Public recordGood
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-28 14:41 UTC
iiasa / ixmp4
A data warehouse for high-powered scenario analysis in the domain of integrated assessment of climate change and energy systems modeling
iiasa/ixmp4 holds a health index of 70 out of 100, placing it in the Good band. It scores highest on Engineering Quality (91/100) and lowest on Community & Adoption (49/100). It was last updated 27 days ago. A single contributor accounts for most of its recent work.
70
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.
70
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
IIASAOrganization
212 followers202 public repossince Oct 2015
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 |
|---|---|---|---|---|---|
| PyPI | ixmp4 | 0.16.6 | 64,627 | 51 | 27 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
80
Development activity
66Moderate
How it's scored
| 28.8/36 | Push recency — last push 27 days ago |
| 11.1/36 | Commit cadence — 16/52 weeks with commits |
| 15.7/18 | Commit volume — 55 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 55 |
| human_commit_share | 1 |
| days_since_last_push | 27 |
| active_weeks_last_year | 16 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 51 releases published |
| 36/36 | Release recency — latest release 27 days ago |
| 27/27 | Release cadence — a release every ~5.4 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 51 |
| latest_release_tag | v0.16.6 |
| releases_from_tags | no |
| days_since_latest_release | 27 |
| mean_days_between_releases | 5.4 |
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?
49
Popularity & adoption
28Critical
How it's scored
| 18.1/60 | Stars — 14 stars |
| 7/25 | Forks — 8 forks |
| 3.3/15 | Watchers — 5 watchers |
Inputs used
| forks | 8 |
| stars | 14 |
| watchers | 5 |
| 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 (MIT) |
| 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 |
How it's scored
| 64.1/80 | Monthly downloads — 64,627 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | ixmp4 |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 64,627 |
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
66
Maintainer resilience (bus factor)
37At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 11.2/22.5 | Commit distribution — top contributor authored 50% of commits |
| 6.8/13.5 | Contributor breadth — 5 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 5 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 5 |
| top_contributor_share | 0.5 |
Issue & PR responsiveness
69Moderate
How it's scored
| 26.9/46.8 | Issue resolution — 58% of issues closed |
| 34.8/38.3 | PR acceptance — 169/186 decided PRs merged |
| 7.5/15 | OpenSSF Scorecard: Code-Review — Found 16/30 approved changesets -- score normalized to 5 |
Inputs used
| merged_prs | 169 |
| open_issues | 28 |
| closed_issues | 38 |
| issue_closed_ratio | 0.576 |
| closed_unmerged_prs | 17 |
Ownership & stewardship
72Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 16.7/25 | Owner reach — 212 followers of iiasa |
| 25/25 | Track record — 202 public repos, account ~10 yr old |
Inputs used
| followers | 212 |
| owner_type | Organization |
| is_verified | — |
| owner_login | iiasa |
| public_repos | 202 |
| account_age_days | 3,933 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 27 days ago |
| 20/20 | Version history — 51 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | ixmp4 |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 27 |
Engineering Quality
Are baseline engineering and documentation practices in place?
91
Engineering practices
92Excellent
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 |
| 18/20 | OpenSSF Scorecard: CI-Tests — 18 out of 19 merged PRs checked by a CI test -- score normalized to 9 |
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 — https://docs.ece.iiasa.ac.at/ixmp4 |
| 10/10 | Repository description |
| 10/10 | Topics — 7 topics |
| 0/10 | Wiki |
Inputs used
| topics | database, energy-systems, integrated-assessment, modelling, python, scenario-analysis, iamc |
| has_wiki | no |
| homepage | https://docs.ece.iiasa.ac.at/ixmp4 |
| 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?
62
Security posture
53Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 2.2/2.5 | CI-Tests — 18 out of 19 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 |
| 3.8/7.5 | Code-Review — Found 16/30 approved changesets -- score normalized to 5 |
| 2.5/2.5 | Contributors — project has 5 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 |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
| 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 |
| 6.8/7.5 | Vulnerabilities — 1 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 5.3 |
Excluded from scoring (no data or not applicable): branch_protection, 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 | 69 |
| 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:ixmp4@0.16.6 runtime dependency closure — what installing the published package pulls in — 69 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.
63
Agent context & guidance
40At risk
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 85 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.85 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
How it's scored
| 18/18 | One-command bootstrap — doc/Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 11/11 | Static type checking — ixmp4/py.typed |
| 10/10 | Reproducible environment — Dockerfile, lockfile |
| 2/10 | Demonstrated agent practice — 1 of the last 100 commits agent-authored or agent-credited |
| 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 | poetry.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | doc/Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | ixmp4/py.typed |
| agent_commit_share | 0.01 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (ixmp4/py.typed) |
| 54.8/55 | Manageable file sizes — 1/320 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 68,884 |
| source_files_sampled | 320 |
| oversized_source_files | 1 |
Key facts
14GitHub stars
5contributors
55commits, last 12 months
27days since last push
51releases
1bus factor
28open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
More detail
Star and fork history 0 ★ / 8 ⇿
0Stars
8Forks
33Releases
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 13Patch 20
Each point covers 3 days.
OpenSSF Scorecard 5.3 / 10
5.3aggregate
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 |
| 9 | CI-Tests | 18 out of 19 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 |
| 5 | Code-Review | Found 16/30 approved changesets -- score normalized to 5 |
| 10 | Contributors | project has 5 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 |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
| 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 |
| 9 | Vulnerabilities | 1 existing vulnerabilities detected |
Direct dependencies 17
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | alembic | >=1.12.0 | pyproject.toml |
| PyPI | httpx | >=0.25.0 | pyproject.toml |
| PyPI | openpyxl | >=3.0.9 | pyproject.toml |
| PyPI | pandas | >=2.1.1 | pyproject.toml |
| PyPI | pandera | >=0.28.0 | pyproject.toml |
| PyPI | psycopg | >=3.1.12 | pyproject.toml |
| PyPI | pydantic | >=2.11.0 | pyproject.toml |
| PyPI | pydantic-settings | >=2.1.0 | pyproject.toml |
| PyPI | PyJWT | >=2.4.0 | pyproject.toml |
| PyPI | python-dotenv | >=1.0.1 | pyproject.toml |
| PyPI | rich | >=13.5.2 | pyproject.toml |
| PyPI | SQLAlchemy | >=2.0.22 | pyproject.toml |
| PyPI | SQLAlchemy-Utils | >=0.41.0 | pyproject.toml |
| PyPI | toml | >=0.10.2 | pyproject.toml |
| PyPI | typer | >=0.19.0 | pyproject.toml |
| PyPI | scse-toolkit | (>=1.2.0,<2.0.0) | pyproject.toml |
| PyPI | litestar | (>=2.18.0,<3.0.0) | pyproject.toml |
All dependencies 178
Full resolved dependency set from the GitHub dependency graph: 17 direct and 161 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | alembic | 1.18.4 | direct |
| PyPI | httpx | 0.27.2 | direct |
| PyPI | litestar | 2.24.0 | direct |
| PyPI | openpyxl | 3.1.5 | direct |
| PyPI | pandas | 2.3.3 | direct |
| PyPI | pandera | 0.32.0 | direct |
| PyPI | psycopg | 3.3.4 | direct |
| PyPI | pydantic | 2.13.4 | direct |
| PyPI | pydantic-settings | 2.14.2 | direct |
| PyPI | pyjwt | 2.13.0 | direct |
| PyPI | python-dotenv | 1.2.2 | direct |
| PyPI | rich | 14.3.4 | direct |
| PyPI | scse-toolkit | 1.2.0 | direct |
| PyPI | sqlalchemy | 2.0.51 | direct |
| PyPI | sqlalchemy-utils | 0.42.1 | direct |
| PyPI | toml | 0.10.2 | direct |
| PyPI | typer | 0.26.7 | direct |
| PyPI | alabaster | 1.0.0 | indirect |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anyio | 4.14.1 | indirect |
| PyPI | appnope | 0.1.4 | indirect |
| PyPI | argon2-cffi | 25.1.0 | indirect |
| PyPI | argon2-cffi-bindings | 25.1.0 | indirect |
| PyPI | ast-serialize | 0.5.0 | indirect |
| PyPI | asttokens | 3.0.1 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | babel | 2.18.0 | indirect |
| PyPI | build | 1.5.0 | indirect |
| PyPI | certifi | 2026.6.17 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | cfgv | 3.5.0 | indirect |
| PyPI | charset-normalizer | 3.4.7 | indirect |
| PyPI | click | 8.4.2 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | comm | 0.2.3 | indirect |
| PyPI | coverage | 7.14.3 | indirect |
| PyPI | debugpy | 1.8.21 | indirect |
| PyPI | decorator | 5.3.1 | indirect |
| PyPI | deepmerge | 2.1.0 | indirect |
| PyPI | distlib | 0.4.3 | indirect |
| PyPI | docutils | 0.21.2 | indirect |
| PyPI | et-xmlfile | 2.0.0 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | executing | 2.2.1 | indirect |
| PyPI | faker | 40.23.0 | indirect |
| PyPI | filelock | 3.29.4 | indirect |
| PyPI | greenlet | 3.5.2 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | h2 | 4.3.0 | indirect |
| PyPI | hpack | 4.2.0 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httptools | 0.8.0 | indirect |
| PyPI | hyperframe | 6.1.0 | indirect |
| PyPI | identify | 2.6.19 | indirect |
| PyPI | idna | 3.18 | indirect |
| PyPI | imagesize | 2.0.0 | indirect |
| PyPI | importlib-metadata | 9.0.0 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | ipykernel | 7.3.0 | indirect |
| PyPI | ipython | 8.39.0 | indirect |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirect |
| PyPI | jedi | 0.20.0 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | jsonschema | 4.26.0 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | jupyter-client | 8.9.1 | indirect |
| PyPI | jupyter-core | 5.9.1 | indirect |
| PyPI | latexcodec | 3.0.1 | indirect |
| PyPI | librt | 0.11.0 | indirect |
| PyPI | linkify-it-py | 2.1.0 | indirect |
| PyPI | litestar-htmx | 0.5.0 | indirect |
| PyPI | mako | 1.3.12 | indirect |
| PyPI | markdown-it-py | 4.2.0 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | matplotlib-inline | 0.2.2 | indirect |
| PyPI | mdit-py-plugins | 0.6.1 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | memray | 1.19.3 | indirect |
| PyPI | minio | 7.2.20 | indirect |
| PyPI | mistune | 3.3.2 | indirect |
| PyPI | msgspec | 0.21.1 | indirect |
| PyPI | multidict | 6.7.1 | indirect |
| PyPI | multipart | 1.3.1 | indirect |
| PyPI | mypy | 2.1.0 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | nest-asyncio2 | 1.7.2 | indirect |
| PyPI | nodeenv | 1.10.0 | indirect |
| PyPI | numpy | 2.2.6 | indirect |
| PyPI | numpy-typing-compat | 20251206.2.4 | indirect |
| PyPI | optype | 0.9.3 | indirect |
| PyPI | packaging | 26.2 | indirect |
| PyPI | pandas-stubs | 2.3.3.260113 | indirect |
| PyPI | parso | 0.8.7 | indirect |
| PyPI | pathspec | 1.1.1 | indirect |
| PyPI | pexpect | 4.9.0 | indirect |
| PyPI | picobox | 4.0.0 | indirect |
| PyPI | platformdirs | 4.10.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | polars | 1.42.0 | indirect |
| PyPI | polars-runtime-32 | 1.42.0 | indirect |
| PyPI | polyfactory | 3.3.0 | indirect |
| PyPI | pre-commit | 4.6.0 | indirect |
| PyPI | prompt-toolkit | 3.0.52 | indirect |
| PyPI | psutil | 7.2.2 | indirect |
| PyPI | psycopg-binary | 3.3.4 | indirect |
| PyPI | ptvsd | 4.3.2 | indirect |
| PyPI | ptyprocess | 0.7.0 | indirect |
| PyPI | pure-eval | 0.2.3 | indirect |
