Öffentliches RegisterMittel
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-08-01 11:14 UTC
SonAIengine / graph-tool-call
Graph-based tool retrieval for LLM agents — 248 tools → 82% accuracy, 79% fewer tokens. Zero dependencies. OpenAPI / MCP / LangChain.
SonAIengine/graph-tool-call erreicht einen Gesundheitsindex von 66 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Engineering Quality (96/100) ab, am schwächsten bei Security (39/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.
66
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.
66
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
Son Seong JunPersönliches Konto
14 Follower25 öffentliche Reposseit Apr. 2024
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 | Tags |
|---|---|---|---|---|---|---|
| PyPI | graph-tool-call | 0.35.0 | 2.636 | 45 | vor 0 Tagen | llmagenttool-callingfunction-callinggraphlangchainmcpmcp-serveropenapiswaggertool-retrievalragbm25hybrid-searchworkflowopenaianthropicclaudetoken-optimizationagenticzero-dependencykoreantokenizermorpheme |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
84
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 0 Tagen |
| 9/36 | Commit-Rhythmus — 13/52 Wochen mit Commits |
| 18/18 | Commit-Volumen — 454 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 454 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 13 |
Release-Disziplin
100Exzellent
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 14 Releases veröffentlicht |
| 36/36 | Release-Aktualität — letztes Release vor 11 Tagen |
| 27/27 | Release-Rhythmus — ein Release etwa alle 14,6 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
Verwendete Eingangsdaten
| releases_count | 14 |
| latest_release_tag | v0.28.0 |
| releases_from_tags | nein |
| days_since_latest_release | 11 |
| mean_days_between_releases | 14,6 |
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?
52
Popularität & Verbreitung
13Kritisch
Wie die Bewertung erfolgt
| 12.6/60 | Stars — 7 Stars |
| 0/25 | Forks — 2 Forks |
| 0/15 | Watcher — 1 Watcher |
Verwendete Eingangsdaten
| forks | 2 |
| stars | 7 |
| watchers | 1 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
92Exzellent
Wie die Bewertung erfolgt
| 22.5/22.5 | README |
| 22.5/22.5 | Lizenz — anerkannte Lizenz (MIT) |
| 18/18 | CONTRIBUTING-Leitfaden |
| 13.5/13.5 | Verhaltenskodex |
| 0/7.2 | Issue-Vorlage |
| 6.3/6.3 | PR-Vorlage |
Verwendete Eingangsdaten
| has_readme | ja |
| has_license | ja |
| has_contributing | ja |
| has_issue_template | nein |
| has_code_of_conduct | ja |
| has_pull_request_template | ja |
Wie die Bewertung erfolgt
| 45.6/80 | Downloads pro Monat — 2.636 Downloads/Monat über pypi |
| 0/20 | Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen |
Verwendete Eingangsdaten
| packages | graph-tool-call |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 2.636 |
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?
53
Maintainer-Resilienz (Bus-Faktor)
14Kritisch
Wie die Bewertung erfolgt
| 9/54 | Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab |
| 0.5/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 98 % der Commits |
| 4.1/13.5 | Breite der Beitragenden — 3 Beitragende |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Verwendete Eingangsdaten
| bus_factor | 1 |
| contributors_sampled | 3 |
| top_contributor_share | 0,978 |
Wie die Bewertung erfolgt
| 0/46.8 | Issue-Lösungsquote — keine Issues oder keine Daten |
| 38.2/38.3 | PR-Annahme — 58/58 entschiedene PRs gemergt |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/12 approved changesets -- score normalized to 0 |
Verwendete Eingangsdaten
| merged_prs | 58 |
| open_issues | 0 |
| closed_issues | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 0 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Issue-Lösungsquote. Die verbleibenden Gewichte wurden renormalisiert.
Eigentümerschaft & Trägerschaft
42Gefährdet
Wie die Bewertung erfolgt
| 10/30 | Organisatorische Trägerschaft — persönliches (Nutzer-)Konto |
| 0/20 | Verifizierte Domain — für Nutzerkonten nicht anwendbar |
| 8.5/25 | Reichweite des Inhabers — 14 Follower von SonAIengine |
| 14.9/25 | Kontohistorie — 25 öffentliche Repos, Kontoalter ca. 2 Jahre |
Verwendete Eingangsdaten
| followers | 14 |
| owner_type | User |
| is_verified | — |
| owner_login | SonAIengine |
| public_repos | 25 |
| account_age_days | 841 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.
Paketpflege
100Exzellent
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf pypi |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 0 Tagen |
| 20/20 | Versionshistorie — 45 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | graph-tool-call |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 0 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
96
Engineering-Praktiken
94Exzellent
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 4 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 — 12 out of 12 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
100Exzellent
Wie die Bewertung erfolgt
| 30/30 | README |
| 25/25 | Dokumentationsverzeichnis |
| 15/15 | Dokumentations-/Homepage-Site — https://pypi.org/project/graph-tool-call/ |
| 10/10 | Repository-Beschreibung |
| 10/10 | Topics — 20 Topics |
| 10/10 | Wiki |
Verwendete Eingangsdaten
| topics | agent, ai, function-calling, llm, mcp, python, rag, token-optimization, tool-calling, tool-retrieval, langchain, openapi, agentic, anthropic, hybrid-search, mcp-server, openai, swagger, workflow-engine, zero-dependency |
| has_wiki | ja |
| homepage | https://pypi.org/project/graph-tool-call/ |
| has_readme | ja |
| has_docs_dir | ja |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
39
Sicherheitslage
39Gefährdet
Wie die Bewertung erfolgt
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — keine Daten |
| 2.5/2.5 | CI-Tests — 12 out of 12 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/12 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Lizenz — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
| 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 — keine Daten |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 51 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 3,9 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection, 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.
