Öffentliches RegisterGefährdet
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-29 02:12 UTC
VigneshT24 / Dynamic_Learning_Model
The Dynamic Learning Model (DLM) is a hybrid AI system designed to learn, adapt, and intelligently respond to user queries. It combines natural language understanding with structured reasoning, continually improving as it is trained.
VigneshT24/Dynamic_Learning_Model erreicht einen Gesundheitsindex von 43 von 100 und liegt damit im Bereich Gefährdet. Am stärksten schneidet es bei Vitality (71/100) ab, am schwächsten bei AI Readiness (12/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.
43
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.
43
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
Vignesh ThondikulamPersönliches Konto
3 Follower8 öffentliche Reposseit Juli 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 |
|---|---|---|---|---|---|
| PyPI | dynamic-learning-model | 5.0.3 | 2.532 | 45 | vor 0 Tagen |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
71
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 0 Tagen |
| 8.3/36 | Commit-Rhythmus — 12/52 Wochen mit Commits |
| 16.9/18 | Commit-Volumen — 76 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 21 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 76 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 12 |
Release-Disziplin
70Gut
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 2 Releases veröffentlicht |
| 16.2/36 | Release-Aktualität — letztes Release vor 335 Tagen |
| 19.8/27 | Release-Rhythmus — ein Release etwa alle 70 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
Verwendete Eingangsdaten
| releases_count | 2 |
| latest_release_tag | v3.5.0 |
| releases_from_tags | nein |
| days_since_latest_release | 335 |
| mean_days_between_releases | 70 |
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?
32
Popularität & Verbreitung
1Kritisch
Wie die Bewertung erfolgt
| 0/60 | Stars — 2 Stars |
| 0/25 | Forks — 1 Forks |
| 0/15 | Watcher — 1 Watcher |
Verwendete Eingangsdaten
| forks | 1 |
| stars | 2 |
| watchers | 1 |
| 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 |
| has_contributing | nein |
| has_issue_template | nein |
| has_code_of_conduct | nein |
| has_pull_request_template | nein |
Wie die Bewertung erfolgt
| 45.4/80 | Downloads pro Monat — 2.532 Downloads/Monat über pypi |
| 0/20 | Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen |
Verwendete Eingangsdaten
| packages | dynamic-learning-model |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 2.532 |
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?
50
Maintainer-Resilienz (Bus-Faktor)
10Kritisch
Wie die Bewertung erfolgt
| 9/54 | Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab |
| 0/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 100 % der Commits |
| 1.4/13.5 | Breite der Beitragenden — 1 Beitragende |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Verwendete Eingangsdaten
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
Wie die Bewertung erfolgt
| 40.1/46.8 | Issue-Lösungsquote — 86 % der Issues geschlossen |
| 38.2/38.3 | PR-Annahme — 3/3 entschiedene PRs gemergt |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/25 approved changesets -- score normalized to 0 |
Verwendete Eingangsdaten
| merged_prs | 3 |
| open_issues | 3 |
| closed_issues | 18 |
| issue_closed_ratio | 0,857 |
| closed_unmerged_prs | 0 |
Eigentümerschaft & Trägerschaft
32Gefährdet
Wie die Bewertung erfolgt
| 10/30 | Organisatorische Trägerschaft — persönliches (Nutzer-)Konto |
| 0/20 | Verifizierte Domain — für Nutzerkonten nicht anwendbar |
| 4.3/25 | Reichweite des Inhabers — 3 Follower von VigneshT24 |
| 11/25 | Kontohistorie — 8 öffentliche Repos, Kontoalter ca. 2 Jahre |
Verwendete Eingangsdaten
| followers | 3 |
| owner_type | User |
| is_verified | — |
| owner_login | VigneshT24 |
| public_repos | 8 |
| account_age_days | 735 |
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 | dynamic-learning-model |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 0 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
21
Engineering-Praktiken
1Kritisch
Wie die Bewertung erfolgt
| 0/24 | CI-Workflows |
| 0/24 | Tests vorhanden |
| 0/16 | Linter-Konfiguration |
| 0/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — 0 out of 2 merged PRs checked by a CI test -- score normalized to 0 |
Verwendete Eingangsdaten
| has_ci | nein |
| has_tests | nein |
| 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 |
| 0/10 | Topics |
| 10/10 | Wiki |
Verwendete Eingangsdaten
| topics | — |
| has_wiki | ja |
| homepage | — |
| has_readme | ja |
| has_docs_dir | nein |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
36
Sicherheitslage
36Gefährdet
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 |
| 0/2.5 | CI-Tests — 0 out of 2 merged PRs checked by a CI test -- score normalized to 0 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/25 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 0/10 | Dangerous-Workflow — keine Daten |
| 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 — 21 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — keine Daten |
| 0/5 | Pinned-Dependencies — keine Daten |
| 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 — keine Daten |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 13 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 5 |
| scorecard_aggregate | 3,6 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): dangerous_workflow, packaging, pinned_dependencies, signed_releases, token_permissions. 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.
