Öffentliches RegisterMittel
Software-GesundheitsberichtSchema 0.27.0 · Metriken 2.3.1 · 2026-08-01 20:02 UTC
nozomi-koborinai / gcp-cost-mcp-server
💰 An MCP server that enables AI assistants to estimate Google Cloud costs, powered by Cloud Billing Catalog API and built with Genkit for Go
nozomi-koborinai/gcp-cost-mcp-server erreicht einen Gesundheitsindex von 57 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Vitality (71/100) ab, am schwächsten bei Community & Adoption (35/100). Zuletzt vor 13 Tagen aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.
57
gesamt / 100Software-Gesundheitsindex
Metriken werden auf einer standardisierten Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr gewichtetes Mittel, kalibriert auf die Verteilung des öffentlichen Registers, sodass die Stufen Perzentilbedeutung tragen; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze Gefährdet von 34.
57
Außergewöhnlich93-100Die Spitzengruppe des Registers (≈ obere 5 %); erfüllt im Wesentlichen alle geprüften Kriterien
Exzellent80-92Durchgehend stark; geringfügige Lücken
Gut65-79Gesund; Lücken sind begrenzt und beherrschbar
Mittel50-64Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Schwach35-49Wesentliche Schwächen in mehreren Bereichen
Gefährdet20-34Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-19Schwerwiegende 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.
Der gewichtete Gesamtwert 55 wird auf der veröffentlichten Indexskala auf 57 kalibriert (Register-Kalibrierung 2026-08-02).
Eigentümerschaft
Nozomi KoborinaiPersönliches Konto
60 Follower40 öffentliche Reposseit Mai 2018
Dieses Repository gehört einem persönlichen Konto. Ein Projekt mit nur einem Eigentümer trägt ein höheres Kontinuitätsrisiko als ein organisationsgetragenes.
Paket-Ökosysteme
| Registry | Paket | Version | Downloads / Monat | Versionen | Zuletzt veröffentlicht |
|---|---|---|---|---|---|
| Go | github.com/nozomi-koborinai/gcp-cost-mcp-server | v0.10.0 | - | 7 | vor 15 Tagen |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
71
Entwicklungsaktivität
58Mittel
Wie die Bewertung erfolgt
| 28.8/36 | Push-Aktualität — letzter Push vor 13 Tagen |
| 2.8/36 | Commit-Rhythmus — 4/52 Wochen mit Commits |
| 16.1/18 | Commit-Volumen — 61 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 25 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 61 |
| human_commit_share | 0,934 |
| days_since_last_push | 13 |
| active_weeks_last_year | 4 |
Release-Disziplin
90Exzellent
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 7 Releases veröffentlicht |
| 36/36 | Release-Aktualität — letztes Release vor 13 Tagen |
| 27/27 | Release-Rhythmus — ein Release etwa alle 38,4 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Verwendete Eingangsdaten
| releases_count | 7 |
| latest_release_tag | v0.10.0 |
| releases_from_tags | nein |
| days_since_latest_release | 13 |
| mean_days_between_releases | 38,4 |
Community & Verbreitung
Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?
35
Popularität & Verbreitung
21Gefährdet
Wie die Bewertung erfolgt
| 21.4/60 | Stars — 22 Stars |
| 0/25 | Forks — 2 Forks |
| 0/15 | Watcher — 0 Watcher |
Verwendete Eingangsdaten
| forks | 2 |
| stars | 22 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
50Mittel
Wie die Bewertung erfolgt
| 22.5/22.5 | README |
| 22.5/22.5 | Lizenz — anerkannte Lizenz (MIT) |
| 0/18 | CONTRIBUTING-Leitfaden |
| 0/13.5 | Verhaltenskodex |
| 0/7.2 | Issue-Vorlage |
| 0/6.3 | PR-Vorlage |
Verwendete Eingangsdaten
| has_readme | ja |
| has_license | ja |
| readme_badges | — |
| has_contributing | nein |
| has_issue_template | nein |
| has_code_of_conduct | nein |
| readme_badge_services | — |
| has_pull_request_template | nein |
Nachhaltigkeit & Governance
Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?
