Öffentliches RegisterGut
Software-GesundheitsberichtSchema 0.12.0 · Metriken 1.13.0 · 2026-07-17 21:20 UTC
gepa-ai / gepa
Optimize prompts, code, and more with AI-powered Reflective Optimization
gepa-ai/gepa erreicht einen Gesundheitsindex von 77 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (96/100) ab, am schwächsten bei Security (53/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.
77
gesamt / 100Software-Gesundheitsindex
Metriken werden auf einer Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr Mittel; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze 49 (Gefährdet). AI Readiness liegt außerhalb.
77
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
Bewertungsprofil
Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.
Eigentümerschaft
GEPAOrganisation
73 Follower6 öffentliche Reposseit Aug. 2025
Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.
Paket-Ökosysteme
| Registry | Paket | Version | Downloads / Monat | Versionen | Zuletzt veröffentlicht |
|---|---|---|---|---|---|
| PyPI | gepa | 0.1.4 | 6.064.941 | 36 | vor 2 Tagen |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
96
Entwicklungsaktivität
94Exzellent
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 0 Tagen |
| 29.8/36 | Commit-Rhythmus — 43/52 Wochen mit Commits |
| 18/18 | Commit-Volumen — 814 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 814 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 43 |
Release-Disziplin
100Exzellent
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 45 Releases veröffentlicht |
| 36/36 | Release-Aktualität — letztes Release vor 2 Tagen |
| 27/27 | Release-Rhythmus — ein Release etwa alle 22,1 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
Verwendete Eingangsdaten
| releases_count | 45 |
| latest_release_tag | v0.1.4 |
| releases_from_tags | nein |
| days_since_latest_release | 2 |
| mean_days_between_releases | 22,1 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Signed-Releases. Die verbleibenden Gewichte wurden renormalisiert.
Community & Verbreitung
Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?
86
Popularität & Verbreitung
90Exzellent
Wie die Bewertung erfolgt
| 60/60 | Stars — 5.677 Stars |
| 22.2/25 | Forks — 468 Forks |
| 7.5/15 | Watcher — 23 Watcher |
Verwendete Eingangsdaten
| forks | 468 |
| stars | 5.677 |
| watchers | 23 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
70Gut
Wie die Bewertung erfolgt
| 22.5/22.5 | README |
| 22.5/22.5 | Lizenz — anerkannte Lizenz (MIT) |
| 18/18 | CONTRIBUTING-Leitfaden |
| 0/13.5 | Verhaltenskodex |
| 0/7.2 | Issue-Vorlage |
| 0/6.3 | PR-Vorlage |
Verwendete Eingangsdaten
| has_readme | ja |
| has_license | ja |
| has_contributing | ja |
| has_issue_template | nein |
| has_code_of_conduct | nein |
| has_pull_request_template | nein |
Ökosystem-Verbreitung (Downloads)
100Exzellent
Wie die Bewertung erfolgt
| 80/80 | Downloads pro Monat — 6.064.941 Downloads/Monat über pypi |
| 0/20 | Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen |
Verwendete Eingangsdaten
| packages | gepa |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 6.064.941 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Abhängige in der Registry. Die verbleibenden Gewichte wurden renormalisiert.
Nachhaltigkeit & Governance
Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?