79
AI-Agentenkontext & Leitlinien
96Exzellent
Wie die Bewertung erfolgt
| 45/45 | Agentenanweisungen — AGENTS.md, CLAUDE.md |
| 15/15 | Maschinenlesbare Doku (llms.txt) — llms.txt vorhanden |
| 35.7/40 | Lesbare Commit-Historie — 67 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text) |
Verwendete Eingangsdaten
| has_llms_txt | ja |
| legible_history_share | 0,67 |
| agent_instruction_files | AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 395 |
Wie die Bewertung erfolgt
| 18/18 | Bootstrap mit einem Befehl — Makefile |
| 22/22 | Automatisierte Tests |
| 11/11 | Lint-/Format-Konfiguration |
| 11/11 | Statische Typprüfung — graph_tool_call/py.typed, website/tsconfig.json |
| 10/10 | Reproduzierbare Umgebung — Dockerfile, lockfile |
| 0/10 | Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100 |
| 0/8 | Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet |
| 1/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | ja |
| lockfiles | package-lock.json, poetry.lock, uv.lock |
| has_dockerfile | ja |
| typed_language | nein |
| bootstrap_files | Makefile |
| has_devcontainer | nein |
| has_linter_config | ja |
| typecheck_configs | graph_tool_call/py.typed, website/tsconfig.json |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Wie die Bewertung erfolgt
| 27/45 | Typprüfbarer Code — Python mit Typprüfungs-Konfiguration (graph_tool_call/py.typed, website/tsconfig.json) |
| 53.1/55 | Handhabbare Dateigrößen — 9/264 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 126.795 |
| source_files_sampled | 264 |
| oversized_source_files | 9 |
Wie die Bewertung erfolgt
| 0/40 | API-Schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP-Server |
| 40/40 | Lauffähige Beispiele — examples |
Verwendete Eingangsdaten
| example_dirs | examples |
| has_mcp_signal | ja |
| api_schema_files | — |
Eckdaten
7GitHub-Sterne
3Mitwirkende
454Commits, letzte 12 Monate
0Tage seit letztem Push
14Releases
1Bus-Faktor
0offene Issues
npm, PyPIPaket-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
- deps.dev does not index pypi:graph-tool-call@0.35.0; advisories assessed against the repository dependency graph instead
Weitere Details
Stern- und Fork-Verlauf 0 ★ / 2 ⇿
0Sterne
2Forks
3Releases
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 2Patch 1
OpenSSF Scorecard 3.9 / 10
3.9Gesamtwert
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 |
| k. 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 |
| 10 | CI-Tests | 12 out of 12 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/12 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 1 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 1 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 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 | 51 existing vulnerabilities detected |
Direkte Abhängigkeiten 21
| Registry | Paket | Versionsvorgabe | Manifest |
|---|---|---|---|
| PyPI | networkx | ^3.0 | pyproject.toml |
| PyPI | pyyaml | >=6.0 | pyproject.toml |
| PyPI | numpy | >=1.24.0 | pyproject.toml |
| PyPI | sentence-transformers | >=2.0.0 | pyproject.toml |
| PyPI | rapidfuzz | >=3.0.0 | pyproject.toml |
| PyPI | langchain-core | >=0.2.0 | pyproject.toml |
| PyPI | pyvis | >=0.3.0 | pyproject.toml |
| PyPI | ai-api-lint | >=0.1.0 | pyproject.toml |
| PyPI | dash | >=2.18.0 | pyproject.toml |
| PyPI | dash-cytoscape | >=1.0.2 | pyproject.toml |
| PyPI | mcp | >=1.0.0 | pyproject.toml |
| PyPI | kiwipiepy | >=0.17.0 | pyproject.toml |
| npm | @docusaurus/core | 3.10.2 | website/package.json |
| npm | @docusaurus/faster | 3.10.2 | website/package.json |
| npm | @docusaurus/preset-classic | 3.10.2 | website/package.json |
| npm | @easyops-cn/docusaurus-search-local | ^0.55.2 | website/package.json |
| npm | @mdx-js/react | ^3.0.0 | website/package.json |
| npm | clsx | ^2.0.0 | website/package.json |
| npm | prism-react-renderer | ^2.3.0 | website/package.json |
| npm | react | ^19.0.0 | website/package.json |
| npm | react-dom | ^19.0.0 | website/package.json |
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
{
"data": {
"repo": {
"topics": [
"agent",
"ai",
"function-calling",
"llm",
"mcp",
"python",
"rag",
"token-optimization",
"tool-calling",
"tool-retrieval",
"langchain",
"openapi",
"agentic",
"anthropic",
"hybrid-search",
"mcp-server",
"openai",
"swagger",
"workflow-engine",
"zero-dependency"
],
"is_fork": false,
"size_kb": 7584,
"has_wiki": true,
"homepage": "https://pypi.org/project/graph-tool-call/",
"languages": {
"CSS": 19014,
"MDX": 39806,
"HTML": 33392,
"Shell": 6220,
"Python": 3555281,
"Makefile": 15756,
"Dockerfile": 143,
"TypeScript": 32745
},
"pushed_at": "2026-08-01T11:01:27Z",
"created_at": "2026-01-16T04:33:31Z",
"owner_type": "User",
"updated_at": "2026-08-01T11:01:47Z",
"description": "Graph-based tool retrieval for LLM agents — 248 tools → 82% accuracy, 79% fewer tokens. Zero dependencies. OpenAPI / MCP / LangChain.",
"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://infoedu.co.kr/",
"name": "Son Seong Jun",
"type": "User",
"login": "SonAIengine",
"company": null,
"location": "Seoul, Korea",
"followers": 14,
"avatar_url": "https://avatars.githubusercontent.com/u/166786347?v=4",
"created_at": "2024-04-12T04:51:29Z",
"is_verified": null,
"public_repos": 25,
"account_age_days": 841
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.28.0",
"kind": "minor",
"published_at": "2026-07-21T08:45:56Z"
},
{
"tag": "v0.23.0",
"kind": "minor",
"published_at": "2026-07-03T01:38:02Z"
},
{
"tag": "v0.22.0",
"kind": "minor",
"published_at": "2026-07-02T23:27:16Z"
},
{
"tag": "v0.21.1",
"kind": "patch",
"published_at": "2026-07-02T02:39:42Z"
},
{
"tag": "v0.21.0",
"kind": "minor",
"published_at": "2026-06-30T01:59:58Z"
},
{
"tag": "v0.20.1",
"kind": "patch",
"published_at": "2026-06-02T06:26:26Z"
},
{
"tag": "v0.20.0",
"kind": "minor",
"published_at": "2026-05-06T10:11:44Z"
},
{
"tag": "v0.15.0",
"kind": "minor",
"published_at": "2026-03-22T07:30:16Z"
},
{
"tag": "v0.13.1",
"kind": "patch",
"published_at": "2026-03-16T03:36:58Z"
},
{
"tag": "v0.8.0",
"kind": "minor",
"published_at": "2026-03-12T01:58:55Z"
},
{
"tag": "v0.6.1",
"kind": "patch",
"published_at": "2026-03-07T13:45:03Z"
},
{
"tag": "v0.6.0",
"kind": "minor",
"published_at": "2026-03-07T12:23:04Z"
},
{
"tag": "v0.4.0",
"kind": "minor",
"published_at": "2026-03-02T21:36:59Z"
},
{
"tag": "v0.3.0",
"kind": "minor",
"published_at": "2026-03-02T20:54:12Z"
}
],
"recent_commits": [
{
"oid": "4c25bcbdb9c722a243774fa42ab1bc0b4d012787",
"body": null,
"is_bot": false,
"headline": "Merge pull request #109 from SonAIengine/codex/release-0.35.0",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-08-01T11:01:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fa98b1b94427ccad28acebdcb67a6afc03300cb5",
"body": null,
"is_bot": false,
"headline": "Release 0.35.0",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-08-01T10:17:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "21ea8e57cdb7edfd66e2398726e4a6a6e0df5a6c",
"body": "…osure-0.35",
"is_bot": false,
"headline": "Merge pull request #108 from SonAIengine/codex/evidence-dependency-cl…",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-08-01T10:02:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "12cab6fbed52ad0e95d18b01e7ba04dd8d2a11e6",
"body": null,
"is_bot": false,