| PyPI | py-cpuinfo | 9.0.0 | indirect |
| PyPI | pybtex | 0.26.1 | indirect |
| PyPI | pybtex-docutils | 1.0.3 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pycryptodome | 3.23.0 | indirect |
| PyPI | pydantic-core | 2.46.4 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pyproject-hooks | 1.2.0 | indirect |
| PyPI | pytest | 9.1.1 | indirect |
| PyPI | pytest-alembic | 0.12.1 | indirect |
| PyPI | pytest-benchmark | 5.2.3 | indirect |
| PyPI | pytest-cov | 7.1.0 | indirect |
| PyPI | pytest-memray | 1.8.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-discovery | 1.4.2 | indirect |
| PyPI | pytz | 2026.2 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | pyzmq | 27.1.0 | indirect |
| PyPI | referencing | 0.37.0 | indirect |
| PyPI | requests | 2.34.2 | indirect |
| PyPI | rich-click | 1.9.8 | indirect |
| PyPI | roman-numerals | 4.1.0 | indirect |
| PyPI | roman-numerals-py | 3.1.0 | indirect |
| PyPI | rpds-py | 0.30.0 | indirect |
| PyPI | ruff | 0.15.19 | indirect |
| PyPI | scipy-stubs | 1.15.3.0 | indirect |
| PyPI | setuptools | 82.0.1 | indirect |
| PyPI | shellingham | 1.5.4 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | snakeviz | 2.2.2 | indirect |
| PyPI | sniffio | 1.3.1 | indirect |
| PyPI | snowballstemmer | 3.1.1 | indirect |
| PyPI | sphinx | 8.1.3 | indirect |
| PyPI | sphinx-mdinclude | 0.6.2 | indirect |
| PyPI | sphinx-multiversion | 0.2.4 | indirect |
| PyPI | sphinx-rtd-theme | 3.1.0 | indirect |
| PyPI | sphinxcontrib-applehelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-bibtex | 2.7.0 | indirect |
| PyPI | sphinxcontrib-devhelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-htmlhelp | 2.1.0 | indirect |
| PyPI | sphinxcontrib-httpdomain | 2.0.0 | indirect |
| PyPI | sphinxcontrib-jquery | 4.1 | indirect |
| PyPI | sphinxcontrib-jsmath | 1.0.1 | indirect |
| PyPI | sphinxcontrib-openapi | 0.9.0 | indirect |
| PyPI | sphinxcontrib-qthelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-serializinghtml | 2.0.0 | indirect |
| PyPI | sphinxcontrib-typer | 0.7.2 | indirect |
| PyPI | stack-data | 0.6.3 | indirect |
| PyPI | textual | 8.2.7 | indirect |
| PyPI | tomli | 2.4.1 | indirect |
| PyPI | tornado | 6.5.7 | indirect |
| PyPI | traitlets | 5.15.1 | indirect |
| PyPI | typeguard | 4.5.2 | indirect |
| PyPI | typer-slim | 0.24.0 | indirect |
| PyPI | types-pytz | 2026.2.0.20260518 | indirect |
| PyPI | types-toml | 0.10.8.20260518 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | typing-inspect | 0.9.0 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | tzdata | 2026.2 | indirect |
| PyPI | uc-micro-py | 2.0.0 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | uvicorn | 0.49.0 | indirect |
| PyPI | uvloop | 0.22.1 | indirect |
| PyPI | virtualenv | 21.5.1 | indirect |
| PyPI | watchfiles | 1.2.0 | indirect |
| PyPI | wcwidth | 0.8.1 | indirect |
| PyPI | websockets | 16.0 | indirect |
| PyPI | zipp | 4.1.0 | indirect |
Dependency advisories 0
Installing pypi:ixmp4@0.16.6 pulls in 69 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
{
"data": {
"repo": {
"topics": [
"database",
"energy-systems",
"integrated-assessment",
"modelling",
"python",
"scenario-analysis",
"iamc"
],
"is_fork": false,
"size_kb": 37048,
"has_wiki": false,
"homepage": "https://docs.ece.iiasa.ac.at/ixmp4",
"languages": {
"GAMS": 1894,
"Mako": 509,
"Python": 1770055,
"Dockerfile": 1075
},
"pushed_at": "2026-06-30T17:51:49Z",
"created_at": "2023-04-18T10:07:18Z",
"owner_type": "Organization",
"updated_at": "2026-06-29T16:08:54Z",
"description": "A data warehouse for high-powered scenario analysis in the domain of integrated assessment of climate change and energy systems modeling",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"license_spdx_raw": "MIT",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://www.iiasa.ac.at",
"name": "IIASA",
"type": "Organization",
"login": "iiasa",
"company": null,
"location": "Laxenburg, Austria",
"followers": 212,
"avatar_url": "https://avatars.githubusercontent.com/u/15230149?v=4",
"created_at": "2015-10-21T11:14:33Z",
"is_verified": null,
"public_repos": 202,
"account_age_days": 3933
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.16.6",
"kind": "patch",
"published_at": "2026-06-30T17:51:49Z"
},
{
"tag": "v0.16.5",
"kind": "patch",
"published_at": "2026-06-29T15:25:20Z"
},
{
"tag": "v0.16.4",
"kind": "patch",
"published_at": "2026-06-09T09:44:40Z"
},
{
"tag": "v0.16.3",
"kind": "patch",
"published_at": "2026-06-03T13:00:02Z"
},
{
"tag": "v0.16.2",
"kind": "patch",
"published_at": "2026-06-01T15:23:40Z"
},
{
"tag": "v0.16.1",
"kind": "patch",
"published_at": "2026-05-27T09:13:54Z"
},
{
"tag": "v0.16.0",
"kind": "minor",
"published_at": "2026-05-20T14:37:35Z"
},
{
"tag": "v0.15.9",
"kind": "patch",
"published_at": "2026-05-15T09:54:28Z"
},
{
"tag": "v0.15.8",
"kind": "patch",
"published_at": "2026-05-13T15:28:29Z"
},
{
"tag": "v0.15.7",
"kind": "patch",
"published_at": "2026-05-13T12:49:24Z"
},
{
"tag": "v0.15.6",
"kind": "patch",
"published_at": "2026-05-11T07:30:57Z"
},
{
"tag": "v0.15.5",
"kind": "patch",
"published_at": "2026-05-08T11:08:42Z"
},
{
"tag": "v0.15.4",
"kind": "patch",
"published_at": "2026-05-07T16:52:59Z"
},
{
"tag": "v0.15.3",
"kind": "patch",
"published_at": "2026-05-07T15:18:34Z"
},
{
"tag": "v0.15.2",
"kind": "patch",
"published_at": "2026-05-07T13:27:32Z"
},
{
"tag": "v0.15.1",
"kind": "patch",
"published_at": "2026-05-07T11:30:58Z"
},
{
"tag": "v0.15.0",
"kind": "minor",
"published_at": "2026-05-07T08:45:03Z"
},
{
"tag": "v0.14.0",
"kind": "minor",
"published_at": "2025-11-27T11:08:57Z"
},
{
"tag": "v0.13.1",
"kind": "patch",
"published_at": "2025-10-09T12:14:53Z"
},
{
"tag": "v0.13.0",
"kind": "minor",
"published_at": "2025-09-22T15:05:53Z"
},
{
"tag": "v0.12.0",
"kind": "minor",
"published_at": "2025-08-26T11:43:25Z"
},
{
"tag": "v0.11.4",
"kind": "patch",
"published_at": "2025-08-19T09:34:08Z"
},
{
"tag": "v0.11.3",
"kind": "patch",
"published_at": "2025-08-17T20:33:02Z"
},
{
"tag": "v0.11.2",
"kind": "patch",
"published_at": "2025-08-13T13:14:53Z"
},
{
"tag": "v0.9.10",
"kind": "patch",
"published_at": "2025-07-09T15:20:49Z"
},
{
"tag": "v0.11.1",
"kind": "patch",
"published_at": "2025-07-09T10:04:48Z"
},
{
"tag": "v0.11.0",
"kind": "minor",
"published_at": "2025-06-27T13:20:38Z"
},
{
"tag": "v0.10.0",
"kind": "minor",
"published_at": "2025-05-12T14:50:11Z"
},
{
"tag": "v0.9.8",
"kind": "patch",
"published_at": "2024-12-19T08:29:00Z"
},
{
"tag": "v0.9.7",
"kind": "patch",
"published_at": "2024-10-24T14:57:03Z"
},
{
"tag": "v0.9.6",
"kind": "patch",
"published_at": "2024-10-18T09:56:45Z"
},
{
"tag": "v0.9.5",
"kind": "patch",
"published_at": "2024-10-02T10:14:08Z"
},
{
"tag": "v0.9.4",
"kind": "patch",
"published_at": "2024-10-02T09:46:24Z"
},
{
"tag": "v0.9.3",
"kind": "patch",
"published_at": "2024-10-02T08:54:04Z"
},
{
"tag": "v0.9.2",
"kind": "patch",
"published_at": "2024-08-06T09:22:46Z"
},
{
"tag": "v0.9.1",
"kind": "patch",
"published_at": "2024-06-18T12:16:26Z"
},
{
"tag": "v0.9.0",
"kind": "minor",
"published_at": "2024-05-28T11:26:10Z"
},
{
"tag": "v0.8.3",
"kind": "patch",
"published_at": "2024-04-19T07:26:51Z"
},
{
"tag": "v0.8.2",
"kind": "patch",
"published_at": "2024-04-17T05:46:02Z"
},
{
"tag": "v0.8.1",
"kind": "patch",
"published_at": "2024-04-16T11:24:52Z"
},
{
"tag": "v0.8.0",
"kind": "minor",
"published_at": "2024-03-19T15:05:16Z"
},
{
"tag": "v0.7.3",
"kind": "patch",
"published_at": "2024-03-13T10:29:11Z"
},
{
"tag": "v0.7.2",
"kind": "patch",
"published_at": "2024-03-06T11:48:57Z"
},
{
"tag": "v0.7.1",
"kind": "patch",
"published_at": "2024-02-29T14:13:27Z"
},
{
"tag": "v0.7.0",
"kind": "minor",
"published_at": "2024-02-27T13:43:36Z"
},
{
"tag": "v0.6.0",
"kind": "minor",
"published_at": "2023-12-15T08:42:00Z"
},
{
"tag": "v0.5.0",
"kind": "minor",
"published_at": "2023-09-15T13:58:15Z"
},
{
"tag": "v0.4.0",
"kind": "minor",
"published_at": "2023-09-12T05:46:13Z"
},
{
"tag": "v0.3.0",
"kind": "minor",
"published_at": "2023-09-01T08:09:50Z"
},
{
"tag": "v0.2.0",
"kind": "minor",
"published_at": "2023-08-11T09:56:32Z"
},
{
"tag": "v0.1.0",
"kind": "minor",
"published_at": "2023-04-26T16:00:57Z"
}
],
"recent_commits": [
{
"oid": "ddc399fee02c9a93d7868bb6e9a0eec1b7e9569d",
"body": null,
"is_bot": false,
"headline": "Add simple check for meta-indicator value type (#258)",
"author_name": "Daniel Huppmann",
"author_login": "danielhuppmann",
"committed_at": "2026-06-29T16:08:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3f718b35155a381c3e7cb2ea524807c222b7080b",
"body": "…of ruff and mypy\"\n\nThis reverts commit dcf855f1b3c6026c6d8c407820d93e8481406293.",
"is_bot": false,
"headline": "Revert \"Remove pre-commit job and replace it with direct invocations …",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-06-29T11:05:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e1aa4bce9a4ffb41fa9bf625e6d2223645e8bf5b",
"body": "This reverts commit 64dbd6897a555c74f716ba6d357e5c3138f76cca.",
"is_bot": false,
"headline": "Revert \"Remove pre-commit files and dependency\"",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-06-29T11:05:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7a8065b7023c0e76a48e10854e15d64b03df1865",
"body": "This reverts commit 3dffeba450ee61bd0e77f481fe738d34765b6c00.",
"is_bot": false,
"headline": "Revert \"Update documentation\"",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-06-29T11:05:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3dffeba450ee61bd0e77f481fe738d34765b6c00",
"body": null,
"is_bot": false,
"headline": "Update documentation",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-06-29T11:03:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "64dbd6897a555c74f716ba6d357e5c3138f76cca",
"body": null,
"is_bot": false,
"headline": "Remove pre-commit files and dependency",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-06-29T11:03:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dcf855f1b3c6026c6d8c407820d93e8481406293",
"body": "…and mypy",
"is_bot": false,
"headline": "Remove pre-commit job and replace it with direct invocations of ruff …",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-06-29T11:03:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ae65a054e3f0ab8dda8503e6c7085551f49970c6",
"body": "… facilities (#255)\n\n* Use executor.select_in_chunks in Timeseries and Run repositories\n\n* Use tabulate_by_df instead of the filter to benefit from toolkits chunking\n\n* Use RunRepository.list_model_names in meta auth check to benefit from chunking\n\n* Pin scse-toolkit to >=1.2.0,<2.0.0\n\n* Fix types for both list_model_names methods",
"is_bot": false,
"headline": "Fix `OperationalError` for large datasets with scse-toolkits chunking…",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-06-29T09:27:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9e97d27708770674c08d5c72e71b781f37958738",
"body": null,
"is_bot": false,
"headline": "update `RunMetaDescriptor.__set__` typehint to use `Mapping` (#248)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-06-09T09:44:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "22364ceafd2eaccac10bbf783c6c3ddfc10f7f4f",
"body": "* add run__id kwarg to list filter\n\n* add tests that assert a secondary run is empty if another has opt data",
"is_bot": false,
"headline": "Fix run.optimization.<item>.list() listing items from all runs. (#249)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-06-09T09:43:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "19180c4010a09832648fdb1b5b3581ac020d86f6",
"body": null,
"is_bot": false,
"headline": "Harmonize all string-representations of objects (#252)",
"author_name": "Daniel Huppmann",
"author_login": "danielhuppmann",
"committed_at": "2026-06-08T19:12:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c63f39f863df4fc48c10428e62a25d60ea871633",
"body": "* allow supplying years and datetime values in one \"time\" column\n\n* add mixed time format core tests\n\n* fix comment length\n\n* fix docstring indentation\n\n* delete doubled `.drop()` call in `RunIamcData.remove()`\n\n* fix pandas edgecase when only pd.Timestamps are supplied\n\n* skip creating the year and datetime columns if no ANNUAL/DATETIME values exist",
"is_bot": false,