61
Maintainer-Resilienz (Bus-Faktor)
15Kritisch
Wie die Bewertung erfolgt
| 9/54 | Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab |
| 3.6/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 84 % der Commits |
| 2.7/13.5 | Breite der Beitragenden — 2 Beitragende |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Verwendete Eingangsdaten
| bus_factor | 1 |
| contributors_sampled | 2 |
| top_contributor_share | 0,842 |
Reaktionsfähigkeit bei Issues & PRs
89Exzellent
Wie die Bewertung erfolgt
| 42/42 | Issue-Lösungsquote — 100 % der Issues geschlossen |
| 28.1/30 | PR-Annahme — 15/16 entschiedene PRs gemergt |
| 0/13 | Newcomer PR acceptance — kein PR eines Erstbeitragenden in 30 Tagen entschieden |
| 7.5/15 | OpenSSF Scorecard: Code-Review — Found 4/7 approved changesets -- score normalized to 5 |
Verwendete Eingangsdaten
| merged_prs | 15 |
| open_issues | 0 |
| closed_issues | 7 |
| prs_merged_7d | — |
| prs_decided_7d | — |
| prs_merged_30d | — |
| prs_decided_30d | — |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 1 |
| first_time_authors_30d | — |
| first_time_prs_merged_30d | — |
| first_time_prs_decided_30d | — |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): newcomer_pr_acceptance. Die verbleibenden Gewichte wurden renormalisiert.
Eigentümerschaft & Trägerschaft
58Mittel
Wie die Bewertung erfolgt
| 10/30 | Organisatorische Trägerschaft — persönliches (Nutzer-)Konto |
| 0/20 | Verifizierte Domain — für Nutzerkonten nicht anwendbar |
| 12.8/25 | Reichweite des Inhabers — 60 Follower von nozomi-koborinai |
| 23.7/25 | Kontohistorie — 40 öffentliche Repos, Kontoalter ca. 8 Jahre |
Verwendete Eingangsdaten
| followers | 60 |
| owner_type | User |
| is_verified | — |
| owner_login | nozomi-koborinai |
| public_repos | 40 |
| account_age_days | 2.991 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.
Paketpflege
100Außergewöhnlich
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf go |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 15 Tagen |
| 20/20 | Versionshistorie — 7 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | github.com/nozomi-koborinai/gcp-cost-mcp-server |
| ecosystems | go |
| any_deprecated | nein |
| min_days_since_publish | 15 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
61
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 2 Workflow(s) |
| 24/24 | Tests vorhanden |
| 0/16 | Linter-Konfiguration |
| 0/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 7 out of 7 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 | nein |
| has_precommit_config | nein |
Dokumentation
50Mittel
Wie die Bewertung erfolgt
| 30/30 | README |
| 0/25 | Dokumentationsverzeichnis |
| 0/15 | Dokumentations-/Homepage-Site |
| 10/10 | Repository-Beschreibung |
| 10/10 | Topics — 8 Topics |
| 0/10 | Wiki |
Verwendete Eingangsdaten
| topics | cloud-billing, gcp, genkit, golang, google-cloud, llm-tools, mcp, mcp-server |
| has_wiki | nein |
| homepage | — |
| has_readme | ja |
| has_docs_dir | nein |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
37
Sicherheitslage
37Schwach
Wie die Bewertung erfolgt
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 7 out of 7 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 |
| 3.8/7.5 | Code-Review — Found 4/7 approved changesets -- score normalized to 5 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Lizenz — license file detected |
| 7.5/7.5 | Maintained — 25 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 |
| 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 — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 13 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 3,7 |
AI Readiness
Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Trägt ein bewusst kleines Gewicht (4 %): Agenten-Tooling ist ein echtes Pflegesignal, doch ein Repository ohne jedes Signal kann weiterhin 100/100 erreichen.
