-extensions | 10.20 | indirect |
| PyPI | pyod | 2.0.5 | indirect |
| PyPI | pyparsing | 3.2.3 | indirect |
| PyPI | pytest | 8.3.5 | indirect |
| PyPI | pytest-cov | 6.2.1 | indirect |
| PyPI | pytest-timeout | 2.4.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-dotenv | 1.1.0 | indirect |
| PyPI | python-json-logger | 3.3.0 | indirect |
| PyPI | pytorch-lightning | 2.5.1.post0 | indirect |
| PyPI | pywin32 | 310 | indirect |
| PyPI | pywinpty | 2.0.15 | indirect |
| PyPI | pyyaml | 6.0.2 | indirect |
| PyPI | pyyaml-env-tag | 1.1 | indirect |
| PyPI | pyzmq | 26.4.0 | indirect |
| PyPI | referencing | 0.36.2 | indirect |
| PyPI | rfc3339-validator | 0.1.4 | indirect |
| PyPI | rfc3986-validator | 0.1.1 | indirect |
| PyPI | rich | 14.3.3 | indirect |
| PyPI | rpds-py | 0.25.1 | indirect |
| PyPI | ruff | 0.15.12 | indirect |
| PyPI | scikit-learn | 1.6.1 | indirect |
| PyPI | scipy | 1.15.3 | indirect |
| PyPI | send2trash | 1.8.3 | indirect |
| PyPI | setuptools | 80.9.0 | indirect |
| PyPI | shap | 0.47.2 | indirect |
| PyPI | simplejson | 3.20.2 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | slicer | 0.0.8 | indirect |
| PyPI | sniffio | 1.3.1 | indirect |
| PyPI | soupsieve | 2.7 | indirect |
| PyPI | stack-data | 0.6.3 | indirect |
| PyPI | statsforecast | 2.0.1 | indirect |
| PyPI | sympy | 1.14.0 | indirect |
| PyPI | tensorboardx | 2.6.2.2 | indirect |
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| PyPI | tornado | 6.5.1 | indirect |
| PyPI | traitlets | 5.14.3 | indirect |
| PyPI | triad | 0.9.8 | indirect |
| PyPI | triton | 3.3.0 | indirect |
| PyPI | types-python-dateutil | 2.9.0.20250516 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | tzdata | 2025.2 | indirect |
| PyPI | uc-micro-py | 2.0.0 | indirect |
| PyPI | uri-template | 1.3.0 | indirect |
| PyPI | url-normalize | 2.2.1 | indirect |
| PyPI | urllib3 | 2.4.0 | indirect |
| PyPI | utilsforecast | 0.2.12 | indirect |
| PyPI | verspec | 0.1.0 | indirect |
| PyPI | virtualenv | 20.35.4 | indirect |
| PyPI | watchdog | 6.0.0 | indirect |
| PyPI | wcwidth | 0.2.13 | indirect |
| PyPI | webcolors | 24.11.1 | indirect |
| PyPI | webencodings | 0.5.1 | indirect |
| PyPI | websocket-client | 1.8.0 | indirect |
| PyPI | widgetsnbextension | 4.0.14 | indirect |
| PyPI | xarray | 2025.4.0 | indirect |
| PyPI | xgboost | 3.0.2 | indirect |
| PyPI | yarl | 1.20.0 | indirect |
Dependency advisories 0
Installing pypi:macrotrace@0.3.1 pulls in 48 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.
No known advisories affect the assessed dependencies.
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.
Raw JSON report machine-readable
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"details": [
{
"code": "not_applicable_to_user_accounts",
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],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "1 followers of john-ramsey",
"points": 2.2,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 1,
"login": "john-ramsey"
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}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "3 public repos, account ~6 yr old",
"points": 16.4,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 3
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},
{
"code": "account_age_years",
"params": {
"years": 6
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}
],
"max_points": 25
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]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"macrotrace"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 9
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
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}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 9 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 9
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}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "6 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 6
}
}
],
"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": 86,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 94,
"inputs": {
"has_ci": true,
"has_tests": true,
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"has_linter_config": true,
"has_precommit_config": true
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"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "3 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 3
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}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 16,
"status": "met",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"details": [],
"max_points": 9.6
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{
"key": "editorconfig",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "4 out of 4 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "good",
"name": "Documentation",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"topics": [],
"has_wiki": true,
"homepage": null,
"has_readme": true,
"has_docs_dir": true,
"has_description": true
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"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": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
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{
"key": "topics",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
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]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "at_risk",
"name": "Security",
"value": 42,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "critical",
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"note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
"notes": [
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"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 28,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 2.8
},
"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 not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "4 out of 4 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"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 0/10 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"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": "no update tool detected",
"points": 0,
"status": "missed",
"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": "project was created within the last 90 days. Please review its contents carefully",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"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": "139 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:macrotrace@0.3.1 runtime dependency closure — what installing the published package pulls in — 48 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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]
}
},
{
"code": "weights_renormalized",
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},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:macrotrace@0.3.1",
"assessed": 48
}
},
{
"code": "advisories_reachability",
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}
],
"value": 100,
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"advisories": 0,
"affected_packages": 0,
"assessed_packages": 48,
"unassessed_packages": 0,
"affected_by_severity": "none",
"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": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"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": 48,
"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",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 2
},
"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": "at_risk",
"name": "AI Readiness",
"value": 46,
"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": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"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": [
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"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"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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"automated_maintenance"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 66,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
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"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [
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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": null,
"points": 0,
"status": "missed",
"details": [],
"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": null,
"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "macrotrace/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "macrotrace/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": 80,
"inputs": {
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"largest_source_bytes": 72577,
"source_files_sampled": 73,
"oversized_source_files": 3
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (macrotrace/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "macrotrace/py.typed",
"language": "Python"
}
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],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "3/73 source files over 60KB",
"points": 52.7,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
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"sampled": 73,
"oversized": 3
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"max_points": 55
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]
}
],
"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": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-25T11:40:03.671324Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/john-ramsey/macrotrace.svg",
"full_name": "john-ramsey/macrotrace",
"license_state": "standard",
"license_spdx": "GPL-3.0"
}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 v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.