12
AI-Agentenkontext & Leitlinien
4Kritisch
Wie die Bewertung erfolgt
| 0/45 | Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 3.7/40 | Lesbare Commit-Historie — 7 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text) |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| legible_history_share | 0,07 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Wie die Bewertung erfolgt
| 0/18 | Bootstrap mit einem Befehl |
| 0/22 | Automatisierte Tests |
| 0/11 | Lint-/Format-Konfiguration |
| 0/11 | Statische Typprüfung |
| 0/10 | Reproduzierbare Umgebung |
| 0/10 | Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100 |
| 0/8 | Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — keine Daten |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | nein |
| lockfiles | — |
| has_dockerfile | nein |
| typed_language | nein |
| bootstrap_files | — |
| has_devcontainer | nein |
| has_linter_config | nein |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Pinned-Dependencies. Die verbleibenden Gewichte wurden renormalisiert.
AI-Code-Lesbarkeit für Modelle
55Mittel
Wie die Bewertung erfolgt
| 0/45 | Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration |
| 55/55 | Handhabbare Dateigrößen — 0/4 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 50.816 |
| source_files_sampled | 4 |
| oversized_source_files | 0 |
Eckdaten
2GitHub-Sterne
1Mitwirkende
76Commits, letzte 12 Monate
0Tage seit letztem Push
2Releases
1Bus-Faktor
3offene Issues
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:dynamic-learning-model@5.0.3; advisories assessed against the repository dependency graph instead
Weitere Details
OpenSSF Scorecard 3.6 / 10
3.6Gesamtwert
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 |
| 0 | CI-Tests | 0 out of 2 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/25 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| k. A. | Dangerous-Workflow | no workflows found |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 21 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10 |
| k. A. | Packaging | packaging workflow not detected |
| k. A. | Pinned-Dependencies | no dependencies found |
| 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 |
| k. A. | Token-Permissions | No tokens found |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direkte Abhängigkeiten 5
| Registry | Paket | Versionsvorgabe | Manifest |
|---|---|---|---|
| PyPI | spacy | >=3.7 | dlm-ai/pyproject.toml |
| PyPI | transformers | >=4.30 | dlm-ai/pyproject.toml |
| PyPI | torch | >=2.0 | dlm-ai/pyproject.toml |
| PyPI | better-profanity | >=0.7 | dlm-ai/pyproject.toml |
| PyPI | nltk | >=3.8 | dlm-ai/pyproject.toml |
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": [],
"is_fork": false,
"size_kb": 594,
"has_wiki": true,
"homepage": null,
"languages": {
"Python": 93271
},
"pushed_at": "2026-07-29T02:04:56Z",
"created_at": "2025-03-24T22:09:46Z",
"owner_type": "User",
"updated_at": "2026-07-29T02:05:00Z",
"description": "The Dynamic Learning Model (DLM) is a hybrid AI system designed to learn, adapt, and intelligently respond to user queries. It combines natural language understanding with structured reasoning, continually improving as it is trained.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"license_spdx_raw": "MIT",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": null,
"name": "Vignesh Thondikulam",
"type": "User",
"login": "VigneshT24",
"company": null,
"location": null,
"followers": 3,
"avatar_url": "https://avatars.githubusercontent.com/u/176424390?v=4",
"created_at": "2024-07-23T18:05:25Z",
"is_verified": null,
"public_repos": 8,
"account_age_days": 735
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v3.5.0",
"kind": "minor",
"published_at": "2025-08-28T00:29:02Z"
},
{
"tag": "v1.6",
"kind": "other",
"published_at": "2025-06-18T23:54:18Z"
}
],
"recent_commits": [
{
"oid": "9d079530b88d58664c60d0acbfde290e950077ec",
"body": null,
"is_bot": false,
"headline": "disabled arithmetic functionality from compute model for a future update",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-07-29T02:04:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4bdf5d7582872075d3fb8877a059b8e6c82e67da",
"body": "Updated links in the Table of Contents and corrected import statement in code example.",
"is_bot": false,
"headline": "Fix Table of Contents links and import statement",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-07-28T01:09:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "78fd6b40e4479259e0741353f8856109d9262347",
"body": null,
"is_bot": false,
"headline": "updated version for readme update",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-07-28T00:38:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c816f4984319095d27816054ca018310885758ad",
"body": "Added important architecture note and updated sections on initialization, response architecture, and training guidelines.",
"is_bot": false,
"headline": "Enhance README with architecture note and updates",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-07-28T00:37:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "03a740357f8daa8bcc34e2312d83349dc5fab739",
"body": null,
"is_bot": false,
"headline": "architecture change of dynamic learning model output",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-07-27T23:46:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4ad7fe27462d85c79b91269c4ccffa3ac14f073c",