"headline": "Add automatic OpenAPI closure gate",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-08-01T08:27:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "144092e969e1e77e2f63ce4bd33ce3cf705cee4c",
"body": null,
"is_bot": false,
"headline": "Add evidence-gated dependency closure",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-08-01T05:11:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "db4e4674341535be20d200fab113fac1daa71997",
"body": "…e-parity",
"is_bot": false,
"headline": "Merge pull request #107 from SonAIengine/codex/paper-external-baselin…",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-08-01T03:52:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "344839bd6188b6a850096f1a31246d19659e6c98",
"body": null,
"is_bot": false,
"headline": "Document initial ToolLinkOS parity results",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-08-01T03:44:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cec6e27ca16a0666fd73d6ce0670e76dd41e4ace",
"body": null,
"is_bot": false,
"headline": "Add ToolLinkOS external retrieval parity benchmark",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-08-01T03:42:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b0018404fad56ac0209894d1ec2a5d957366485b",
"body": "…alog-baseline",
"is_bot": false,
"headline": "Merge pull request #106 from SonAIengine/codex/paper-budgeted-llm-cat…",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-31T15:30:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "99355eb3ce81fcd8c4be019c53356de2e27f221c",
"body": null,
"is_bot": false,
"headline": "Add budgeted LLM catalog baseline",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-31T14:02:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c9a2c692a8dff07d89e07e0c291e1a01ab959d00",
"body": "…ered-stats",
"is_bot": false,
"headline": "Merge pull request #105 from SonAIengine/codex/paper-model-loop-clust…",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-31T13:09:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a69b193153dff853079d5f99954426c9fc2352b2",
"body": null,
"is_bot": false,
"headline": "Add clustered model-loop statistics",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-31T12:41:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2ed29832f665123812e891d910a32871c1316bf7",
"body": "…results\n\nDocument B6c three-repeat model-loop results",
"is_bot": false,
"headline": "Merge pull request #104 from SonAIengine/codex/paper-b6c-publication-…",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-31T11:19:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f4d40faaa1d3b81f7e190bc9a2371b22582c3a54",
"body": null,
"is_bot": false,
"headline": "Document B6c three-repeat model-loop results",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-31T08:41:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "406f7e127099f68a497eaae4adb26e5ff719ebdd",
"body": "Add paired B6c model-loop evaluation",
"is_bot": false,
"headline": "Merge pull request #103 from SonAIengine/codex/paper-b6c-model-loop",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-31T08:17:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bf22b78ea02f39a8c88d4f774cae8a9af2ea131c",
"body": null,
"is_bot": false,
"headline": "Document Qwen B6c model-loop validation",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-31T06:47:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1b1f9f4e791441eee37407182bb7ac4e4af58789",
"body": null,
"is_bot": false,
"headline": "Accept concrete array indices in plan bindings",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-31T06:33:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b2f1eb290b9b96dea5c5e16bafd7665194129281",
"body": null,
"is_bot": false,
"headline": "Add paired B6c model-loop harness",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-31T05:59:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "109019ecdad7706908ed7b59458e7214d97895b6",
"body": "…ema-admission",
"is_bot": false,
"headline": "Merge pull request #102 from SonAIengine/codex/paper-budget-aware-sch…",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-31T00:03:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "91b3ba1e445ea48424f8677e2ff85e104f2418f5",
"body": null,
"is_bot": false,
"headline": "Document B6c contract projection results",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-30T10:09:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9f27de8f4b0ad92ae922543aabd83b6ab2e079c6",
"body": null,
"is_bot": false,
"headline": "Add budget-aware schema projection ablation",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-30T09:58:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "42e35eb137b9716e2d7df5507cdece33bbf8ef6b",
"body": "…ion-ablation\n\nAdd B6b candidate admission ablation",
"is_bot": false,
"headline": "Merge pull request #101 from SonAIengine/codex/paper-candidate-admiss…",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-30T09:37:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5436b5d9faa9a98c9dbdb9eef86707f7ab75757f",
"body": null,
"is_bot": false,
"headline": "Record candidate admission run identity",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-30T07:56:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "85a5de9fc616fd1b15680afafc12da05304d998a",
"body": null,
"is_bot": false,
"headline": "Document candidate admission results",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-30T07:48:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ac3e7c01180e1c33007b45685434152901fd52fb",
"body": null,
"is_bot": false,
"headline": "Add contract candidate admission ablation",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-30T07:45:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4f588c86a105d425e58db6a3cafd861bde489b17",
"body": "…promotion",
"is_bot": false,
"headline": "Merge pull request #100 from SonAIengine/codex/paper-output-contract-…",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-30T07:07:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "43080f3bf6ca29f1d7246a42b2cefd123af4bfcc",
"body": null,
"is_bot": false,
"headline": "Add consumer-aligned output promotion ablation",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-30T04:56:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4f3c02c9fdab43e2917dc3060329340649ed9d6a",
"body": "…erage",
"is_bot": false,
"headline": "Merge pull request #99 from SonAIengine/codex/paper-producer-edge-cov…",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-30T04:09:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9fd9814f3adb07badc8a0f88d7c689ecaf0d8401",
"body": null,
"is_bot": false,
"headline": "Add producer edge coverage diagnostics",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-30T03:51:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d2f0a35c697bc7829fc074498122ae8b3d708a39",
"body": "Add frozen graph ablation baselines",
"is_bot": false,
"headline": "Merge pull request #98 from SonAIengine/codex/paper-graph-ablation-b5-b7",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-30T03:17:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cd6a88fe7bf22261fc03b9f3c5d01cc020a8b84e",
"body": null,
"is_bot": false,
"headline": "Add frozen graph ablation baselines",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-30T02:46:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9b5b2296b3a04e7cd3068af1669663034dd46f9b",