59
Maintainer-Resilienz (Bus-Faktor)
42Gefährdet
Wie die Bewertung erfolgt
| 9/54 | Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab |
| 9.1/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 59 % der Commits |
| 13.5/13.5 | Breite der Beitragenden — 40 Beitragende |
| 10/10 | OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations |
Verwendete Eingangsdaten
| bus_factor | 1 |
| contributors_sampled | 40 |
| top_contributor_share | 0,594 |
Wie die Bewertung erfolgt
| 20.2/46.8 | Issue-Lösungsquote — 43 % der Issues geschlossen |
| 33.5/38.3 | PR-Annahme — 203/232 entschiedene PRs gemergt |
| 1.5/15 | OpenSSF Scorecard: Code-Review — Found 5/30 approved changesets -- score normalized to 1 |
Verwendete Eingangsdaten
| merged_prs | 203 |
| open_issues | 68 |
| closed_issues | 52 |
| issue_closed_ratio | 0,433 |
| closed_unmerged_prs | 29 |
Eigentümerschaft & Trägerschaft
51Mittel
Wie die Bewertung erfolgt
| 30/30 | Organisatorische Trägerschaft — im Besitz einer Organisation |
| 0/20 | Verifizierte Domain |
| 13.4/25 | Reichweite des Inhabers — 73 Follower von gepa-ai |
| 8/25 | Kontohistorie — 6 öffentliche Repos, Kontoalter ca. 0 Jahre |
Verwendete Eingangsdaten
| followers | 73 |
| owner_type | Organization |
| is_verified | — |
| owner_login | gepa-ai |
| public_repos | 6 |
| account_age_days | 346 |
Paketpflege
100Exzellent
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf pypi |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 2 Tagen |
| 20/20 | Versionshistorie — 36 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | gepa |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 2 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
88
Engineering-Praktiken
94Exzellent
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 5 Workflow(s) |
| 24/24 | Tests vorhanden |
| 16/16 | Linter-Konfiguration |
| 9.6/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 22 out of 22 merged PRs checked by a CI test -- score normalized to 10 |
Verwendete Eingangsdaten
| has_ci | ja |
| has_tests | ja |
| has_editorconfig | nein |
| has_linter_config | ja |
| has_precommit_config | ja |
Dokumentation
80Gut
Wie die Bewertung erfolgt
| 30/30 | README |
| 25/25 | Dokumentationsverzeichnis |
| 15/15 | Dokumentations-/Homepage-Site — https://gepa-ai.github.io/gepa/ |
| 10/10 | Repository-Beschreibung |
| 0/10 | Topics |
| 0/10 | Wiki |
Verwendete Eingangsdaten
| topics | — |
| has_wiki | nein |
| homepage | https://gepa-ai.github.io/gepa/ |
| has_readme | ja |
| has_docs_dir | ja |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
53
Sicherheitslage
53Mittel
Wie die Bewertung erfolgt
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 22 out of 22 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0.8/7.5 | Code-Review — Found 5/30 approved changesets -- score normalized to 1 |
| 2.5/2.5 | Contributors — project has 7 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Lizenz — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 1 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 |
| 4/5 | SAST — SAST tool is not run on all commits -- score normalized to 8 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — keine Daten |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 96 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 5,3 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): signed_releases. Die verbleibenden Gewichte wurden renormalisiert.
AI Readiness
Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.
67
Wie die Bewertung erfolgt
| 45/45 | Agentenanweisungen — AGENTS.md, CLAUDE.md |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 0/40 | Lesbare Commit-Historie — keine Daten |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| legible_history_share | — |