"headline": "Accept mixed time column in IAMC data (#251)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-06-08T16:48:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d4aba973df04527680514555d55f1dca4b444522",
"body": null,
"is_bot": false,
"headline": "recreate the version trigger in migration 8b0797ebf42f (#247)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-06-03T12:59:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1e6aff984f1b78f97b87c67dacb6e715a7f4bf9e",
"body": "* refactor _rename_arg_cols for consistency\n\n* move _convert_to_std_format to IamcDataFacade base\n\n* add tests with diverse IAMC input data\n\n* add coerce=True to all string series for dataframe schemas",
"is_bot": false,
"headline": "Add IAMC DataFrame Input Tests (#245)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-06-01T15:23:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "11466b5437533f6a8eda8e8a43ac305ad8dce22d",
"body": "* use hide_password=False for construction of the alembic controller\n\n* add transport unit test that asserts unmasked dsns are used",
"is_bot": false,
"headline": "Fix accidental masking of DSN passed to AlembicController (#243)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-27T09:13:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "03d2e3ae17ad5bd4634f6f93e0b067d06d69845d",
"body": "* add check_alembic_version function to transport class\n\n* add Settings.check_alembic_version/IXMP4_CHECK_ALEMBIC_VERSION configuration\n\n* adjust settings test\n\n* add transport unit tests\n\n* pass check_alembic version from platform settings to transport if creating transport through platform\n\n* add \n[…]\nt_alembic_controller env var tests and adjust unit test patching\n\n* add from_dsn and full integration tests for migration version check\n\n* fix line that is too long\n\n* remove single element tuple test",
"is_bot": false,
"headline": "Add Migration Version Check for the `DirectTransport` class (#232)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-20T14:36:46Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "1c4332d6bd364d87e50056a881db24340c9a777e",
"body": "* add configuration documentation and fix connection info protocol\n\n* remove ixmp4.data.service transport convenience export\n\n* add documentation to Platform class\n\n* add documentation to Backend class\n\n* add documentation to Settings class\n\n* add documentation to transport module\n\n* add Backend to \n[…]\nli docs\n\n* Update ixmp4/conf/platforms.py\n\nCo-authored-by: Pino Mussak <138459334+pmussak@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Pino Mussak <138459334+pmussak@users.noreply.github.com>",
"is_bot": false,
"headline": "Enhance documentation (especially for `Settings` and `Transport`) (#241)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-20T12:19:39Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "fa6ddc016bbba59cb2cd415aef0262d08e1eaeb8",
"body": "* move exception handler to main server class and handle ServiceException instead of Ixmp4Error\n\n* fix imports\n\n* add __init__.py files to test modules\n\n* fix reverter test repository name confusion\n\n* move exception handler tests\n\n* add test for InvalidToken explicitly\n\n* add full server tests for toolkit exceptions",
"is_bot": false,
"headline": "Fix Server Exception Handler for toolkit exceptions (#240)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-19T15:04:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5dc4d115c61c3ea73324cd9fe457408ac338aab1",
"body": null,
"is_bot": false,
"headline": "Remove deprecated `tabulate_manager_platforms` (#239)",
"author_name": "Daniel Huppmann",
"author_login": "danielhuppmann",
"committed_at": "2026-05-18T13:45:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5be883cc800f6f7b4e2cf7975f61526213d2000e",
"body": "* add log_exceptions setting\n\n* add litestar LoggingConfig to apply log_exceptions setting",
"is_bot": false,
"headline": "Fix Exception Logging Behaviour (#238)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-15T09:53:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "513471fd57bf7f219e728f23ffa5fb6c0a9e3967",
"body": "…ible (staff, superusers) but fails anyway (#237)\n\n* remove resolve_dsn_env_tokens from TOML and Manager platforms classes\n\n* resolve env vars when they are required\n\n* fall back to http connections if connecting to the database fails\n\n* add tests\n\n* emit simple ping query when instantiating DirectT\n[…]\n\n\n* change log level for missing DSN env vars to debug\n\n* catch more specific exceptions in the fallback logic\n\n* avoid pinging database twice in AuthorizedTransport\n\n* adjust exception logging levels",
"is_bot": false,
"headline": "Fall back to HTTP connections if DB connection is theorethically poss…",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-13T15:27:42Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "db36b61f470c30eda590e67413ca92def2bc43f6",
"body": "* raise ServiceUnavailable when manager is unreachable\n\n* Allow root endpoint to be read without authentication\n\n* add test for new behaviour\n\n* fix test failure due to missing environment setup\n\n* fix generator type hint\n\n* introduce custom compat controller for runs that includes internal columns \n[…]\nller table path\n\n* fix compat query arg parsing for run compat controller\n\n* add compat controller for meta entry run_id -> run__id migration\n\n* throw away invalid None values in the compatibilty code",
"is_bot": false,
"headline": "Best Effort Backwards-Compatibilty for <=0.14.0 clients (#236)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-13T12:48:40Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "f5c8e06179201bc9c4da3839becb5f8935a59777",
"body": "…gs (#235)",
"is_bot": false,
"headline": "fix tabulate_manager_platforms printing platform names instead of slu…",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-13T09:36:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1372addfd926a69457285100103ff4848cb3628a",
"body": null,
"is_bot": false,
"headline": "fix slug missing from mock object",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-11T07:29:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2315fbd699e9cda1f3739cb2d3786ee331f59d1b",
"body": null,
"is_bot": false,
"headline": "avoid leaking platform information via Forbidden error message (#234)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-11T07:16:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b751f7998ba89bcee8ebacbbfe51b99e60bf27c5",
"body": null,
"is_bot": false,
"headline": "add tests for new retry and delay computation logic",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-08T14:26:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1f13476e21a7ed67f5ddf7b72acc488fc17b1d18",
"body": null,
"is_bot": false,
"headline": "adjust lib tests for renamed exception",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-08T14:25:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3e3c838fb7d537df89880645e1b4c5415e6ed3f6",
"body": null,
"is_bot": false,
"headline": "implemente request retry logic with Retry-After header support",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-08T14:25:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0fcf22501c36dc84ca5089bcd0729c65bf032339",
"body": null,
"is_bot": false,
"headline": "rename ApiEncumbered -> TooManyRequests",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-08T14:24:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b874f5f6fefb71ab9e19e7e3fc7863a751542b76",
"body": "* fix client side pagination validation breaking for larger prod responses\n\n* add test for server and client pagination validation",
"is_bot": false,
"headline": "Fix Client Pagination Validation (#231)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-08T11:08:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "071728ed95005b19ed43d1aa99980ad7e6c84f96",
"body": "* use InvalidToken and InvalidCredentials from scse-toolkit directly\n\n* delete unused pyam compar module\n\n* export InvalidCredentials and InvalidToken on top level\n\n* add facade Filters on each FacadeObject class\n\n* add python api boundary tests with specific pyam tests\n\n* sort imports in base_exceptions.py",
"is_bot": false,
"headline": "Introduce Library Boundary Tests (With explicit pyam tests) (#230)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-08T10:29:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f60d6a4063691c047d6c8d0356eacbd821daa887",
"body": "* reintroduce _convert_to_std_format\n\n* fix iamc core data tests\n\n* remove coverage from pytest addopts\n\n* fix sorting of mixed type columns",
"is_bot": false,
"headline": "Fix iamc output format (#229)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-07T16:51:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ccb6259d87ad4db93b0f2c6c58837778771347dd",
"body": "* disable USER triggers not ALL in migrations due to permission limits\n\n* log missing env vars on the ERROR level\n\n* add facade filter utilities\n\n* add nl\n\n* adjust ixmp4 facade filters\n\n* add test for new filter shorthands\n\n* test year shorthand\n\n* introduce make_mapping_transformer so filter trans\n[…]\nintroduce RunFacadeFilter with model and scenario shorthands\n\n* use new facade filters in core module\n\n* adjust tests\n\n* fix remaining merge conflict\n\n* add meta facade filter\n\n* add more filter tests",
"is_bot": false,
"headline": "Filter shorthands for Run.model and Run.scenario (#228)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-07T15:18:06Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "6835bb244c97dbf0bb2369c3a7b7d18c7820f218",
"body": "* disable USER triggers not ALL in migrations due to permission limits\n\n* log missing env vars on the ERROR level\n\n* add facade filter utilities\n\n* add nl\n\n* adjust ixmp4 facade filters\n\n* add test for new filter shorthands\n\n* test year shorthand",
"is_bot": false,
"headline": "Better Facade Filters (#227)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-07T13:27:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "132b3103f412f3640794a198228f23f02d22c67f",
"body": "* add tabulate_manager_platforms pyam compatibilty function\n\n* add test for tabulate_manager_platforms",
"is_bot": false,
"headline": "add tabulate_manager_platforms pyam compatibilty function (#226)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-07T11:30:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "25300ebf64d2fc255175d4442db3c0fd90fae367",
"body": null,
"is_bot": false,
"headline": "remove .zed directory",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-07T09:22:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "20313990e720b8a36eecca02bd79c4419fcfc8b8",
"body": "* add configuration docstring\n\n* rename platform override settings argument\n\n* fix dataframe schemas\n\n* adjust db docstrings\n\n* pin pandera >=0.28.0 due to an incompatibility with new numpy versions\n\n* Ixmp4Server inherits object explicitly\n\n* fix bad import\n\n* adjust docs\n\n* add IXMP4_MANAGER_URL t\n[…]\nve unused function from platform cli\n\n* addd unit tests for ProcedureClient\n\nCo-authored-by: Copilot <copilot@github.com>\n\n* fix ruff complaint\n\n---------\n\nCo-authored-by: Copilot <copilot@github.com>",
"is_bot": false,
"headline": "Refactor Data Layer Patterns (#219)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2026-05-07T08:44:25Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "3058fd0a60ac4d21a79b33d26bb91b265f8d27cf",
"body": "* ✅ test: Run CI jobs for Python 3.14\n* ✨ feat: Adapt badge on readme page\n* ♻️ refactor: Adapt to poetry 2.0\n* 👷 build: Bump psycopg to version with Python 3.14 support\n* ✅ test: Skip test that is broken due to ICT outage\n* 🐛 fix: Fix annotation of iamc-Filter as optional\n* 🐛 fix: Ensure equivalenc\n[…]\nrsion\n* 🐛 fix: Avoid accessing variable before its definition\n* 🐛 fix: Resolve pandas ChainedAssignmentError warnings\n* 🐛 fix: Ignore mypy complaint about annotationlib\n* 👷 build: Bump pandera version",
"is_bot": false,
"headline": "Support Python3.14 (#209)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-11-27T10:00:11Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "488ec2a8286cb4135c0cfff6d5bdbcc9bf0ee09e",