"body": null,
"is_bot": false,
"headline": "Merge pull request #97 from SonAIengine/codex/paper-adapter-conformance",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-30T01:41:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d8c1a96f7c1172c0e6a38390bdee065743081527",
"body": null,
"is_bot": false,
"headline": "Add adapter conformance evaluation",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-29T15:46:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c0dc81ac53075bdcae08d1612bb5410e297c55e5",
"body": "…unting\n\nAdd actual tokenizer budget accounting",
"is_bot": false,
"headline": "Merge pull request #96 from SonAIengine/codex/paper-token-budget-acco…",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-29T14:10:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "46ab9c3967ce87c2f2c13dd3f2373257cc26332b",
"body": null,
"is_bot": false,
"headline": "Add actual tokenizer budget accounting",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-29T09:07:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1ce6d969297ac5c4afa02cc845cd1119eaa517e9",
"body": "…antic-b4\n\nAdd frozen B4 flat semantic paper baseline",
"is_bot": false,
"headline": "Merge pull request #95 from SonAIengine/codex/paper-baseline-flat-sem…",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-29T08:41:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4d007ce2005ae99a849bd07326c22966cf3a02a2",
"body": null,
"is_bot": false,
"headline": "Add frozen B4 flat semantic baseline",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-29T08:33:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "25d5c15d60fe0c14c7e916e211cb7d80f0446c8d",
"body": "…ybrid\n\nMerge frozen dense and hybrid baselines into main",
"is_bot": false,
"headline": "Merge pull request #94 from SonAIengine/codex/paper-baselines-dense-h…",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-29T08:06:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e29492c11db5eff1efa0fbc000d79cfecd8aae7e",
"body": null,
"is_bot": false,
"headline": "Add frozen dense and hybrid paper baselines",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-29T07:53:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1b8db952b8cad2fdc0b1fb24e07ca1cf6a41c70e",
"body": "…oracle-bm25\n\nAdd frozen random, oracle, and BM25 paper baselines",
"is_bot": false,
"headline": "Merge pull request #92 from SonAIengine/codex/paper-baselines-random-…",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-29T07:32:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "289a6a9e9a7581bf6938f599f733865bc9e1bfc4",
"body": null,
"is_bot": false,
"headline": "Add frozen paper retrieval baselines",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-29T07:23:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "25ed52bd267565d5cf7b277e9a2bb144a7ab9e5f",
"body": null,
"is_bot": false,
"headline": "Merge pull request #91 from SonAIengine/codex/paper-internal-review-wp2",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-28T23:40:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0a38656156f52e140fbdff538019c7c49ffdbeb6",
"body": null,
"is_bot": false,
"headline": "feat: add paper experiment artifact harness",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-28T14:02:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a2153f97eb1e688efbd596542cbdee88c5272825",
"body": "…pansion",
"is_bot": false,
"headline": "Merge pull request #90 from SonAIengine/codex/public-corpus-family-ex…",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-26T22:59:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "959195a0a58b6d5e487eb79ca8623c908a714073",
"body": null,
"is_bot": false,
"headline": "benchmarks: expand public corpus by API family",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-26T22:51:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9cfd29b776050b9a22b77e7838b755aa41b7c16f",
"body": "…rpus-wp1",
"is_bot": false,
"headline": "Merge pull request #89 from SonAIengine/codex/public-heterogeneous-co…",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-26T21:52:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "67b61e0cb7caf46f8c5329feebe267faa4d1e4bb",
"body": null,
"is_bot": false,
"headline": "benchmarks: add auditable heterogeneous paper corpus",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-26T17:05:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "51cd8eb7b193516d4c9873b88331479899343606",
"body": null,
"is_bot": false,
"headline": "Merge pull request #88 from SonAIengine/codex/paper-readiness-design",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-26T16:30:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0188094c60b9941b1b7a1d4057137998f4db65ec",
"body": null,
"is_bot": false,
"headline": "docs: define paper readiness research protocol",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-26T16:25:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7b1e6f41f9a08d3f2a54e959fad03fc901036ed7",
"body": "Release 0.34.0",
"is_bot": false,
"headline": "Merge pull request #87 from SonAIengine/codex/release-0.34.0",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-26T02:39:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "970b7db6940ea535fd6abe28d1e0ea166f7e1496",
"body": null,
"is_bot": false,
"headline": "Release 0.34.0",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-26T01:15:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ccff247f7399672e7e70a26edfca062dea2bbe44",
"body": "…ngest-0.34\n\nfeat(ingest): add GraphQL introspection adapter",
"is_bot": false,
"headline": "Merge pull request #85 from SonAIengine/codex/graphql-introspection-i…",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-26T01:05:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "90567f1f78f7afdf447aff8c9c36cb75ca100243",
"body": null,
"is_bot": false,
"headline": "feat(ingest): add GraphQL introspection adapter",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T19:13:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c92e2192430a6f658cf3b4625ef70d4f045a0a3c",
"body": null,
"is_bot": false,
"headline": "Merge pull request #84 from SonAIengine/codex/release-0.33.0",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T13:57:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2e898967fd451037db857760187e6d2c29209278",
"body": null,
"is_bot": false,
"headline": "Release 0.33.0",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T13:52:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "78b9fa11a131192d85d7c349a66e052c060174a3",
"body": "…rs-0.33",
"is_bot": false,
"headline": "Merge pull request #83 from SonAIengine/codex/universal-ingest-adapte…",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T13:49:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9013185b25b882ef0bd4a0844e8d45f20b9659e8",
"body": null,
"is_bot": false,
"headline": "feat: add extensible ingest adapter registry",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T13:40:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8606cd6c619aad15d086bb43a1ccbd083cc20a66",
"body": null,
"is_bot": false,
"headline": "Merge pull request #82 from SonAIengine/codex/docs-manual-system",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T09:36:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c5954061a9a5efafe4ac8b57c2d5192ef443625c",