| agent_instruction_files | AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 1.076 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lesbare Commit-Historie. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
| 0/18 | Bootstrap mit einem Befehl |
| 22/22 | Automatisierte Tests |
| 11/11 | Lint-/Format-Konfiguration |
| 11/11 | Statische Typprüfung — pyrightconfig.json, src/gepa/py.typed |
| 10/10 | Reproduzierbare Umgebung — lockfile |
| 0/10 | Belegte Agentenpraxis — keine Daten |
| 0/8 | Automatisierte Wartung — keine Daten |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | ja |
| lockfiles | uv.lock |
| has_dockerfile | nein |
| typed_language | nein |
| bootstrap_files | — |
| has_devcontainer | nein |
| has_linter_config | ja |
| typecheck_configs | pyrightconfig.json, src/gepa/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Belegte Agentenpraxis, Automatisierte Wartung. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
| 27/45 | Typprüfbarer Code — Jupyter Notebook mit Typprüfungs-Konfiguration (pyrightconfig.json, src/gepa/py.typed) |
| 54.4/55 | Handhabbare Dateigrößen — 2/197 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Jupyter Notebook |
| largest_source_bytes | 143.180 |
| source_files_sampled | 197 |
| oversized_source_files | 2 |
Maschinenlesbare AI-Schnittstellen
40Gefährdet
Wie die Bewertung erfolgt
| 0/40 | API-Schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP-Server |
| 40/40 | Lauffähige Beispiele — examples, notebooks |
Verwendete Eingangsdaten
| example_dirs | examples, notebooks |
| has_mcp_signal | nein |
| api_schema_files | — |
Eckdaten
5.677GitHub-Sterne
40Mitwirkende
814Commits, letzte 12 Monate
0Tage seit letztem Push
45Releases
1Bus-Faktor
68offene Issues
PyPIPaket-Ökosysteme
Weitere Details
OpenSSF Scorecard 5.3 / 10
5.3Gesamtwert
Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 22 out of 22 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 1 | Code-Review | Found 5/30 approved changesets -- score normalized to 1 |
| 10 | Contributors | project has 7 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 1 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 |
| 8 | SAST | SAST tool is not run on all commits -- score normalized to 8 |
| 0 | Security-Policy | security policy file not detected |
| k. A. | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 96 existing vulnerabilities detected |
Alle Abhängigkeiten 242
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 0 direkte und 242 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| PyPI | aiohappyeyeballs | 2.6.1 | indirekt |
| PyPI | aiohttp | 3.12.15 | indirekt |
| PyPI | aiosignal | 1.4.0 | indirekt |
| PyPI | alembic | 1.16.5 | indirekt |
| PyPI | annotated-types | 0.7.0 | indirekt |
| PyPI | anyio | 4.10.0 | indirekt |
| PyPI | async-timeout | 5.0.1 | indirekt |
| PyPI | attrs | 25.3.0 | indirekt |
| PyPI | backports-tarfile | 1.2.0 | indirekt |
| PyPI | beautifulsoup4 | 4.13.5 | indirekt |
| PyPI | blinker | 1.9.0 | indirekt |
| PyPI | build | 1.3.0 | indirekt |
| PyPI | cachetools | 5.5.2 | indirekt |
| PyPI | certifi | 2025.8.3 | indirekt |
| PyPI | cffi | 1.17.1 | indirekt |
| PyPI | cfgv | 3.4.0 | indirekt |
| PyPI | charset-normalizer | 3.4.3 | indirekt |
| PyPI | chromadb | — | indirekt |
| PyPI | click | 8.2.1 | indirekt |
| PyPI | cloudpickle | 3.1.1 | indirekt |
| PyPI | colorama | — | indirekt |
| PyPI | colorama | 0.4.6 | indirekt |
| PyPI | configargparse | — | indirekt |
| PyPI | contourpy | 1.3.2 | indirekt |
| PyPI | contourpy | 1.3.3 | indirekt |
| PyPI | cryptography | 45.0.6 | indirekt |
| PyPI | cvxpy | 1.7.3 | indirekt |
| PyPI | cycler | 0.12.1 | indirekt |
| PyPI | cython | 3.1.4 | indirekt |
| PyPI | dask | 2024.8.0 | indirekt |
| PyPI | databricks-sdk | 0.65.0 | indirekt |
| PyPI | datasets | 4.0.0 | indirekt |
| PyPI | datasets | 4.5.0 | indirekt |
| PyPI | dill | 0.3.8 | indirekt |
| PyPI | distlib | 0.4.0 | indirekt |