"body": "updating the dlm architecture",
"is_bot": false,
"headline": "Merge pull request #23 from VigneshT24/refactoring",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-07-26T22:39:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "39f9f75e65f778f308a01c456dc53e17c7dd59fd",
"body": null,
"is_bot": false,
"headline": "adding updated versions",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-07-25T15:25:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1612acc7a51f1f10a3fb7269df57278c8078bb95",
"body": null,
"is_bot": false,
"headline": "adding a new change to dlm",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-07-21T20:59:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a23a5bdb44c047a296fa9ee16ae7392e09d97f94",
"body": null,
"is_bot": false,
"headline": "updated version for bug fixes",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-07-19T18:16:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "436c45333941fac7ab69e4d6aa6168943cce4f96",
"body": null,
"is_bot": false,
"headline": "updated for bugs",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-07-19T18:15:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "52c9d5ac0a816586820e70244b9180fe2f6e37fd",
"body": null,
"is_bot": false,
"headline": "still trying to fix the warning suppressors",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-06-28T19:16:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "835b39ab0008f8ec3e99121d328011c181b14bc3",
"body": null,
"is_bot": false,
"headline": "added more warning supressors",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-06-28T19:11:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bb8a9ffeb127fbf828adc93845b35117599a393e",
"body": null,
"is_bot": false,
"headline": "the duplicates was added back since it is needed for pypi",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-06-28T18:59:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2a1a51fff8ac6ee35d6f5266ce4f429672bd36db",
"body": null,
"is_bot": false,
"headline": "added huggingface loading bar suppressors",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-06-28T18:53:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e2844f9f90db3f7e9f5d85b457baf42d2a3cafad",
"body": null,
"is_bot": false,
"headline": "added gitignore, removed redundant files, modified readme and license",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-06-28T18:48:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "163d65ea5864712a88cc4fc06c2467615ceb3496",
"body": "Updated README.md to enhance clarity and structure, added badges, and refined key capabilities section.",
"is_bot": false,
"headline": "Revise README for improved clarity and structure",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-06-28T18:31:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "51176af846fecf3b8887548cf190267a514e1ebc",
"body": null,
"is_bot": false,
"headline": "removed redundant setup py when toml file exists already",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-06-28T16:34:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7a93666d9f041bc7fe8f288558868eca1dd856e1",
"body": null,
"is_bot": false,
"headline": "trying to fix version update issue",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-06-28T16:26:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8a763abaf8e0386479d16fa9029c770d0c0b3070",
"body": "Updated README to reflect new logo and project title format. Clarified Python version requirement.",
"is_bot": false,
"headline": "Revise README with new logo and Python requirement",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-06-28T16:01:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "63c03b35b85e78938efbddb76de8ecdfd6a24776",
"body": null,
"is_bot": false,
"headline": "updated toml",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-06-28T02:15:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fe4ff5716ef599bacf62afca5bba79da3168f86a",
"body": null,
"is_bot": false,
"headline": "updated project toml and init py",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2026-06-28T02:01:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ec390e480ef8fe7c858c1aecce3a687b3b4e8d2e",
"body": null,
"is_bot": false,
"headline": "Bump version from 3.5.1 to 3.5.2",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-12-07T07:02:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dcfd09eb926285fb29d3e8732a10f7832f0b08d9",
"body": null,
"is_bot": false,
"headline": "minor import error fixed",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-12-07T07:02:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c5075032a257ede893042129c0084cabf86787a9",
"body": "for singleton and performance improvements",
"is_bot": false,
"headline": "Bump version from 3.5.0 to 3.5.1",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-12-07T06:58:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c74fd2e9c78a6108e76ac6b684e448bce83734ee",
"body": null,
"is_bot": false,
"headline": "improved performance using singleton load and shared AI modeling",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-12-07T06:57:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7df9ee05200be075b7503bbdbc8188b98a1f1a80",