"body": null,
"is_bot": false,
"headline": "docs: document search api contract",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T09:08:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "79980f0dbdd4e727863c1ae2143f8c02658931dd",
"body": null,
"is_bot": false,
"headline": "docs: add api cheat sheet reference",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T08:57:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "944b3dccafe24adf21078e39841b9080cf59b214",
"body": null,
"is_bot": false,
"headline": "docs: add openapi search-to-plan manual",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T08:46:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "04766ce9de58b19a722b44f4706027e0ed451525",
"body": null,
"is_bot": false,
"headline": "docs: expand learning manuals and mental model",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T08:14:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "76f63cc34c4559c38a1fc22ba96e3333b932ce4b",
"body": null,
"is_bot": false,
"headline": "docs: expand auth readiness and trace learning manuals",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T08:02:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d6077d606d65996157ca01c225c8ec6a9af7c372",
"body": null,
"is_bot": false,
"headline": "docs: refine manual homepage and failure taxonomy",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T07:51:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ba6d6f48b5081f2eb9d49ba21f7068a757d1d397",
"body": null,
"is_bot": false,
"headline": "docs: refine documentation home index",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T07:36:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "491c5b64ec2e66e6387e8e1e8495eb2758fec2e6",
"body": null,
"is_bot": false,
"headline": "docs: expand target selection and plan manuals",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T07:25:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2c47e53d2f46df08a89fe4aed032464437a3bccc",
"body": null,
"is_bot": false,
"headline": "docs: expand evidence and quality lab manuals",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T07:10:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "85cd14033242b75f90b6839bba94a0afd4318489",
"body": null,
"is_bot": false,
"headline": "docs: refine docs UI and retrieval signals",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T07:00:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "730b9441e87e8c6cd58d3ef800ef6a09a7fad41f",
"body": null,
"is_bot": false,
"headline": "docs: expand search tuning manual",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T06:39:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4b619f9a289e457e45c9565878015f6e53119986",
"body": null,
"is_bot": false,
"headline": "docs: expand openapi collections guide",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T06:30:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "43edcd7618e603b2188af906e49f142f7131f910",
"body": null,
"is_bot": false,
"headline": "docs: expand tool graph concept manual",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T06:21:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "65db53d108373465afa51b3c0fd50e8243cd0269",
"body": null,
"is_bot": false,
"headline": "docs: expand runner event manual",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T06:07:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f09fc8a1bc795f271d87eeaa877969d28a326408",
"body": null,
"is_bot": false,
"headline": "docs: add tabbed quickstart and ingestion examples",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T05:58:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "94abfa1ed3549791f237262e60ce172d248bd897",
"body": null,
"is_bot": false,
"headline": "docs: strengthen manual entry and release gates",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T05:41:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b55d66be41eae2c63c2b8501a0d2aa525c0b113c",
"body": null,
"is_bot": false,
"headline": "docs: refine official docs manual experience",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T05:32:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c8532f657693d1b8120ac6cf510ffa20fea04676",
"body": null,
"is_bot": false,
"headline": "docs: expand manual depth and bilingual guidance",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T05:13:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3ccbc2431cd3f3c6e49303211da386aff0ab17e2",
"body": null,
"is_bot": false,
"headline": "docs: reshape homepage and deepen manuals",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T04:46:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d420537d5df3695726d4a191b5ee966b8c39c19d",
"body": null,
"is_bot": false,
"headline": "docs: refine official documentation design",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T04:28:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e160d56dd3cb876585bbe2011efc8a1e1a20f381",
"body": null,
"is_bot": false,
"headline": "docs: deepen reference and validation manual pages",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T04:17:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "453a56611229106716216b1ba681f4d200176bb5",
"body": null,
"is_bot": false,
"headline": "docs: add official docs shell search and polish",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T03:54:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "659a71982bf837fac8e804efbec4e35435ad1581",
"body": null,
"is_bot": false,
"headline": "docs: design official documentation system",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T03:33:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "01f21fe6687476ecd3ffcdac513c203400da5a00",
"body": null,
"is_bot": false,
"headline": "docs: expand core manual pages",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T03:27:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2382f3dd36e7404750a9dacfa7adc2c136e4c4f7",
"body": null,
"is_bot": false,
"headline": "docs: track build manual pages",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T03:17:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "db7f3a2db3ca6de3b5cccbd4bf9bd248458146d4",
"body": null,
"is_bot": false,
"headline": "docs: build developer manual structure",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T03:16:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "03e25bce1c343d63a76452cf24349d99966ca860",
"body": null,
"is_bot": false,
"headline": "Merge pull request #81 from SonAIengine/codex/docs-manual-ia-design",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T02:57:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2777d9ccc4d365ad743017f212e36acdb4ecc1a1",
"body": null,
"is_bot": false,
"headline": "docs: design developer manual information architecture",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T02:54:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "37f3b36f65661e5f20428be065779055b15cffd1",
"body": null,
"is_bot": false,
"headline": "Merge pull request #80 from SonAIengine/codex/docs-color-system-fix",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T02:46:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5e611dfb65cb912c2ae862ba6502ab84fc0a3493",
"body": null,
"is_bot": false,
"headline": "Fix docs color contrast",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T02:42:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e0aac32f8b049f00306b3a3bf284f5fa22b76abf",