| PyPI | distro | 1.9.0 | indirekt |
| PyPI | docker | 7.1.0 | indirekt |
| PyPI | docutils | 0.22 | indirekt |
| PyPI | duckdb | 1.4.1 | indirekt |
| PyPI | exceptiongroup | 1.3.0 | indirekt |
| PyPI | fastapi | 0.116.1 | indirekt |
| PyPI | fastapi | 0.121.1 | indirekt |
| PyPI | fastuuid | 0.14.0 | indirekt |
| PyPI | filelock | — | indirekt |
| PyPI | filelock | 3.19.1 | indirekt |
| PyPI | flask | 3.1.2 | indirekt |
| PyPI | flask-cors | 6.0.5 | indirekt |
| PyPI | fonttools | 4.59.2 | indirekt |
| PyPI | frozenlist | 1.7.0 | indirekt |
| PyPI | fsspec | 2025.3.0 | indirekt |
| PyPI | gepa | 0.1.4 | indirekt |
| PyPI | gitdb | 4.0.12 | indirekt |
| PyPI | gitpython | 3.1.45 | indirekt |
| PyPI | google-auth | — | indirekt |
| PyPI | google-auth | 2.40.3 | indirekt |
| PyPI | graphene | 3.4.3 | indirekt |
| PyPI | graphql-core | 3.2.6 | indirekt |
| PyPI | graphql-relay | 3.2.0 | indirekt |
| PyPI | greenlet | 3.2.4 | indirekt |
| PyPI | gunicorn | 23.0.0 | indirekt |
| PyPI | h11 | 0.16.0 | indirekt |
| PyPI | h5py | 3.14.0 | indirekt |
| PyPI | hf-xet | 1.1.8 | indirekt |
| PyPI | httpcore | 1.0.9 | indirekt |
| PyPI | httpx | 0.28.1 | indirekt |
| PyPI | huey | 3.2.1 | indirekt |
| PyPI | huggingface-hub | 0.34.4 | indirekt |
| PyPI | id | 1.5.0 | indirekt |
| PyPI | identify | 2.6.13 | indirekt |
| PyPI | idna | 3.10 | indirekt |
| PyPI | importlib-metadata | 8.7.0 | indirekt |
| PyPI | iniconfig | 2.1.0 | indirekt |
| PyPI | itsdangerous | 2.2.0 | indirekt |
| PyPI | jaraco-classes | 3.4.0 | indirekt |
| PyPI | jaraco-context | 6.0.1 | indirekt |
| PyPI | jaraco-functools | 4.3.0 | indirekt |
| PyPI | jeepney | 0.9.0 | indirekt |
| PyPI | jinja2 | 3.1.6 | indirekt |
| PyPI | jiter | 0.10.0 | indirekt |
| PyPI | joblib | 1.5.2 | indirekt |
| PyPI | jsonpatch | 1.33 | indirekt |
| PyPI | jsonpointer | 3.1.1 | indirekt |
| PyPI | jsonschema | 4.25.1 | indirekt |
| PyPI | jsonschema-specifications | 2025.4.1 | indirekt |
| PyPI | keyring | 25.6.0 | indirekt |
| PyPI | kiwisolver | 1.4.9 | indirekt |
| PyPI | lancedb | — | indirekt |
| PyPI | langchain | 1.3.13 | indirekt |
| PyPI | langchain-core | 1.4.9 | indirekt |
| PyPI | langchain-protocol | 0.0.18 | indirekt |
| PyPI | langgraph | 1.2.9 | indirekt |
| PyPI | langgraph-checkpoint | 4.1.1 | indirekt |
| PyPI | langgraph-prebuilt | 1.1.0 | indirekt |
| PyPI | langgraph-sdk | 0.4.2 | indirekt |
| PyPI | langsmith | 0.10.3 | indirekt |
| PyPI | lark | 1.3.1 | indirekt |
| PyPI | litellm | — | indirekt |
| PyPI | litellm | 1.83.0 | indirekt |
| PyPI | litellm | 1.91.3 | indirekt |
| PyPI | llm-structured-confidence | 0.4.5 | indirekt |
| PyPI | mako | 1.3.10 | indirekt |
| PyPI | markdown-it-py | 4.0.0 | indirekt |
| PyPI | markupsafe | 3.0.2 | indirekt |
| PyPI | matplotlib | — | indirekt |
| PyPI | matplotlib | 3.10.6 | indirekt |
| PyPI | matplotlib | 3.7.5 | indirekt |
| PyPI | mdurl | 0.1.2 | indirekt |
| PyPI | mkdocs | — | indirekt |
| PyPI | mkdocs-jupyter | — | indirekt |
| PyPI | mkdocs-material | — | indirekt |
| PyPI | mkdocs-redirects | — | indirekt |
| PyPI | mkdocs-rss-plugin | — | indirekt |
| PyPI | mkdocstrings | — | indirekt |
| PyPI | mkdocstrings-python | — | indirekt |
| PyPI | mlflow | 3.14.0 | indirekt |
| PyPI | mlflow-skinny | 3.14.0 | indirekt |
| PyPI | mlflow-tracing | 3.14.0 | indirekt |
| PyPI | more-itertools | 10.7.0 | indirekt |
| PyPI | multidict | 6.6.4 | indirekt |
| PyPI | multiprocess | 0.70.16 | indirekt |
| PyPI | networkx | — | indirekt |
| PyPI | networkx | 3.2.1 | indirekt |
| PyPI | nh3 | 0.3.0 | indirekt |
| PyPI | nodeenv | 1.9.1 | indirekt |
| PyPI | numba | 0.60.0 | indirekt |
| PyPI | numpy | — | indirekt |
| PyPI | numpy | 2.2.6 | indirekt |
| PyPI | numpy | 2.3.2 | indirekt |
| PyPI | numpy | 2.5.1 | indirekt |
| PyPI | openai | 2.45.0 | indirekt |
| PyPI | openpyxl | 3.1.5 | indirekt |