"body": "* ENABLE/DISABLE TRIGGER -ALL +USER\n\n* add forgotten config dict to alembic test runner",
"is_bot": false,
"headline": "ENABLE/DISABLE TRIGGER -ALL +USER (#207)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-10-09T11:44:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "befa47b3207487a78b0c1eb9ed53c57c4e2c2eb2",
"body": "* ✨ feat: Bump dependency versions",
"is_bot": false,
"headline": "Adjust to pydantic v2.12 (#206)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-10-09T10:58:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0a201d5040f6f06a42c6bf5d3971777242d4b030",
"body": "This reverts commit e21c0ae20f667e99f99c587a7967077591256419.",
"is_bot": false,
"headline": "Revert \"ENABLE/DISABLE TRIGGER -ALL +USER\"",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-10-08T13:35:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e21c0ae20f667e99f99c587a7967077591256419",
"body": null,
"is_bot": false,
"headline": "ENABLE/DISABLE TRIGGER -ALL +USER",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-10-08T13:34:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a5bf8e2bab1707d86712243dfbf9ba23e484ff1b",
"body": "* ✨ feat: Allow specifying merge suffixes in map_existing for clarity\n* ✨ feat: Avoid unnecessary property updates\n* 🐛 fix: Allow dimensionless unit to exist for Scalar creation\n* Make the Scalar table versioned\n* Include optional logic to re-create deleted units\n* 🐛 fix: Allow sorting of complete i\n[…]\nx a bug wrt JOINs for *AssociationVersionRepository.select()\n* Fix a bug wrt applying transaction__id WHERE for multiple classes\n* 🐛 fix: Fix order of version updates for IndexSet-linked-item.delete()",
"is_bot": false,
"headline": "Enable versioning and rollback for optimization items (#188)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-10-02T13:08:00Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "2922c971994d64b970224f7ed58b7a3c348df6d5",
"body": "* move configure_logging call from settings to __main__\n\n* remove duplicated handlers from logging configs\n\n* dont disable existing loggers\n\n* remove unused import\n\n* add default log level and default handler to root logger in settings model\n\n* set up logging configuration when in an interactive session\n\n* refactor to is_in_interactive_mode function\n\n* check for ps1 to determine interactive mode",
"is_bot": false,
"headline": "move `configure_logging` call from settings to __main__.py (#202)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-09-22T13:25:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "66a3fd88001a5b284adcb99c931a369f047d0fca",
"body": null,
"is_bot": false,
"headline": "add limit(1) to \"latest transaction\" query (#204)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-09-22T07:24:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "38c93229c784a177b8d21b4ca796a8bdd27cc309",
"body": "* query by related entities with SUBQUERIES\n\n* add myself to authors list\n\n* remove extensive validation of remote_path and remote_filters\n\n* test_generate_platform_not_found was too restrictive on error return code\n\n* add rest filters benchmarks for all repositories now using subqueries\n\n* enusre DISTINCT is /not/ used in SUBQUERIES",
"is_bot": false,
"headline": "Query by related entities with SUBQUERIES (#200)",
"author_name": "Pino Mussak",
"author_login": "pmussak",
"committed_at": "2025-09-16T08:49:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ed1492c65efd0c773c170410a554e01fef3503ef",
"body": null,
"is_bot": false,
"headline": "start transaction id at 2 (#203)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-09-15T16:18:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "50a887c3255e57218b22e8e289aff9f6ecde5225",
"body": "* use new run lock before adding iamc data in data generator\n\n* add basic test for platform generate CLI\n\n* remove assert that checks for exact string in stdout",
"is_bot": false,
"headline": "use new run lock before adding iamc data in data generator (#199)",
"author_name": "Pino Mussak",
"author_login": "pmussak",
"committed_at": "2025-09-01T07:36:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "35200e97685b543a03a291c2d9baa94973425e82",
"body": "* Add join_run_id parameter to amc.datapoints.tabulate\n\n* increase test coverage, fix formatting and one type\n\n* fix formatting\n\n* Update ixmp4/server/rest/iamc/datapoint.py\n\nCo-authored-by: Max Wolschlager <comms@meks.io>\n\n* dummy\n\n---------\n\nCo-authored-by: Max Wolschlager <comms@meks.io>",
"is_bot": false,
"headline": "Add `join_run_id` parameter to `iamc.datapoints.tabulate` (#192)",
"author_name": "Pino Mussak",
"author_login": "pmussak",
"committed_at": "2025-08-25T10:07:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b83fe0b47a7e64978d6d8fc1aefee08f3e2891f4",
"body": "* use yield_per execution option\n\n* install missing dependencies\n\n* Revert \"install missing dependencies\"\n\nThis reverts commit dd8f32a1b233d1a0164d93f303f49dee43299584.\n\n* make api.Run.created_by nullable as it is in the db defs",
"is_bot": false,
"headline": "api.Run.created_by nullability (#196)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-08-19T09:33:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c03cbdce216f9c730b88b6c34da4ed7466f00979",
"body": "* use yield_per execution option\n\n* install missing dependencies",
"is_bot": false,
"headline": "Sync In-Situ Adjustment to Initial Versions Migration (#195)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-08-19T09:09:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "62ca38fdcd3daf8d8dd5852e2cf884f8d1613fe7",
"body": "* only update end_transaction_id if it is NULL\n\n* fix syntax\n\n* change expected transaction_ids\n\n* add downgrade command",
"is_bot": false,
"headline": "ixmp4 platforms downgrade command (#194)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-08-17T20:23:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "219ba0ae0c6877f0cb73261da5e61707dd4435d3",
"body": "* only update end_transaction_id if it is NULL\n\n* fix syntax\n\n* change expected transaction_ids\n\n* update test data in test_meta.py",
"is_bot": false,
"headline": "only update end_transaction_id if it is NULL (#193)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-08-14T15:39:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b292e60527960559c70bbe4f9082be5df52c9859",
"body": "* add base version model\n\n* add version model repository\n\n* add transaction model\n\n* add ddl generation classes\n\n* add trigger and procedure management class\n\n* fix formatting\n\n* adjust base classes to remove old versioning logic, aut. tablesnames, etc.\n\n* add version models\n\n* set tablename everywh\n[…]\nta/repository.py\n\n* entertain nitpick\n\n* shorten imports\n\n* implement formatting feedback\n\n* reorder imports\n\n---------\n\nCo-authored-by: Fridolin Glatter <83776373+glatterf42@users.noreply.github.com>",
"is_bot": false,
"headline": "Remove Versioning Dependency / Implement Versioning Triggers (#190)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-08-13T13:14:13Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "3abfaefa53a4705d3c5e028a395d6280b8ebf9e8",
"body": "* 🐛 fix: Re-enable and resolve mypy's unused-ignore warnings\n* ✅ test: Test RunLockRequired is raised if lock is missing",
"is_bot": false,
"headline": "Require Run lock for certain \"optimization\" operations (#184)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-07-29T07:13:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ade51e371b782e39256a8e1213f49dd6a5d4961c",
"body": null,
"is_bot": false,
"headline": "pin pandera to >=0.24.0 (#186)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-07-09T10:04:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8c3dc909abadff9ab1e2d85e866bd4e37175023c",
"body": null,
"is_bot": false,
"headline": "partition initial version data to reduce memory load (#185)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-07-09T09:23:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bd9528d2b0c77054db98bc781c94c2acb8f1ab0d",
"body": "* 📝 docs: Fix outdated poetry instructions\n* ✨ feat: Adjust to mypy 1.16\n* ✨ feat: Remove outdated mypy plugin and version pins\n* 👷 build: Bump dependency versions\n* ♻️ refactor: Apply new ruff formatting\n* 🐛 fix: Adjust to pandera 0.24\n* 🐛 fix: Bump minimum required pandas version to suit pandera\n*\n[…]\n️ refactor: Fix pydantic DeprecationWarning\n* ♻️ refactor: Fix some pandas DeprecationWarnings\n* 👷 build: Adjust to new alembic config key name\n* 🐛 fix: Compare None to None and NaN to NaN exclusively",
"is_bot": false,
"headline": "Apply maintenance June 2025 (#183)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-06-25T11:17:59Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "7bfe89a9c46b0153b3f990a60ba17e8f30e06442",
"body": null,
"is_bot": false,
"headline": "remove data generation from table migration",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-06-13T08:12:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6efbe92376b89e4114373755145f1aed3d976227",
"body": "* add and use generate_initial_version_data function in version migration\n\n* use new suggested pandera import\n\n* poetry lock\n\n* pin pandera to below 0.24.0\n\n* pandera.pandas -> pandera\n\n* assert result.output instead of result.stdout\n\n* add \"id\" field to related datapoint filters\n\n* pin mypy to <1.16.0",
"is_bot": false,
"headline": "Add ID filters to /iamc/datapoints endpoint (#182)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-06-13T07:57:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "afa2cabe00c24f9358eb526501ff8c9fb21011f4",
"body": "* add and use generate_initial_version_data function in version migration\n\n* use new suggested pandera import\n\n* poetry lock\n\n* pin pandera to below 0.24.0\n\n* pandera.pandas -> pandera\n\n* assert result.output instead of result.stdout\n\n* revert integrating version data generation into original migrat\n[…]\nres\n\n* add max_identifier length to engine creation functions\n\n* adjust naming conventions of constraints to match new max length\n\n* drop alembic_version table every time if it exists\n\n* fix docstring",
"is_bot": false,
"headline": "Add Migration Tests and Fill Initial Version Data (#181)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-06-11T13:33:06Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "8f03211d6d1a34a9b3fb952329f61d4c4effe130",
"body": "* refactor sqlite.py for testing\n\n* add utility fixtures for cli tests\n\n* move settings directory setup to its own function\n\n* fix typo\n\n* add platform cli tests for \"add\" command\n\n* fix relative alembic config path\n\n* fix clean_storage_directory fixture\n\n* try setting logging config explicitly\n\n* R\n[…]\ns\n\n* stop setting up logging again between tests\n\n* move ixmp4.conf.settings to ...settingsmodel to avoid namespace conflict\n\n* add type hint to get_backend\n\n* remove unused `yield_databases` function",
"is_bot": false,
"headline": "Fix loading of alembic configuration while using the CLI (#179)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-05-13T11:03:55Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "4d0a3c885411fb42a456a1a8f5b29a8ae7edc1e6",
"body": "…(#171)\n\n* ✨ feat: Allow importing linked items to indexset/model.py\n* 📝 docs: Note TODO suggestion by meksor\n* ✨ feat: Enable optionally removing only specific Equation data\n* ✨ feat: Enable optionally removing only specific Variable data\n* ✨ feat: Make ID filters known to DB optimization Enumerate\n[…]\nt\n* ...and set this as default (but allow deactivation via flag)\n\n* ✨ feat: Warn about removing specific data from unindexed items\n* ✅ test: Run IndexSet tests the same way independent of Backend type",
"is_bot": false,
"headline": "Remove data from linked items when removing data from indexset items …",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-05-12T14:16:21Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "0e54d4a9eea44924a039fce1312ac70ad910cb78",
"body": "…#167)\n\n* ✅ test: Add tests\n* ✨ feat: Expose list() function with id filter in facade layer\n* ♻️ refactor: Ensure no filter argument is silently ignored",
"is_bot": false,