"body": null,
"is_bot": false,
"headline": "Merge pull request #79 from SonAIengine/codex/docs-official-redesign",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-25T02:32:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8e77849656dcfe767b4d41687cacf497c1cfe70d",
"body": null,
"is_bot": false,
"headline": "Redesign documentation home page",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-24T17:17:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f8d308632521ec82afd983b50ac0343023cc0a74",
"body": "Switch documentation site to Docusaurus template",
"is_bot": false,
"headline": "Merge pull request #78 from SonAIengine/codex/docs-site-polish",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-24T17:01:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1f48636314a1360418387dd115bcdc23bce28830",
"body": null,
"is_bot": false,
"headline": "Switch docs site to Docusaurus template",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-24T16:55:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cad115e7d98960c8c073433438becb72be1bb390",
"body": "Add multilingual documentation site",
"is_bot": false,
"headline": "Merge pull request #77 from SonAIengine/codex/docs-site-i18n",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-24T16:17:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7f60c867ba318fe9c92cedee5227fbea81dd03cd",
"body": null,
"is_bot": false,
"headline": "Add multilingual documentation site",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-24T16:05:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f581f58b3300f59d89847bb2a4eb919dce8692a6",
"body": "Release 0.32.1",
"is_bot": false,
"headline": "Merge pull request #76 from SonAIengine/codex/release-0.32.1",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-23T05:47:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "062af46042b3c53065f555eac525da839008cde9",
"body": null,
"is_bot": false,
"headline": "Release 0.32.1",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-23T05:44:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "508c1634fa4d22315bd157c0c11384c2cdb6fcb7",
"body": "Use LLM target margin for selector overrides",
"is_bot": false,
"headline": "Merge pull request #75 from SonAIengine/codex/selector-llm-margin-0.32.1",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-23T05:43:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cc46af76a86f8b26ee59be4cd3ab63e37d10fe88",
"body": null,
"is_bot": false,
"headline": "Use LLM target margin for selector overrides",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-23T05:39:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "849ed945ace8b96807c77eb7dc80c22c0f9c75d2",
"body": "Release 0.32.0",
"is_bot": false,
"headline": "Merge pull request #74 from SonAIengine/codex/release-0.32.0",
"author_name": "Son Seong Jun",
"author_login": "SonAIengine",
"committed_at": "2026-07-23T05:23:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "05f72f41f3bd2ac53afc3c2e6c537dbe6b5c2058",
"body": null,
"is_bot": false,
"headline": "Release 0.32.0",
"author_name": "SonAIengine",
"author_login": "SonAIengine",
"committed_at": "2026-07-23T05:19:32Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 14,
"commits_last_year": 454,
"latest_release_at": "2026-07-21T08:45:56Z",
"latest_release_tag": "v0.28.0",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 13,
"days_since_latest_release": 11,
"mean_days_between_releases": 14.6
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 85,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
"name": "graph-tool-call",
"exists": true,
"license": "MIT",
"keywords": [
"llm",
"agent",
"tool-calling",
"function-calling",
"graph",
"langchain",
"mcp",
"mcp-server",
"openapi",
"swagger",
"tool-retrieval",
"rag",
"bm25",
"hybrid-search",
"workflow",
"openai",
"anthropic",
"claude",
"token-optimization",
"agentic",
"zero-dependency",
"korean",
"tokenizer",
"morpheme",
"Development Status :: 3 - Alpha",
"Intended Audience :: Developers",
"License :: OSI Approved :: MIT License",
"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",
"Topic :: Scientific/Engineering :: Artificial Intelligence",
"Topic :: Software Development :: Libraries :: Application Frameworks",
"Typing :: Typed"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/graph-tool-call/",
"is_deprecated": false,
"latest_version": "0.35.0",
"repository_url": "https://github.com/SonAIengine/graph-tool-call",
"versions_count": 45,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 2636,
"first_published_at": "2026-03-02T20:54:40.395660Z",
"latest_published_at": "2026-08-01T11:09:00.426009Z",
"latest_version_yanked": null,
"days_since_latest_publish": 0
}
]
},
"popularity": {
"forks": 2,
"stars": 7,
"watchers": 1,
"fork_history": {
"days": [
{
"date": "2026-04-17",
"count": 1
},
{
"date": "2026-07-01",
"count": 1
}
],
"complete": true,
"collected": 2,
"total_forks": 2
},
"star_history": null,
"open_issues_and_prs": 51
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples"
],
"has_llms_txt": true,
"has_dockerfile": true,
"has_mcp_signal": true,
"bootstrap_files": [
"Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [
"graph_tool_call/py.typed",
"website/tsconfig.json"
],
"toolchain_manifests": [],
"largest_source_bytes": 126795,
"source_files_sampled": 264,
"oversized_source_files": 9,
"agent_instruction_files": [
"AGENTS.md",
"CLAUDE.md"
],
"agent_instruction_max_bytes": 395
},
"dependencies": {
"manifests": [
"pyproject.toml",
"website/package.json"
],
"advisories": {
"error": null,
"scope": null,
"source": null,
"findings": [],
"collected": false,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 0,
"malicious_count": 0,
"assessed_package": null,
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"npm",
"pypi"
],
"dependencies": [
{
"name": "networkx",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "^3.0"
},
{
"name": "pyyaml",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=6.0"
},
{
"name": "numpy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.24.0"
},
{
"name": "sentence-transformers",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.0.0"
},
{
"name": "rapidfuzz",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=3.0.0"
},
{
"name": "langchain-core",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.2.0"
},
{
"name": "pyvis",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.3.0"
},
{
"name": "ai-api-lint",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.1.0"
},
{
"name": "dash",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.18.0"
},
{
"name": "dash-cytoscape",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.0.2"
},
{
"name": "mcp",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.0.0"
},
{
"name": "kiwipiepy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.17.0"
},
{
"name": "@docusaurus/core",
"manifest": "website/package.json",
"ecosystem": "npm",
"version_constraint": "3.10.2"
},
{
"name": "@docusaurus/faster",
"manifest": "website/package.json",
"ecosystem": "npm",
"version_constraint": "3.10.2"
},
{
"name": "@docusaurus/preset-classic",
"manifest": "website/package.json",
"ecosystem": "npm",
"version_constraint": "3.10.2"
},
{
"name": "@easyops-cn/docusaurus-search-local",