"body": "refactored the compute model engine for readability (slightly reduced performance)",
"is_bot": false,
"headline": "Bump version from 3.4.3 to 3.5.0",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-12-07T04:05:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5e8fc4e49fe8fd3811e9bc246a339270e2a741aa",
"body": "Compute model refactored code",
"is_bot": false,
"headline": "Merge pull request #15 from VigneshT24/compute_model_refactored_code",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-12-07T04:01:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "32cd097780bd0c70b3cbf2c9a47fdd47aef46d58",
"body": null,
"is_bot": false,
"headline": "refactored all of compute model code",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-12-07T03:58:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e636f2cf4605d39a24d5cf50376b87c4ff44966c",
"body": null,
"is_bot": false,
"headline": "added comments for geometric_calculation method",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-12-06T06:38:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c5cf5e6d4127a724630702484a390301aacb1251",
"body": null,
"is_bot": false,
"headline": "refactored geometric_calculation method",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-12-06T06:35:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "79334f23b03b23c05b5af2432592e35ada4aad2b",
"body": null,
"is_bot": false,
"headline": "Bump version from 3.4.2 to 3.4.3",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-11-10T07:26:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f2564b302a3bd5b4ed9b05888fd4fc28498b1724",
"body": null,
"is_bot": false,
"headline": "Bump version from 3.4.1 to 3.4.2",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-11-10T07:08:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bc6cae7774a802aa92216b2eb5c38065a803da68",
"body": null,
"is_bot": false,
"headline": "Remove ANSI color codes from print statements",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-11-10T07:07:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e9f19347d1b91b8304634ea2d640a4a5b75f95a3",
"body": null,
"is_bot": false,
"headline": "Remove ANSI color codes from print statements",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-11-10T07:07:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "99f52c93b8492b9eee8c862d292c66d4a2a2dd2e",
"body": null,
"is_bot": false,
"headline": "Bump version from 3.4.0 to 3.4.1",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-11-09T02:56:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b05a2a4b8d53488aa6937a90ab2c3c46d1b69f47",
"body": "Refactor response handling when refusing to respond.",
"is_bot": false,
"headline": "Simplify refusal response logic",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-11-09T02:56:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "896394b2b89e158b4adac18aaaea87f2f8987f89",
"body": null,
"is_bot": false,
"headline": "Bump version to 3.4.0 in setup.py for removing loading animation",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-11-04T21:22:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ef22a92921cc32da4226d7db44fc9aa5c1a7c506",
"body": null,
"is_bot": false,
"headline": "minor grammer fix",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-11-04T21:21:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "679e731e7f477ef29f5db7482a6034c002e7db42",
"body": null,
"is_bot": false,
"headline": "Replace loading animations with print statements",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-11-04T21:20:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0df376d4659d944203ccae1b7eae5576dc3c0145",
"body": null,
"is_bot": false,
"headline": "deprecated \"loading_animation\" function for real world usability",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-11-04T21:20:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ca82f5f10e5baf0a8cb2ac0594636277b7a46a7b",
"body": null,
"is_bot": false,
"headline": "Update python_requires to 3.12 (try 2)",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-10-22T05:25:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f692e2d6811228531ecc5b44ea74c8433472d9ad",
"body": null,
"is_bot": false,
"headline": "Update python_requires to 3.12",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-10-22T05:21:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fec540778224fbb30a3c07433b94a7bf4dcdaca5",
"body": null,
"is_bot": false,
"headline": "Bump version to 3.3.6.1 in setup.py",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-10-22T05:20:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "872605242bf2dbb1bed95469edf6bb13e61ac49d",
"body": null,
"is_bot": false,
"headline": "changed python requirement in setup to \"=3.12\"",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-10-22T05:19:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "391fb0afcf166d1d3c053cfca9c8b1becc6b9676",
"body": null,
"is_bot": false,
"headline": "minor issue fix - removed debug statement",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-10-13T05:11:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5398e9b468ca205250c3698415f47521fb8b7ed3",
"body": null,
"is_bot": false,
"headline": "removed accidentally left dubug print statement",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-10-13T05:10:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cc6d30360646bda5cced85c6d3cfcd20099e3b2f",