61
AI-Agentenkontext & Leitlinien
40Schwach
Wie die Bewertung erfolgt
| 0/45 | Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 40/40 | Lesbare Commit-Historie — 57 von 57 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text) |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| legible_history_share | 1 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Wie die Bewertung erfolgt
| 12.6/18 | Bootstrap mit einem Befehl — go.mod (Toolchain-Konvention, kein Task-Runner) |
| 22/22 | Automatisierte Tests |
| 0/11 | Lint-/Format-Konfiguration |
| 11/11 | Statische Typprüfung — Go (statisch typisiert) |
| 10/10 | Reproduzierbare Umgebung — lockfile |
| 6.6/10 | Belegte Agentenpraxis — 2 der letzten 61 Commits von Agenten verfasst oder ihnen zugeschrieben |
| 0/8 | Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet |
| 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 | go.sum |
| has_dockerfile | nein |
| typed_language | ja |
| bootstrap_files | — |
| has_devcontainer | nein |
| has_linter_config | nein |
| typecheck_configs | — |
| agent_commit_share | 0,033 |
| toolchain_manifests | go.mod |
| dependency_bot_commit_share | 0 |
AI-Code-Lesbarkeit für Modelle
100Außergewöhnlich
Wie die Bewertung erfolgt
| 45/45 | Typprüfbarer Code — Go (statisch typisiert) |
| 55/55 | Handhabbare Dateigrößen — 0/35 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Go |
| largest_source_bytes | 18.802 |
| source_files_sampled | 35 |
| oversized_source_files | 0 |
Eckdaten
22GitHub-Sterne
2Mitwirkende
61Commits, letzte 12 Monate
13Tage seit letztem Push
7Releases
1Bus-Faktor
0offene Issues
GoPaket-Ökosysteme
Warnungen zur Datenerhebung
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Weitere Details
Stern- und Fork-Verlauf 0 ★ / 2 ⇿
0Sterne
2Forks
1Releases
Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.
Major 0Minor 1Patch 0
OpenSSF Scorecard 3.7 / 10
3.7Gesamtwert
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 |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 7 out of 7 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 |
| 5 | Code-Review | Found 4/7 approved changesets -- score normalized to 5 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 25 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 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 13 existing vulnerabilities detected |
Direkte Abhängigkeiten 4
| Registry | Paket | Versionsvorgabe | Manifest |
|---|---|---|---|
| Go | github.com/firebase/genkit/go | v1.2.0 | go.mod |
| Go | github.com/sebdah/goldie/v2 | v2.8.0 | go.mod |
| Go | golang.org/x/net | v0.47.0 | go.mod |
| Go | golang.org/x/oauth2 | v0.30.0 | go.mod |
Alle Abhängigkeiten nicht erhoben
Der aufgelöste Abhängigkeitssatz konnte für diesen Bericht nicht erhoben werden: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
JSON-Rohbericht maschinenlesbar
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"headline": "fix: check Write errors in pricing HTTP tests",
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"body": "Pin full JSON outputs of estimate_cost and get_sku_price so refactors\ncannot silently change pricing behavior. Update with go test -update.\n\nCo-authored-by: Nozomi Koborinai <nozomi-koborinai@users.noreply.github.com>",
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"is_bot": false,
"headline": "feat: add ListAllServices and ListAllSKUs to pricing client",
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"committed_at": "2026-07-10T14:02:45Z",
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"headline": "Merge pull request #17 from nozomi-koborinai/docs/tool-relationship-d…",
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"headline": "Merge pull request #16 from nozomi-koborinai/feature/issue-13-15-filt…",
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"is_bot": false,
"headline": "feat: auto-apply free tier deduction in estimate_cost",
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"headline": "Merge pull request #10 from nozomi-koborinai/feature/issue-6-dynamic-…",
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"headline": "Merge pull request #9 from nozomi-koborinai/feature/issue-7-freetier-…",
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"headline": "feat: implement free tier information retrieval service",
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"headline": "Merge pull request #4 from nozomi-koborinai/docs/homebrew-upgrade-ins…",
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"headline": "Merge pull request #3 from nozomi-koborinai/feature/conversational-co…",
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"is_bot": false,
"headline": "feat: add conversational cost estimation with architecture diagram su…",
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"headline": "Merge pull request #2 from nozomi-koborinai/docs/add-homebrew-install",
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"body": "- Add Homebrew as the recommended installation method (Option A)\n- Move binary download to Option B with macOS quarantine removal instructions\n- Move build from source to Option C\n- Add `which` command to find binary path\n- Update MCP client configs with concrete paths instead of /path/to/\n- Rename \"AI Client\" to \"MCP Client\" for consistency with MCP terminology",
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"headline": "docs: add Homebrew installation and improve install guide",
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"headline": "docs: add binary selection guide for different platforms",
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"body": "feat: implement GCP Cost MCP Server with Genkit",
"is_bot": false,
"headline": "Merge pull request #1 from nozomi-koborinai/feat/initial-implementation",
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"body": "Add comprehensive documentation including:\n- Project overview and disclaimer\n- Features table with available MCP tools\n- Quick start guide with installation options\n- AI client configuration (Claude, Cursor, Gemini CLI)\n- Usage examples and authentication options\n- Development instructions\n- Why Genkit for Go section explaining benefits",
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"headline": "docs: update README with full documentation",
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"body": "Add workflow diagram showing AI chat interface\nconnecting to GCP via Genkit MCP server.",
"is_bot": false,
"headline": "feat: add hero image for README",
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"headline": "chore: add MIT license",
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"body": "Configure automatic release notes generation with\ncategories for features, fixes, and other changes.",