"headline": "Expose `list_docs()` in the facade & enable `list_docs(id__in=...)` (…",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-05-12T10:43:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bcd1a6d1b8dbff4c0810916554ce7ecc67108415",
"body": "* ✨ feat: Handle adding empty optimization data without accessing the DB\n* ✅ test: Add tests for empty optimization data addition",
"is_bot": false,
"headline": "Handle adding empty optimization data (#169)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-05-12T10:00:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6ae4235de0ef0fd831821b14c4e8c511a3d73540",
"body": "* ♻️ refactor: Make code more concise\n* ♻️ refactor: Adjust variable tests to mimic equation tests\n* ♻️ refactor: Make variables.indexset_names more intelligible",
"is_bot": false,
"headline": "Make `Equation.indexsets` optional (#164)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-05-12T09:20:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "72df32dee931400f0c92cdc7b522dd8c123517a7",
"body": "* ✨ feat: Introduce generic optimization item delete()\n* ♻️ refactor: Adjust types to use in-DB deletes\n* ✨ feat: Introduce delete() for all specific items\n* ✨ feat: Add DB migration",
"is_bot": false,
"headline": "Introduce optimization item `delete()` (#163)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-05-08T10:39:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e47c6c5a8e8b201875b15a69f251b8722a4a8672",
"body": null,
"is_bot": false,
"headline": "♻️ refactor: Fix not enough column names used for same IndexSet (#161)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-05-08T09:39:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3d6ac9b1e0608c83c7b5061424053d7a5ec2f85a",
"body": null,
"is_bot": false,
"headline": "Introduce `Parameter.remove_data()` (#160)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-05-08T08:50:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "37c7c30076bb35bc59ca0f49f7c7b28a4fb7959e",
"body": "* ♻️ refactor: Rename add/remove_data parameter for consistency\n* ✅ test: Make test_table_remove_data easier to understand",
"is_bot": false,
"headline": "Introduce `Table.remove_data()` (#159)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-05-06T13:40:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "10f13f5425161e012af870c77ff1277f09a94eae",
"body": "* ✨ feat(Tests): Add context manager for testing log messages",
"is_bot": false,
"headline": "Introduce `Indexset.remove_data()` (#158)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-05-06T13:02:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b4e10c938b7ebb3832176d4d9610a0c0c4c66945",
"body": "* ♻️ refactor: Rename .indexsets to .indexset_names for consistency/clarity\n* ✨ feat: Add DB migration\n* ♻️ refactor: Rename Association *__id columns for consistency\n* 🐛 fix: Fix actual return type of column_names property (#162)\n* ✨ feat: Ensure *_indexset_associations are returned with consistent order",
"is_bot": false,
"headline": "Remove `Column` class entirely (#157)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-05-06T12:24:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0249e7acd357784ec42256cb500a5f3bd96224d1",
"body": "* 🐛 fix: Validate equ/var data iif necessary",
"is_bot": false,
"headline": "Introduce `Run.optimization.has_solution()` (#154)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-04-29T10:50:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d003d20a59553d602b2e290173f54fed131ab74c",
"body": "* add `Run.delete()` in abstract layer\n\n* add `Run.delete()` and data deletion funcs in db layer\n\n* add delete endpoint for run\n\n* add `Run.delete()` in api layer\n\n* add run deletion functions in facade layer\n\n* delete checkpoints when deleting a run\n\n* roll back session upon IntegrityError\n\n* prepa\n[…]\nMetaRepository.tabulate_versions()\n\n* add test to cover invalid argument exception\n\n* acquire lock automatically\n\n* remove superfluous commented lines\n\n* Add docstring\n\n* add checkpoint message to run",
"is_bot": false,
"headline": "Add `Run.delete()` and `Backend.runs.delete()` (#174)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-04-29T10:48:49Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "b0afc7cff32d1519acb5cc78499ce2d1f0d6ff9e",
"body": null,
"is_bot": false,
"headline": "Expose `Run.is_default` as property in facade (#153)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-04-29T10:15:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c8b231c8ebac6694e93ce4360fef4781fdc77c39",
"body": "* Exclude ellipses from coverage report",
"is_bot": false,
"headline": "Increase apparent test coverage by removing superfluous ellipses (#142)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-04-29T09:23:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "695145e5d0b4e1b71ee86be345c69c6bf69ef04d",
"body": "* add timeout parameter to ixmp4.core.Run.transact()\n\n* add tests for timeout",
"is_bot": false,
"headline": "Add `timeout` parameter to `Run.transact()` (#173)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-04-29T09:19:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c0b09267a88f88cf6d8855adcd979a8e6f3f3cd9",
"body": "* ⚡ perf(Optimization): Avoid unnecessary memory usage\n* Remove superfluous casts\n* Remove superfluous lines\n* Make return value of indexset.data consistent\n* Enable all abstract EnumerateKwargs for DB-timeseries\n* Make iamc.data helper functions available in DB layer\n* Introduce run.clone()\n* Updat\n[…]\nately\n* Add test that run.clone uses auth system\n* Enhance readability of run.clone test\n* ♻️ refactor: Adjust for Parameter.indexset_names renaming\n* ✅ test: Adjust run.clone test to lock requirement",
"is_bot": false,
"headline": "Introduce `run.clone()` (#141)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-04-29T08:17:14Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "83b95c54835027c1842d25829b3c405698fb8adc",
"body": "* ♻️ refactor(Parameter DB): Remove superfluous Columns for Parameter\n* Add DB migration\n* Rename Parameter.indexset_names for clarity",
"is_bot": false,
"headline": "Remove `Column` class for `Parameter` (#156)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-04-28T14:11:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2868ea14a6261973a423c40e331f5f6106e549cd",
"body": "* adjust Dockerfile to use poetry v2\n\n* add requires-poetry to pyproject.toml\n\n* update poetry in the RTD config",
"is_bot": false,
"headline": "Update Poetry to version 2 (#172)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-04-28T12:41:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cd212402296542c3418fb6ab5b2f87166c929105",
"body": "…155)\n\n* ✅ test(Optimization Profiling): Add profiling & benchmarks for indexsets & parameters\n* ✅ test(Profiling): Enable proper benchmarks with repetitions\n* ⚡ perf(Optimization): Avoid unnecessary memory usage\n* ♻️ refactor(Profiling): Limit allowed parameter.data values to 100\n* ✅ test(Profiling): Adapt parameter profiling to new data\n* ♻️ refactor(Profiling): Limit repo size\n* ✅ test: Re-enable data validation for Tables",
"is_bot": false,
"headline": "Add profiling & benchmarks for `Indexset` and `Parameter` -- clean (#…",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-04-28T09:03:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "de7460a82ceb7db0288ff2cf36d94d08a8de2a9d",
"body": "* add sqlalchemy_history dependency\n\n* call make_versioned before constr. BaseModel\n\n* call configure_mappers after model collection\n\n* make all non-optimization classes `__versioned__`\n\n* add null to proxy mod.\n\n* ignore sqla_hist submodules in mypy\n\n* add version updates for bulk operations\n\n* add\n[…]\nt creatino of run\n\n* add test for rollback to intermediate checkpoint\n\n* add python-version specifier to Code quality GHA\n\n* adjust replace call to get rid of mypy error\n\n* remove type: ignore comment",
"is_bot": false,
"headline": "Change Log, Checkpoints and Run-Locks (#166)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2025-04-24T12:04:44Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "23eada0ac267a3e41e3aac1ec4164ac98fe9ad64",
"body": "* 📝 docs: Add conda-forge step to release procedure\n* 📝 docs: Update versions tested for compatibility",
"is_bot": false,
"headline": "Update release procedure & compatibility tests (#165)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-03-05T13:48:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c7ea1f3380f5d63817f0f58a239e98956cf53745",
"body": null,
"is_bot": false,
"headline": "Introduce run.get_by_id() (#140)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-01-24T15:33:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1c62638178d356a3d5e4e345cfa33f3d1e6fa685",
"body": "* Reify some core docstrings\n* Include forgotten test case\n* Make util function more concise\n* Remove superfluous lines\n* Test adding data to scalar variable raises\n* Validate var/equ data only for non-empty data",
"is_bot": false,
"headline": "Introduce `run.optimization.remove_solution()` (#139)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-01-24T15:14:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c2437437c9e13b933b938ada06e1747d86fdc5f6",
"body": null,
"is_bot": false,
"headline": "⚡ perf(Optimization): Avoid superfluous DB calls (#149)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2025-01-16T14:07:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0deac5bcc8e6c42eb455115602d335458bf869bb",
"body": "* Add abstraction layer for core optimization reusability\n* Add annotations",
"is_bot": false,
"headline": "DRY optimization core layer (#96)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2024-12-19T12:41:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "26abf0ee1dd2528e84b5bdc934edbaec91cf559b",
"body": null,
"is_bot": false,
"headline": "Remove pointless indexsets.tabulate parameter (#138)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2024-12-19T11:32:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e252b7c80941b1753c3d9d8a635879100e7a4976",
"body": "* Complete type hints\n* Bump mypy to latest release version\n* Enable mypy for docs and tests\n* Note reasons for type: ignore for future reference\n* DRY enumerate kwargs\n* DRY more type hints using TypeAlias\n* Exclude if TYPE_CHECKING from coverage\n* Add mypy badge to README\n* Make scalar.unit non-optional\n* Bump pandas version in poetry.lock",
"is_bot": false,
"headline": "Enable professional-grade mypy (#129)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2024-12-19T11:00:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "362d5033455014e35b802ee4c5c3e9fbaaa6e3d1",
"body": null,
"is_bot": false,
"headline": "Implement safeguard against problematic meta keys (#131)",
"author_name": "Daniel Huppmann",
"author_login": "danielhuppmann",
"committed_at": "2024-11-22T13:46:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "65ce305094e49d7f2cae5133f2b2618ca53e6c0f",
"body": "* Add support for Python 3.13\r\n* Adapt badge on readme page\r\n* Adapt test for 3.12 and 3.13\r\n* Bump various dependencies to support 3.13 in lock file",
"is_bot": false,
"headline": "Support Python 3.13 (#132)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2024-11-22T10:08:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "60d7e29c2533e7ca340f0463918049bd25f3eb37",
"body": "* Add new DB data types and imports\r\n* Refactor indexset.add_data()\r\n* Introduce new IndexSetData table to normalize data\r\n* Rename .elements to .add for consistency\r\n* Adapt tests to refactoring\r\n* Cast types using numpy for efficiency\r\n* Reduce number of lines needing tests\r\n* Make data loading during tabulate() optional\r\n* Use bulk insert for IndexSetData\r\n* Use a normal property for `.data`\r\n* Remove not-required parameter\r\n* Add all missing and new db migrations",
"is_bot": false,
"headline": "Normalize `IndexSet.data` DB storage (#122)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2024-11-22T09:54:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "70366d4f1081d2a030ca8eb52feff2976a2b6724",
"body": "* Run whole test suite also on pushes to main\r\n* Remove outdated build-docs workflow",
"is_bot": false,