"manifest": "website/package.json",
"ecosystem": "npm",
"version_constraint": "^0.55.2"
},
{
"name": "@mdx-js/react",
"manifest": "website/package.json",
"ecosystem": "npm",
"version_constraint": "^3.0.0"
},
{
"name": "clsx",
"manifest": "website/package.json",
"ecosystem": "npm",
"version_constraint": "^2.0.0"
},
{
"name": "prism-react-renderer",
"manifest": "website/package.json",
"ecosystem": "npm",
"version_constraint": "^2.3.0"
},
{
"name": "react",
"manifest": "website/package.json",
"ecosystem": "npm",
"version_constraint": "^19.0.0"
},
{
"name": "react-dom",
"manifest": "website/package.json",
"ecosystem": "npm",
"version_constraint": "^19.0.0"
}
],
"all_dependencies": {
"error": "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
"source": null,
"packages": [],
"collected": false,
"truncated": false,
"total_count": null,
"direct_count": null,
"indirect_count": null
}
},
"maintainership": {
"issues": {
"open_prs": 51,
"merged_prs": 58,
"open_issues": 0,
"closed_ratio": null,
"closed_issues": 0,
"closed_unmerged_prs": 0
},
"bus_factor": 1,
"bot_contributors": 0,
"top_contributors": [
{
"type": "User",
"login": "SonAIengine",
"commits": 442,
"avatar_url": "https://avatars.githubusercontent.com/u/166786347?v=4"
},
{
"type": "User",
"login": "da2sy-dev",
"commits": 7,
"avatar_url": "https://avatars.githubusercontent.com/u/259941965?v=4"
},
{
"type": "User",
"login": "CocoRoF",
"commits": 3,
"avatar_url": "https://avatars.githubusercontent.com/u/101104772?v=4"
}
],
"contributors_sampled": 3,
"top_contributor_share": 0.978
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"ci.yml",
"docs.yml",
"publish.yml",
"release-draft.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [
"package-lock.json",
"poetry.lock",
"uv.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": 10,
"reason": "12 out of 12 merged PRs checked by a CI test -- score normalized to 10",
"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": 0,
"reason": "Found 0/12 approved changesets -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 0,
"reason": "project has 0 contributing companies or organizations -- score normalized to 0",
"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 0 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": 1,
"reason": "dependency not pinned by hash detected -- score normalized to 1",
"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": 0,
"reason": "51 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "4c25bcbdb9c722a243774fa42ab1bc0b4d012787",
"ran_at": "2026-08-01T11:14:36Z",
"aggregate_score": 3.9,
"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": "2026-08-01T11:07:02Z",
"oldest_open_prs": [
{
"number": 3,
"created_at": "2026-07-01T14:44:28Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 12,
"created_at": "2026-07-19T02:58:38Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 13,
"created_at": "2026-07-19T03:19:26Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 14,
"created_at": "2026-07-19T03:32:59Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 15,
"created_at": "2026-07-19T03:39:35Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 16,
"created_at": "2026-07-19T03:55:01Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 17,
"created_at": "2026-07-19T04:06:39Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 18,
"created_at": "2026-07-19T04:13:17Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 19,
"created_at": "2026-07-19T04:25:37Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 20,
"created_at": "2026-07-19T04:31:09Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 21,
"created_at": "2026-07-19T04:37:33Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 22,
"created_at": "2026-07-19T04:42:49Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 23,
"created_at": "2026-07-19T04:47:48Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 24,
"created_at": "2026-07-19T04:53:56Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 25,
"created_at": "2026-07-19T05:03:00Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 26,
"created_at": "2026-07-19T05:08:52Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 27,
"created_at": "2026-07-19T05:16:36Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 28,
"created_at": "2026-07-19T05:29:19Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 29,
"created_at": "2026-07-19T05:36:27Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 30,
"created_at": "2026-07-19T05:46:03Z",
"last_comment_at": null,
"last_comment_author": null
}
],
"last_merged_pr_at": "2026-08-01T11:01:27Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": []
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/SonAIengine/graph-tool-call",
"host": "github.com",
"name": "graph-tool-call",
"owner": "SonAIengine"
},
"metrics": {
"overall": {
"key": "overall",
"band": "moderate",
"name": "Overall health",
"note": null,
"notes": [],
"value": 66,
"inputs": {
"security": 39,
"vitality": 84,
"community": 52,
"governance": 53,
"engineering": 96
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "good",
"name": "Vitality",
"value": 84,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "good",
"name": "Development activity",
"note": null,
"notes": [],
"value": 73,
"inputs": {
"commits_last_year": 454,
"human_commit_share": 1,
"days_since_last_push": 0,
"active_weeks_last_year": 13
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "13/52 weeks with commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 13
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "454 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 454
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "30 commit(s) and 0 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": 14,
"latest_release_tag": "v0.28.0",
"releases_from_tags": false,
"days_since_latest_release": 11,
"mean_days_between_releases": 14.6
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "14 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 14
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 11 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 11
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~14.6 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 14.6
}
}
],
"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": 0,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 0 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 0
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "moderate",
"name": "Community & Adoption",
"value": 52,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "critical",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 13,
"inputs": {
"forks": 2,
"stars": 7,
"watchers": 1,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "7 stars",
"points": 12.6,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 7
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "2 forks",
"points": 0,
"status": "missed",
"details": [
{
"code": "forks",
"params": {
"count": 2
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "1 watchers",
"points": 0,
"status": "missed",
"details": [
{
"code": "watchers",
"params": {
"count": 1
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "excellent",
"name": "Community health",
"note": null,
"notes": [],