"is_bot": false,
"headline": "chore: add GitHub release notes configuration",
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{
"oid": "9d50430d71f38542769127b9c0d7d9cdcdcaad41",
"body": "- CI workflow: Build and test on push/PR\n- Release workflow: Cross-compile and publish binaries\n for macOS (arm64/amd64), Linux, and Windows",
"is_bot": false,
"headline": "ci: add GitHub Actions for CI and release",
"author_name": "nozomi-koborinai",
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"key": "commit_distribution",
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"detail": "top contributor authored 84% of commits",
"points": 3.6,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 84
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
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"detail": "2 contributors",
"points": 2.7,
"status": "partial",
"details": [
{
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],
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{
"key": "openssf_scorecard_contributors",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
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"name": "Issue & PR responsiveness",
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"notes": [
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"params": {
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]
}
},
{
"code": "weights_renormalized",
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}
],
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"open_issues": 0,
"closed_issues": 7,
"prs_merged_7d": null,
"prs_decided_7d": null,
"prs_merged_30d": null,
"prs_decided_30d": null,
"issue_closed_ratio": 1,
"closed_unmerged_prs": 1,
"first_time_authors_30d": null,
"first_time_prs_merged_30d": null,
"first_time_prs_decided_30d": null
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "100% of issues closed",
"points": 42,
"status": "met",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 100
}
}
],
"max_points": 42
},
{
"key": "pr_acceptance",
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"detail": "15/16 decided PRs merged",
"points": 28.1,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 15,
"decided": 16
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}
],
"max_points": 30
},
{
"key": "newcomer_pr_acceptance",
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"detail": "no first-time contributor's PR decided in 30d",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_newcomer_prs",
"params": {
"days": 30
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}
],
"max_points": 13
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{
"key": "openssf_scorecard_code_review",
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"points": 7.5,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"verified_domain"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 58,
"inputs": {
"followers": 60,
"owner_type": "User",
"is_verified": null,
"owner_login": "nozomi-koborinai",
"public_repos": 40,
"account_age_days": 2991
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "60 followers of nozomi-koborinai",
"points": 12.8,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 60,
"login": "nozomi-koborinai"
}
}
],
"max_points": 25
},
{
"key": "track_record",
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"detail": "40 public repos, account ~8 yr old",
"points": 23.7,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 40
}
},
{
"code": "account_age_years",
"params": {
"years": 8
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
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"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
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],
"ecosystems": "go",
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},
"components": [
{
"key": "published_resolvable",
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"detail": "1 package(s) on go",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
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"count": 1,
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}
],
"max_points": 25
},
{
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"status": "met",
"details": [
{
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"days": 15
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}
],
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{
"key": "version_history",
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"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 7
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}
],
"max_points": 20
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{
"key": "not_deprecated",
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"status": "met",
"details": [
{
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}
],
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},
{
"key": "engineering",
"band": "moderate",
"name": "Engineering Quality",
"value": 61,
"weight": 0.19,
"metrics": [
{
"key": "engineering_practices",
"band": "good",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 68,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
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},
"components": [
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"key": "ci_workflows",
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"details": [
{
"code": "ci_workflows",
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"count": 2
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],
"max_points": 24
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{
"key": "tests_present",
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"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
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"points": 0,
"status": "missed",
"details": [],
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{
"key": "editorconfig",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
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"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
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"name": "Documentation",
"note": null,
"notes": [],
"value": 50,
"inputs": {
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"gcp",
"genkit",
"golang",
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"llm-tools",
"mcp",
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],
"has_wiki": false,
"homepage": null,
"has_readme": true,
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},
"components": [
{
"key": "readme",
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"details": [],
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},
{