"headline": "Upload coverage report from `main` directly (#125)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2024-11-06T15:47:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b982f47610145b402b09af39529e9a19e0e93f41",
"body": null,
"is_bot": false,
"headline": "Show audit info in `runs.tabulate()` (#128)",
"author_name": "Daniel Huppmann",
"author_login": "danielhuppmann",
"committed_at": "2024-10-24T14:13:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2785183d0337fff95ecf128452eadc0e193fbee2",
"body": "* implement SqlaEventHandler.pause ctx manager\r\n\r\n* pause event handlers during re-setting of default version\r\n\r\n* adjust tests",
"is_bot": false,
"headline": "Fix Erroneous Audit Info Update (#127)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2024-10-24T12:22:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2df83c54105d1ee1473bddc422743800bb50aa3d",
"body": "* Enable Codecov uploading and reporting on CI\r\n* Remove Codecov terminal output",
"is_bot": false,
"headline": "Setup Codecov uploading and reporting (#124)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2024-10-18T11:02:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e3ee9c82ad158871dc2a4905c1f5d5becd675334",
"body": "* try to use NullPool to fix idle connection issue\r\n\r\n* omit session.rollback\r\n\r\n* add engine.dispose again\r\n\r\n* Bump versions of pre-commit tools\r\n\r\n* Delete old ixmp version of transport tutorial\r\n\r\n---------\r\n\r\nCo-authored-by: Fridolin Glatter <glatter@iiasa.ac.at>",
"is_bot": false,
"headline": "try to use NullPool to fix idle connection issue (#121)",
"author_name": "Max Wolschlager",
"author_login": "meksor",
"committed_at": "2024-10-17T06:39:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "45bb2245a5992360b7f0faf7dddeb767917bc4d0",
"body": "* Introduce optimization.Equation\r\n* Fix and test equation list and tabulate for specific runs\r\n* Introduce equation.remove_data()\r\n* Remove superfluous session.add() for equation\r\n* Use own errors for Equation",
"is_bot": false,
"headline": "Introduce optimization equation (#98)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2024-10-03T09:16:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "20aa4ef41a606d3f42852f15cbc3fdcc82bd3ed8",
"body": "* Introduce optimization.Variable\r\n* Make constrained_to_indexset optional for scalar Variables\r\n* Fix and test variable list and tabulate for specific runs\r\n* Fix name of Variable table\r\n* Introduce variable.remove_data()\r\n* Remove superfluous session.add() for variable\r\n* Use own errors for Variable",
"is_bot": false,
"headline": "Introduce optimization variable (#97)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2024-10-03T08:45:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "769a1985caf335b91b03370beff17bb2fcf3db86",
"body": "* Include optimization parameter basis (#79)\r\n* Fix references to DB filters in docs\r\n* Streamline naming in tests\r\n* Fix and test parameter list and tabulate for specific runs\r\n* Make indexset-creation a test utility\r\n* Incorporate changes from #110\r\n* Use pandas for updated add_data behaviour\r\n* Raise minimum pandas version to enable add_data upsert\r\n* Generalize UsageError for more optimization items\r\n* Use generalized UsageError for Table\r\n* Use own errors for Parameter",
"is_bot": false,
"headline": "Include optimization parameter (#94)",
"author_name": "Fridolin Glatter",
"author_login": "glatterf42",
"committed_at": "2024-10-03T08:19:12Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 51,
"commits_last_year": 55,
"latest_release_at": "2026-06-30T17:51:49Z",
"latest_release_tag": "v0.16.6",
"releases_from_tags": false,
"days_since_last_push": 27,
"active_weeks_last_year": 16,
"days_since_latest_release": 27,
"mean_days_between_releases": 5.4
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": false,
"health_percentage": 50,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "ixmp4",
"exists": true,
"license": "MIT",
"keywords": [
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Programming Language :: Python :: 3.14"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/ixmp4/",
"is_deprecated": false,
"latest_version": "0.16.6",
"repository_url": "https://github.com/iiasa/ixmp4",
"versions_count": 51,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 64627,
"first_published_at": "2023-05-10T11:06:14.925478Z",
"latest_published_at": "2026-06-30T17:52:31.345439Z",
"latest_version_yanked": null,
"days_since_latest_publish": 27
}
]
},
"popularity": {
"forks": 8,
"stars": 14,
"watchers": 5,
"fork_history": {
"days": [
{
"date": "2023-04-27",
"count": 1
},
{
"date": "2023-04-28",
"count": 1
},
{
"date": "2023-08-29",
"count": 1
},
{
"date": "2023-08-30",
"count": 1
},
{
"date": "2023-09-06",
"count": 1
},
{
"date": "2024-06-13",
"count": 1
},
{
"date": "2025-03-28",
"count": 1
},
{
"date": "2026-02-05",
"count": 1
}
],
"complete": true,
"collected": 8,
"total_forks": 8
},
"star_history": null,
"open_issues_and_prs": 36
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [],
"has_llms_txt": false,
"has_dockerfile": true,
"has_mcp_signal": false,
"bootstrap_files": [
"doc/Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [
"ixmp4/py.typed"
],
"toolchain_manifests": [],
"largest_source_bytes": 68884,
"source_files_sampled": 320,
"oversized_source_files": 1,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"pyproject.toml"
],
"advisories": {
"error": null,
"scope": "published_package",
"source": "osv",
"findings": [],
"collected": true,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 69,
"malicious_count": 0,
"assessed_package": "pypi:ixmp4@0.16.6",
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "alembic",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.12.0"
},
{
"name": "httpx",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.25.0"
},
{
"name": "openpyxl",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=3.0.9"
},
{
"name": "pandas",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.1.1"
},
{
"name": "pandera",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.28.0"
},
{
"name": "psycopg",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=3.1.12"
},
{
"name": "pydantic",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.11.0"
},
{
"name": "pydantic-settings",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.1.0"
},
{
"name": "PyJWT",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.4.0"
},
{
"name": "python-dotenv",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.0.1"
},
{
"name": "rich",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=13.5.2"
},
{
"name": "SQLAlchemy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.0.22"
},
{
"name": "SQLAlchemy-Utils",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.41.0"
},
{
"name": "toml",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.10.2"
},
{
"name": "typer",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.19.0"
},
{
"name": "scse-toolkit",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=1.2.0,<2.0.0)"
},
{
"name": "litestar",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=2.18.0,<3.0.0)"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "alembic",
"direct": true,
"version": "1.18.4",
"ecosystem": "pypi"
},
{
"name": "httpx",
"direct": true,
"version": "0.27.2",
"ecosystem": "pypi"
},
{
"name": "litestar",
"direct": true,
"version": "2.24.0",
"ecosystem": "pypi"
},
{
"name": "openpyxl",
"direct": true,
"version": "3.1.5",
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": true,
"version": "2.3.3",
"ecosystem": "pypi"
},
{
"name": "pandera",
"direct": true,
"version": "0.32.0",
"ecosystem": "pypi"
},
{
"name": "psycopg",
"direct": true,
"version": "3.3.4",
"ecosystem": "pypi"
},
{
"name": "pydantic",
"direct": true,
"version": "2.13.4",
"ecosystem": "pypi"
},
{
"name": "pydantic-settings",
"direct": true,
"version": "2.14.2",
"ecosystem": "pypi"
},
{
"name": "pyjwt",
"direct": true,
"version": "2.13.0",
"ecosystem": "pypi"
},
{
"name": "python-dotenv",
"direct": true,
"version": "1.2.2",
"ecosystem": "pypi"
},
{
"name": "rich",
"direct": true,
"version": "14.3.4",
"ecosystem": "pypi"
},
{
"name": "scse-toolkit",
"direct": true,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "sqlalchemy",
"direct": true,
"version": "2.0.51",
"ecosystem": "pypi"
},
{
"name": "sqlalchemy-utils",
"direct": true,
"version": "0.42.1",
"ecosystem": "pypi"
},
{
"name": "toml",
"direct": true,
"version": "0.10.2",
"ecosystem": "pypi"
},
{
"name": "typer",
"direct": true,
"version": "0.26.7",
"ecosystem": "pypi"
},
{
"name": "alabaster",
"direct": false,
"version": "1.0.0",
"ecosystem": "pypi"
},
{
"name": "annotated-doc",
"direct": false,
"version": "0.0.4",
"ecosystem": "pypi"
},
{
"name": "annotated-types",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "anyio",
"direct": false,
"version": "4.14.1",
"ecosystem": "pypi"
},
{
"name": "appnope",
"direct": false,
"version": "0.1.4",
"ecosystem": "pypi"
},
{
"name": "argon2-cffi",
"direct": false,
"version": "25.1.0",
"ecosystem": "pypi"
},
{
"name": "argon2-cffi-bindings",
"direct": false,
"version": "25.1.0",
"ecosystem": "pypi"
},
{
"name": "ast-serialize",
"direct": false,
"version": "0.5.0",
"ecosystem": "pypi"
},
{
"name": "asttokens",
"direct": false,
"version": "3.0.1",
"ecosystem": "pypi"
},
{
"name": "attrs",
"direct": false,
"version": "26.1.0",
"ecosystem": "pypi"
},
{
"name": "babel",
"direct": false,
"version": "2.18.0",
"ecosystem": "pypi"
},
{
"name": "build",
"direct": false,
"version": "1.5.0",
"ecosystem": "pypi"
},
{
"name": "certifi",
"direct": false,
"version": "2026.6.17",
"ecosystem": "pypi"
},
{
"name": "cffi",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "cfgv",
"direct": false,
"version": "3.5.0",
"ecosystem": "pypi"
},
{
"name": "charset-normalizer",
"direct": false,
"version": "3.4.7",
"ecosystem": "pypi"
},
{
"name": "click",
"direct": false,
"version": "8.4.2",
"ecosystem": "pypi"
},
{
"name": "colorama",
"direct": false,
"version": "0.4.6",
"ecosystem": "pypi"
},
{
"name": "comm",
"direct": false,
"version": "0.2.3",
"ecosystem": "pypi"
},
{
"name": "coverage",
"direct": false,
"version": "7.14.3",
"ecosystem": "pypi"
},
{
"name": "debugpy",
"direct": false,
"version": "1.8.21",
"ecosystem": "pypi"
},
{
"name": "decorator",
"direct": false,
"version": "5.3.1",
"ecosystem": "pypi"
},
{
"name": "deepmerge",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "distlib",
"direct": false,
"version": "0.4.3",
"ecosystem": "pypi"
},
{
"name": "docutils",
"direct": false,
"version": "0.21.2",
"ecosystem": "pypi"
},
{
"name": "et-xmlfile",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "exceptiongroup",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "executing",
"direct": false,
"version": "2.2.1",
"ecosystem": "pypi"
},
{
"name": "faker",
"direct": false,
"version": "40.23.0",
"ecosystem": "pypi"
},
{
"name": "filelock",
"direct": false,
"version": "3.29.4",
"ecosystem": "pypi"
},
{
"name": "greenlet",
"direct": false,
"version": "3.5.2",
"ecosystem": "pypi"
},
{
"name": "h11",
"direct": false,
"version": "0.16.0",
"ecosystem": "pypi"
},
{
"name": "h2",
"direct": false,
"version": "4.3.0",
"ecosystem": "pypi"
},
{
"name": "hpack",
"direct": false,
"version": "4.2.0",
"ecosystem": "pypi"
},
{
"name": "httpcore",
"direct": false,
"version": "1.0.9",
"ecosystem": "pypi"
},
{
"name": "httptools",
"direct": false,
"version": "0.8.0",
"ecosystem": "pypi"
},
{
"name": "hyperframe",
"direct": false,
"version": "6.1.0",
"ecosystem": "pypi"
},
{
"name": "identify",
"direct": false,
"version": "2.6.19",
"ecosystem": "pypi"
},
{
"name": "idna",
"direct": false,
"version": "3.18",
"ecosystem": "pypi"
},
{
"name": "imagesize",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "importlib-metadata",
"direct": false,
"version": "9.0.0",
"ecosystem": "pypi"
},
{
"name": "iniconfig",
"direct": false,
"version": "2.3.0",
"ecosystem": "pypi"
},
{
"name": "ipykernel",
"direct": false,
"version": "7.3.0",
"ecosystem": "pypi"
},
{
"name": "ipython",
"direct": false,
"version": "8.39.0",
"ecosystem": "pypi"
},
{
"name": "ipython-pygments-lexers",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "jedi",
"direct": false,
"version": "0.20.0",