| PyPI | opentelemetry-api | 1.36.0 | indirekt |
| PyPI | opentelemetry-proto | 1.39.1 | indirekt |
| PyPI | opentelemetry-sdk | 1.36.0 | indirekt |
| PyPI | opentelemetry-semantic-conventions | 0.57b0 | indirekt |
| PyPI | optuna | — | indirekt |
| PyPI | orjson | 3.11.9 | indirekt |
| PyPI | ormsgpack | 1.12.2 | indirekt |
| PyPI | packaging | 25.0 | indirekt |
| PyPI | pandas | — | indirekt |
| PyPI | pandas | 2.3.2 | indirekt |
| PyPI | pandas | 2.3.3 | indirekt |
| PyPI | pandas | 3.0.3 | indirekt |
| PyPI | pillow | — | indirekt |
| PyPI | pillow | 11.3.0 | indirekt |
| PyPI | platformdirs | 4.3.8 | indirekt |
| PyPI | playwright | — | indirekt |
| PyPI | pluggy | 1.6.0 | indirekt |
| PyPI | polars | 1.33.1 | indirekt |
| PyPI | pre-commit | 4.3.0 | indirekt |
| PyPI | prettytable | 3.18.0 | indirekt |
| PyPI | propcache | 0.3.2 | indirekt |
| PyPI | protobuf | 6.32.0 | indirekt |
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"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 1 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 8",
"points": 4,
"status": "partial",
"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",
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"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": "96 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"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": 4
},
"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": 67,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
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}
],
"value": 75,
"inputs": {
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"legible_history_share": null,
"agent_instruction_files": [
"AGENTS.md",
"CLAUDE.md"
],
"agent_instruction_max_bytes": 1076
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "AGENTS.md, CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "AGENTS.md, CLAUDE.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice",
"automated_maintenance"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 66,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [
"pyrightconfig.json",
"src/gepa/py.typed"
],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "pyrightconfig.json, src/gepa/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "pyrightconfig.json, src/gepa/py.typed"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "good",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 81,
"inputs": {
"primary_language": "Jupyter Notebook",
"largest_source_bytes": 143180,
"source_files_sampled": 197,
"oversized_source_files": 2
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Jupyter Notebook with type-check config (pyrightconfig.json, src/gepa/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "pyrightconfig.json, src/gepa/py.typed",
"language": "Jupyter Notebook"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "2/197 source files over 60KB",
"points": 54.4,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 197,
"oversized": 2
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples",
"notebooks"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples, notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, notebooks"
}
}
],
"max_points": 40
}
]
}
],
"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": [],
"report_type": "repository",
"generated_at": "2026-07-17T21:20:46.916514Z",
"schema_version": "0.12.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/gepa-ai/gepa.svg",
"full_name": "gepa-ai/gepa",
"license_state": "standard",
"license_spdx": "MIT"
}Bewertungen sind Signale, keine Garantien. Sie spiegeln öffentlich sichtbare Praxis auf GitHub wider — kein Code-Audit und keine Sicherheitsgarantie.
Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.12.0 — vollständige Methodik · Metriken-Wiki.
Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken — PyPI.