"key": "documentation_directory",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "documentation_homepage_site",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
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{
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"detail": null,
"points": 10,
"status": "met",
"details": [],
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},
{
"key": "topics",
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"points": 10,
"status": "met",
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}
],
"max_points": 10
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{
"key": "wiki",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
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},
{
"key": "security",
"band": "weak",
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"value": 37,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"note": null,
"notes": [],
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"inputs": {
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"scorecard_version": "v5.5.0",
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},
"components": [
{
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"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
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"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "ci_tests",
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"points": 2.5,
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"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",
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"points": 3.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
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"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": "25 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",
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"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
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"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"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": "13 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
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"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": {
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"red_flag": false,
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"policy_countries": [
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"Iran",
"North Korea"
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"commit_weight_rule": {
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"min_commit_share": 0.1
},
"review_only_matches": 0,
"below_threshold_exposures": [],
"assessed_self_published_locations": 2
},
"components": [
{
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"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",
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"name": "AI Readiness",
"value": 61,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "weak",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 40,
"inputs": {
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"legible_history_share": 1,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
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"points": 0,
"status": "missed",
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{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
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"details": [],
"max_points": 15
},
{
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"details": [
{
"code": "legible_history",
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}
],
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}
]
},
{
"key": "ai_verify_loop",
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"note": null,
"notes": [],
"value": 62,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"go.sum"
],
"has_dockerfile": false,
"typed_language": true,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0.033,
"toolchain_manifests": [
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],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
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"detail": "go.mod (toolchain convention, no task runner)",
"points": 12.6,
"status": "partial",
"details": [
{
"code": "toolchain_convention",
"params": {
"files": "go.mod"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
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"points": 22,
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"details": [],
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},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "Go (statically typed)",
"points": 11,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "Go"
}
}
],
"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": "2 of the last 61 commits agent-authored or agent-credited",
"points": 6.6,
"status": "partial",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 2,
"sampled": 61
}
}
],
"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": [],
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}
]
},
{
"key": "ai_code_legibility",
"band": "exceptional",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"primary_language": "Go",
"largest_source_bytes": 18802,
"source_files_sampled": 35,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Go (statically typed)",
"points": 45,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "Go"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/35 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 35,
"oversized": 0
}
}
],
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}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
}
],
"classification": {
"labels": [
"library",
"mcp-server"
],
"scores": {
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"mcp-server": 4
},
"primary": "library",
"evidence": [
{
"tier": "distribution",
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"source": "registry:go",
"weight": 6
},
{
"tier": "description",
"label": "mcp-server",
"source": "description:mcp-server",
"weight": 2
},
{
"tier": "tags",
"label": "mcp-server",
"source": "tag:mcp-server",
"weight": 2
}
],
"artifacts": [],
"confidence": "medium",
"host_extension": false,
"runs_as_process": true,
"consumed_by_code": true
},
"metrics_version": "2.3.1"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
],
"report_type": "repository",
"generated_at": "2026-08-01T20:02:49.228162Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/n/nozomi-koborinai/gcp-cost-mcp-server.svg",
"full_name": "nozomi-koborinai/gcp-cost-mcp-server",
"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 v2.3.1, Schema v0.27.0 — vollständige Methodik · Metriken-Wiki.
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