"ecosystem": "pypi"
},
{
"name": "jinja2",
"direct": false,
"version": "3.1.6",
"ecosystem": "pypi"
},
{
"name": "jsonschema",
"direct": false,
"version": "4.26.0",
"ecosystem": "pypi"
},
{
"name": "jsonschema-specifications",
"direct": false,
"version": "2025.9.1",
"ecosystem": "pypi"
},
{
"name": "jupyter-client",
"direct": false,
"version": "8.9.1",
"ecosystem": "pypi"
},
{
"name": "jupyter-core",
"direct": false,
"version": "5.9.1",
"ecosystem": "pypi"
},
{
"name": "latexcodec",
"direct": false,
"version": "3.0.1",
"ecosystem": "pypi"
},
{
"name": "librt",
"direct": false,
"version": "0.11.0",
"ecosystem": "pypi"
},
{
"name": "linkify-it-py",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "litestar-htmx",
"direct": false,
"version": "0.5.0",
"ecosystem": "pypi"
},
{
"name": "mako",
"direct": false,
"version": "1.3.12",
"ecosystem": "pypi"
},
{
"name": "markdown-it-py",
"direct": false,
"version": "4.2.0",
"ecosystem": "pypi"
},
{
"name": "markupsafe",
"direct": false,
"version": "3.0.3",
"ecosystem": "pypi"
},
{
"name": "matplotlib-inline",
"direct": false,
"version": "0.2.2",
"ecosystem": "pypi"
},
{
"name": "mdit-py-plugins",
"direct": false,
"version": "0.6.1",
"ecosystem": "pypi"
},
{
"name": "mdurl",
"direct": false,
"version": "0.1.2",
"ecosystem": "pypi"
},
{
"name": "memray",
"direct": false,
"version": "1.19.3",
"ecosystem": "pypi"
},
{
"name": "minio",
"direct": false,
"version": "7.2.20",
"ecosystem": "pypi"
},
{
"name": "mistune",
"direct": false,
"version": "3.3.2",
"ecosystem": "pypi"
},
{
"name": "msgspec",
"direct": false,
"version": "0.21.1",
"ecosystem": "pypi"
},
{
"name": "multidict",
"direct": false,
"version": "6.7.1",
"ecosystem": "pypi"
},
{
"name": "multipart",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "mypy",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "mypy-extensions",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "nest-asyncio2",
"direct": false,
"version": "1.7.2",
"ecosystem": "pypi"
},
{
"name": "nodeenv",
"direct": false,
"version": "1.10.0",
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": false,
"version": "2.2.6",
"ecosystem": "pypi"
},
{
"name": "numpy-typing-compat",
"direct": false,
"version": "20251206.2.4",
"ecosystem": "pypi"
},
{
"name": "optype",
"direct": false,
"version": "0.9.3",
"ecosystem": "pypi"
},
{
"name": "packaging",
"direct": false,
"version": "26.2",
"ecosystem": "pypi"
},
{
"name": "pandas-stubs",
"direct": false,
"version": "2.3.3.260113",
"ecosystem": "pypi"
},
{
"name": "parso",
"direct": false,
"version": "0.8.7",
"ecosystem": "pypi"
},
{
"name": "pathspec",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "pexpect",
"direct": false,
"version": "4.9.0",
"ecosystem": "pypi"
},
{
"name": "picobox",
"direct": false,
"version": "4.0.0",
"ecosystem": "pypi"
},
{
"name": "platformdirs",
"direct": false,
"version": "4.10.0",
"ecosystem": "pypi"
},
{
"name": "pluggy",
"direct": false,
"version": "1.6.0",
"ecosystem": "pypi"
},
{
"name": "polars",
"direct": false,
"version": "1.42.0",
"ecosystem": "pypi"
},
{
"name": "polars-runtime-32",
"direct": false,
"version": "1.42.0",
"ecosystem": "pypi"
},
{
"name": "polyfactory",
"direct": false,
"version": "3.3.0",
"ecosystem": "pypi"
},
{
"name": "pre-commit",
"direct": false,
"version": "4.6.0",
"ecosystem": "pypi"
},
{
"name": "prompt-toolkit",
"direct": false,
"version": "3.0.52",
"ecosystem": "pypi"
},
{
"name": "psutil",
"direct": false,
"version": "7.2.2",
"ecosystem": "pypi"
},
{
"name": "psycopg-binary",
"direct": false,
"version": "3.3.4",
"ecosystem": "pypi"
},
{
"name": "ptvsd",
"direct": false,
"version": "4.3.2",
"ecosystem": "pypi"
},
{
"name": "ptyprocess",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "pure-eval",
"direct": false,
"version": "0.2.3",
"ecosystem": "pypi"
},
{
"name": "py-cpuinfo",
"direct": false,
"version": "9.0.0",
"ecosystem": "pypi"
},
{
"name": "pybtex",
"direct": false,
"version": "0.26.1",
"ecosystem": "pypi"
},
{
"name": "pybtex-docutils",
"direct": false,
"version": "1.0.3",
"ecosystem": "pypi"
},
{
"name": "pycparser",
"direct": false,
"version": "3.0",
"ecosystem": "pypi"
},
{
"name": "pycryptodome",
"direct": false,
"version": "3.23.0",
"ecosystem": "pypi"
},
{
"name": "pydantic-core",
"direct": false,
"version": "2.46.4",
"ecosystem": "pypi"
},
{
"name": "pygments",
"direct": false,
"version": "2.20.0",
"ecosystem": "pypi"
},
{
"name": "pyproject-hooks",
"direct": false,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": false,
"version": "9.1.1",
"ecosystem": "pypi"
},
{
"name": "pytest-alembic",
"direct": false,
"version": "0.12.1",
"ecosystem": "pypi"
},
{
"name": "pytest-benchmark",
"direct": false,
"version": "5.2.3",
"ecosystem": "pypi"
},
{
"name": "pytest-cov",
"direct": false,
"version": "7.1.0",
"ecosystem": "pypi"
},
{
"name": "pytest-memray",
"direct": false,
"version": "1.8.0",
"ecosystem": "pypi"
},
{
"name": "python-dateutil",
"direct": false,
"version": "2.9.0.post0",
"ecosystem": "pypi"
},
{
"name": "python-discovery",
"direct": false,
"version": "1.4.2",
"ecosystem": "pypi"
},
{
"name": "pytz",
"direct": false,
"version": "2026.2",
"ecosystem": "pypi"
},
{
"name": "pyyaml",
"direct": false,
"version": "6.0.3",
"ecosystem": "pypi"
},
{
"name": "pyzmq",
"direct": false,
"version": "27.1.0",
"ecosystem": "pypi"
},
{
"name": "referencing",
"direct": false,
"version": "0.37.0",
"ecosystem": "pypi"
},
{
"name": "requests",
"direct": false,
"version": "2.34.2",
"ecosystem": "pypi"
},
{
"name": "rich-click",
"direct": false,
"version": "1.9.8",
"ecosystem": "pypi"
},
{
"name": "roman-numerals",
"direct": false,
"version": "4.1.0",
"ecosystem": "pypi"
},
{
"name": "roman-numerals-py",
"direct": false,
"version": "3.1.0",
"ecosystem": "pypi"
},
{
"name": "rpds-py",
"direct": false,
"version": "0.30.0",
"ecosystem": "pypi"
},
{
"name": "ruff",
"direct": false,
"version": "0.15.19",
"ecosystem": "pypi"
},
{
"name": "scipy-stubs",
"direct": false,
"version": "1.15.3.0",
"ecosystem": "pypi"
},
{
"name": "setuptools",
"direct": false,
"version": "82.0.1",
"ecosystem": "pypi"
},
{
"name": "shellingham",
"direct": false,
"version": "1.5.4",
"ecosystem": "pypi"
},
{
"name": "six",
"direct": false,
"version": "1.17.0",
"ecosystem": "pypi"
},
{
"name": "snakeviz",
"direct": false,
"version": "2.2.2",
"ecosystem": "pypi"
},
{
"name": "sniffio",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "snowballstemmer",
"direct": false,
"version": "3.1.1",
"ecosystem": "pypi"
},
{
"name": "sphinx",
"direct": false,
"version": "8.1.3",
"ecosystem": "pypi"
},
{
"name": "sphinx-mdinclude",
"direct": false,
"version": "0.6.2",
"ecosystem": "pypi"
},
{
"name": "sphinx-multiversion",
"direct": false,
"version": "0.2.4",
"ecosystem": "pypi"
},
{
"name": "sphinx-rtd-theme",
"direct": false,
"version": "3.1.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-applehelp",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-bibtex",
"direct": false,
"version": "2.7.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-devhelp",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-htmlhelp",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-httpdomain",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-jquery",
"direct": false,
"version": "4.1",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-jsmath",
"direct": false,
"version": "1.0.1",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-openapi",
"direct": false,
"version": "0.9.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-qthelp",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-serializinghtml",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-typer",
"direct": false,
"version": "0.7.2",
"ecosystem": "pypi"
},
{
"name": "stack-data",
"direct": false,
"version": "0.6.3",
"ecosystem": "pypi"
},
{
"name": "textual",
"direct": false,
"version": "8.2.7",
"ecosystem": "pypi"
},
{
"name": "tomli",
"direct": false,
"version": "2.4.1",
"ecosystem": "pypi"
},
{
"name": "tornado",
"direct": false,
"version": "6.5.7",
"ecosystem": "pypi"
},
{
"name": "traitlets",
"direct": false,
"version": "5.15.1",
"ecosystem": "pypi"
},
{
"name": "typeguard",
"direct": false,
"version": "4.5.2",
"ecosystem": "pypi"
},
{
"name": "typer-slim",
"direct": false,
"version": "0.24.0",
"ecosystem": "pypi"
},
{
"name": "types-pytz",
"direct": false,
"version": "2026.2.0.20260518",
"ecosystem": "pypi"
},
{
"name": "types-toml",
"direct": false,
"version": "0.10.8.20260518",
"ecosystem": "pypi"
},
{
"name": "typing-extensions",
"direct": false,
"version": "4.15.0",
"ecosystem": "pypi"
},
{
"name": "typing-inspect",
"direct": false,
"version": "0.9.0",
"ecosystem": "pypi"
},
{
"name": "typing-inspection",
"direct": false,
"version": "0.4.2",
"ecosystem": "pypi"
},
{
"name": "tzdata",
"direct": false,
"version": "2026.2",
"ecosystem": "pypi"
},
{
"name": "uc-micro-py",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "urllib3",
"direct": false,
"version": "2.7.0",
"ecosystem": "pypi"
},
{
"name": "uvicorn",
"direct": false,
"version": "0.49.0",
"ecosystem": "pypi"
},
{
"name": "uvloop",
"direct": false,
"version": "0.22.1",
"ecosystem": "pypi"
},
{
"name": "virtualenv",
"direct": false,
"version": "21.5.1",
"ecosystem": "pypi"
},
{
"name": "watchfiles",
"direct": false,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "wcwidth",
"direct": false,
"version": "0.8.1",
"ecosystem": "pypi"
},
{
"name": "websockets",
"direct": false,
"version": "16.0",
"ecosystem": "pypi"
},
{
"name": "zipp",
"direct": false,
"version": "4.1.0",
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 178,
"direct_count": 17,
"indirect_count": 161
}
},
"maintainership": {
"issues": {
"open_prs": 8,
"merged_prs": 169,
"open_issues": 28,
"closed_ratio": 0.576,
"closed_issues": 38,
"closed_unmerged_prs": 17
},
"bus_factor": 1,
"bot_contributors": 0,
"top_contributors": [
{
"type": "User",
"login": "meksor",
"commits": 97,
"avatar_url": "https://avatars.githubusercontent.com/u/9851172?v=4"
},
{
"type": "User",
"login": "glatterf42",
"commits": 62,
"avatar_url": "https://avatars.githubusercontent.com/u/83776373?v=4"
},
{
"type": "User",
"login": "danielhuppmann",
"commits": 21,
"avatar_url": "https://avatars.githubusercontent.com/u/16931589?v=4"
},
{
"type": "User",
"login": "phackstock",
"commits": 10,
"avatar_url": "https://avatars.githubusercontent.com/u/20710924?v=4"
},
{
"type": "User",
"login": "pmussak",
"commits": 4,
"avatar_url": "https://avatars.githubusercontent.com/u/138459334?v=4"
}
],
"contributors_sampled": 5,
"top_contributor_share": 0.5
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"deploy.yaml",
"publish.yaml",
"pytest.yaml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [
"poetry.lock"
],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": null,
"reason": "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",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 9,
"reason": "18 out of 19 merged PRs checked by a CI test -- score normalized to 9",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 5,
"reason": "Found 16/30 approved changesets -- score normalized to 5",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 5 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 0,
"reason": "no update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": 10,
"reason": "packaging workflow detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "SAST tool is not run on all commits -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 0,
"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 9,
"reason": "1 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "ddc399fee02c9a93d7868bb6e9a0eec1b7e9569d",
"ran_at": "2026-07-28T14:40:52Z",
"aggregate_score": 5.3,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-06-30T17:52:34Z",
"oldest_open_prs": [
{
"number": 101,
"created_at": "2024-07-10T14:24:47Z",
"last_comment_at": "2024-10-04T05:44:18Z",
"last_comment_author": "danielhuppmann"
},
{
"number": 108,
"created_at": "2024-08-02T12:40:12Z",
"last_comment_at": "2024-08-06T09:28:40Z",
"last_comment_author": "glatterf42"
},
{
"number": 233,
"created_at": "2026-05-08T17:06:55Z",
"last_comment_at": "2026-05-12T12:57:42Z",
"last_comment_author": "meksor"
},
{
"number": 242,
"created_at": "2026-05-22T16:07:46Z",