"value": 92,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"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": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 13.5,
"status": "met",
"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": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "moderate",
"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": 57,
"inputs": {
"packages": [
"graph-tool-call"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 2636
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "2,636 downloads/month across pypi",
"points": 45.6,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 2636,
"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": 53,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 14,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 3,
"top_contributor_share": 0.978
},
"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 98% of commits",
"points": 0.5,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 98
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "3 contributors",
"points": 4.1,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 3
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": "Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"issue_resolution"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 72,
"inputs": {
"merged_prs": 58,
"open_issues": 0,
"closed_issues": 0,
"issue_closed_ratio": null,
"closed_unmerged_prs": 0
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "no issues or no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_issues_or_data",
"params": {}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "58/58 decided PRs merged",
"points": 38.2,
"status": "met",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 58,
"decided": 58
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/12 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "at_risk",
"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"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 42,
"inputs": {
"followers": 14,
"owner_type": "User",
"is_verified": null,
"owner_login": "SonAIengine",
"public_repos": 25,
"account_age_days": 841
},
"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": "14 followers of SonAIengine",
"points": 8.5,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 14,
"login": "SonAIengine"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "25 public repos, account ~2 yr old",
"points": 14.9,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 25
}
},
{
"code": "account_age_years",
"params": {
"years": 2
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"graph-tool-call"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"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 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "45 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 45
}
}
],
"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": 96,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 94,
"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": "4 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 4
}
}
],
"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": "12 out of 12 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
"agent",
"ai",
"function-calling",
"llm",
"mcp",
"python",
"rag",
"token-optimization",
"tool-calling",
"tool-retrieval",
"langchain",
"openapi",
"agentic",
"anthropic",
"hybrid-search",
"mcp-server",
"openai",
"swagger",
"workflow-engine",
"zero-dependency"
],
"has_wiki": true,
"homepage": "https://pypi.org/project/graph-tool-call/",
"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://pypi.org/project/graph-tool-call/",
"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": "20 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 20
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "at_risk",
"name": "Security",
"value": 39,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"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": 39,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 3.9
},
"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": "12 out of 12 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/12 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 0 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 1",
"points": 0.5,
"status": "partial",
"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": "51 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": 3
},
"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": "good",
"name": "AI Readiness",
"value": 79,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "excellent",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 96,
"inputs": {
"has_llms_txt": true,
"legible_history_share": 0.67,
"agent_instruction_files": [
"AGENTS.md",
"CLAUDE.md"
],
"agent_instruction_max_bytes": 395
},
"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": "llms.txt present",
"points": 15,
"status": "met",
"details": [
{
"code": "llms_txt_present",
"params": {}
}
],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "67 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 35.7,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 67,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 73,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"package-lock.json",
"poetry.lock",
"uv.lock"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
"Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [
"graph_tool_call/py.typed",
"website/tsconfig.json"
],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "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": "graph_tool_call/py.typed, website/tsconfig.json",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "graph_tool_call/py.typed, website/tsconfig.json"
}
}
],
"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": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"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 1",
"points": 1,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "good",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 126795,
"source_files_sampled": 264,
"oversized_source_files": 9
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (graph_tool_call/py.typed, website/tsconfig.json)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "graph_tool_call/py.typed, website/tsconfig.json",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "9/264 source files over 60KB",
"points": 53.1,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 264,
"oversized": 9
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "moderate",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"example_dirs": [
"examples"
],
"has_mcp_signal": true,
"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": 20,
"status": "met",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples"
}
}
],
"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": [
"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",
"deps.dev does not index pypi:graph-tool-call@0.35.0; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-08-01T11:14:51.560528Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/SonAIengine/graph-tool-call.svg",
"full_name": "SonAIengine/graph-tool-call",
"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 v0.27.0 — vollständige Methodik · Metriken-Wiki.
Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken — PyPI.