"last_comment_at": "2026-05-22T16:38:17Z",
"last_comment_author": "codecov"
},
{
"number": 244,
"created_at": "2026-05-26T09:56:35Z",
"last_comment_at": "2026-05-26T13:43:43Z",
"last_comment_author": "codecov"
},
{
"number": 253,
"created_at": "2026-06-10T16:28:37Z",
"last_comment_at": "2026-06-10T16:33:32Z",
"last_comment_author": "codecov"
},
{
"number": 259,
"created_at": "2026-06-26T09:06:25Z",
"last_comment_at": "2026-06-29T11:14:58Z",
"last_comment_author": "meksor"
},
{
"number": 260,
"created_at": "2026-06-29T11:13:49Z",
"last_comment_at": "2026-06-29T12:00:56Z",
"last_comment_author": "codecov"
}
],
"last_merged_pr_at": "2026-06-29T16:08:43Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": [
{
"number": 12,
"created_at": "2023-08-31T12:35:20Z",
"last_comment_at": "2023-08-31T12:36:59Z",
"last_comment_author": "glatterf42"
},
{
"number": 13,
"created_at": "2023-08-31T12:37:52Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 32,
"created_at": "2023-11-23T11:46:35Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 63,
"created_at": "2024-03-13T12:00:31Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 72,
"created_at": "2024-03-20T07:13:15Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 73,
"created_at": "2024-03-20T10:44:27Z",
"last_comment_at": "2024-03-21T09:11:43Z",
"last_comment_author": "meksor"
},
{
"number": 84,
"created_at": "2024-04-22T09:25:10Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 102,
"created_at": "2024-07-11T10:32:40Z",
"last_comment_at": "2024-07-24T11:39:49Z",
"last_comment_author": "danielhuppmann"
},
{
"number": 120,
"created_at": "2024-10-03T09:15:36Z",
"last_comment_at": "2025-11-05T14:08:32Z",
"last_comment_author": "glatterf42"
},
{
"number": 130,
"created_at": "2024-11-14T10:14:53Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 134,
"created_at": "2024-11-26T13:16:18Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 135,
"created_at": "2024-11-26T13:19:40Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 136,
"created_at": "2024-11-26T13:21:36Z",
"last_comment_at": "2025-11-05T14:20:04Z",
"last_comment_author": "glatterf42"
},
{
"number": 175,
"created_at": "2025-05-06T10:30:19Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 178,
"created_at": "2025-05-12T14:13:48Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 189,
"created_at": "2025-08-07T07:03:53Z",
"last_comment_at": "2025-08-26T14:01:52Z",
"last_comment_author": "danielhuppmann"
},
{
"number": 211,
"created_at": "2025-11-05T15:00:45Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 212,
"created_at": "2025-11-05T15:03:52Z",
"last_comment_at": "2026-06-09T14:09:15Z",
"last_comment_author": "meksor"
},
{
"number": 213,
"created_at": "2025-11-05T15:26:02Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 214,
"created_at": "2025-11-05T15:28:18Z",
"last_comment_at": "2026-05-08T15:50:48Z",
"last_comment_author": "meksor"
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/iiasa/ixmp4",
"host": "github.com",
"name": "ixmp4",
"owner": "iiasa"
},
"metrics": {
"overall": {
"key": "overall",
"band": "good",
"name": "Overall health",
"note": null,
"notes": [],
"value": 70,
"inputs": {
"security": 62,
"vitality": 80,
"community": 49,
"governance": 66,
"engineering": 91
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "good",
"name": "Vitality",
"value": 80,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "moderate",
"name": "Development activity",
"note": null,
"notes": [],
"value": 66,
"inputs": {
"commits_last_year": 55,
"human_commit_share": 1,
"days_since_last_push": 27,
"active_weeks_last_year": 16
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 27 days ago",
"points": 28.8,
"status": "partial",
"details": [
{
"code": "push_recency",
"params": {
"days": 27
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "16/52 weeks with commits",
"points": 11.1,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 16
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "55 commits in the last year",
"points": 15.7,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 55
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
"releases_count": 51,
"latest_release_tag": "v0.16.6",
"releases_from_tags": false,
"days_since_latest_release": 27,
"mean_days_between_releases": 5.4
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "51 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 51
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 27 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 27
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~5.4 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 5.4
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 28,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 28 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 28
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "at_risk",
"name": "Community & Adoption",
"value": 49,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "critical",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 28,
"inputs": {
"forks": 8,
"stars": 14,
"watchers": 5,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "14 stars",
"points": 18.1,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 14
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "8 forks",
"points": 7,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 8
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "5 watchers",
"points": 3.3,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 5
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "moderate",
"name": "Community health",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "good",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"registry_dependents"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 80,
"inputs": {
"packages": [
"ixmp4"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 64627
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "64,627 downloads/month across pypi",
"points": 64.1,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 64627,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 66,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "at_risk",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 37,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 5,
"top_contributor_share": 0.5
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 50% of commits",
"points": 11.2,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 50
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "5 contributors",
"points": 6.8,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 5
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 5 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "moderate",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 69,
"inputs": {
"merged_prs": 169,
"open_issues": 28,
"closed_issues": 38,
"issue_closed_ratio": 0.576,
"closed_unmerged_prs": 17
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "58% of issues closed",
"points": 26.9,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 58
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "169/186 decided PRs merged",
"points": 34.8,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 169,
"decided": 186
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 16/30 approved changesets -- score normalized to 5",
"points": 7.5,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 72,
"inputs": {
"followers": 212,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "iiasa",
"public_repos": 202,
"account_age_days": 3933
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "212 followers of iiasa",
"points": 16.7,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 212,
"login": "iiasa"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "202 public repos, account ~10 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 202
}
},
{
"code": "account_age_years",
"params": {
"years": 10
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"ixmp4"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 27
},
"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"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 27 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 27
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "51 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 51
}
}
],
"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": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "3 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 3
}
}
],
"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
},
{
"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": "18 out of 19 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": [
"database",
"energy-systems",
"integrated-assessment",
"modelling",
"python",
"scenario-analysis",
"iamc"
],
"has_wiki": false,
"homepage": "https://docs.ece.iiasa.ac.at/ixmp4",
"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://docs.ece.iiasa.ac.at/ixmp4",
"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": "7 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 7
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 62,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 53,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 5.3
},
"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": "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",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "18 out of 19 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 16/30 approved changesets -- score normalized to 5",
"points": 3.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 5 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": "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": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"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": "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): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:ixmp4@0.16.6 runtime dependency closure — what installing the published package pulls in — 69 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:ixmp4@0.16.6",
"assessed": 69
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 69,
"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": 69,
"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": [
"Russia",
"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": 63,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "at_risk",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.85,
"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": "85 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 85,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 74,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"poetry.lock"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
"doc/Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [
"ixmp4/py.typed"
],
"agent_commit_share": 0.01,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "doc/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "doc/Makefile"
}
}
],
"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": "ixmp4/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "ixmp4/py.typed"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile, lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "1 of the last 100 commits agent-authored or agent-credited",
"points": 2,
"status": "partial",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 1,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"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": {
"primary_language": "Python",
"largest_source_bytes": 68884,
"source_files_sampled": 320,
"oversized_source_files": 1
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (ixmp4/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "ixmp4/py.typed",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "1/320 source files over 60KB",
"points": 54.8,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 320,
"oversized": 1
}
}
],
"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": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-28T14:41:12.081993Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/i/iiasa/ixmp4.svg",
"full_name": "iiasa/ixmp4",
"license_state": "standard",
"license_spdx": "MIT"
}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.