"body": null,
"is_bot": false,
"headline": "updated readme",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-10-13T04:54:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9576b90f0ac6542e34f21644296b221174f175ee",
"body": null,
"is_bot": false,
"headline": "update for password prompt removal",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-10-13T04:53:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dfafa4500abe6542c365ec207dcaab79f0e004f0",
"body": null,
"is_bot": false,
"headline": "updated for password prompt removal",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-10-13T04:53:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e89a16f42a9782d6940d952fd3075fd4dca9f69d",
"body": null,
"is_bot": false,
"headline": "increment for password prompt removal",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-10-13T03:43:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f860e9e57fe39c52de1eb0652b4e55892817fc2a",
"body": null,
"is_bot": false,
"headline": "removed password prompt for learn mode",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-10-13T03:42:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "98ebd451e276c9b3a3b8d707eb9c7ecc3ebe3b98",
"body": null,
"is_bot": false,
"headline": "minor maintance bug fix update",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-10-13T03:21:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "873d468c1024e7f7c88bce9ae041e09a6743d505",
"body": null,
"is_bot": false,
"headline": "bug fixed",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-10-13T03:07:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f30e607404abf21d2b50600f79fc5eff178847a1",
"body": null,
"is_bot": false,
"headline": "added logo to internal readme",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-10-05T17:52:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "42bba0270eb8aa6686bfb1739a8d0e2593346369",
"body": null,
"is_bot": false,
"headline": "added logo to internal readme",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-10-05T17:51:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f14a38c798cfca0bd9f41bca24b328aee174be50",
"body": null,
"is_bot": false,
"headline": "added logo to readme",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-10-05T17:47:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3b468edcf00e0c7f8ee013d730bcaf917d55108f",
"body": null,
"is_bot": false,
"headline": "added logo for DLM",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-10-05T03:36:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0b8592cc2b96789fd955e4108e938562b2a9d2b7",
"body": null,
"is_bot": false,
"headline": "bug fix. probably the last update of DLM no more major updates",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-09-10T03:05:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2d55d3490ea9c0b33cdcb545b62aefd3a26c9d5b",
"body": null,
"is_bot": false,
"headline": "fixed redundant auto routing (going beyond single routing cycle)",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-09-10T03:04:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1969dfc29d109d048606fa77ff739cb06e0379bb",
"body": null,
"is_bot": false,
"headline": "minor change increment",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-08-29T19:49:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9ca367e83fb0c50d7b6c5430ed955612d996cadc",
"body": null,
"is_bot": false,
"headline": "minor change",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-08-29T19:48:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "424a5d3ff738521c8ee12fb1b78bdb9491cc1e6e",
"body": null,
"is_bot": false,
"headline": "Increment for File Seperation & Bug Fixes",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-08-29T19:40:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7b4f952d40908fb06e16ae74ec60ef5c0029ff62",
"body": null,
"is_bot": false,
"headline": "Create DLM_Compute_Model.py",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-08-29T19:39:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "94a5abdbe4c85bf333d2695fe4d5a7d0f4aa564a",
"body": null,
"is_bot": false,
"headline": "Create DLM_Memory_Model.py",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-08-29T19:38:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "da95bb751cbcf5ecdd8296ea1d10e2a4c64f42c8",
"body": null,
"is_bot": false,
"headline": "Main Methods Only in Main File",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-08-29T19:37:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2cecd82e077c15f0ad11277726aca9ea49d9eb7f",
"body": null,
"is_bot": false,
"headline": "Create LICENSE",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-08-29T03:51:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9e7fca23b545f7be88444be5a2efa947d860488f",
"body": null,
"is_bot": false,
"headline": "minor syntax issue",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-08-28T05:05:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "521172ce546c2d799546a1da8c1cc2ee1da12023",
"body": null,
"is_bot": false,
"headline": "fixed computation and auto-mode bot bugs",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-08-28T05:03:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "294b5f741133b9a0c8df37dd3a4cf15fd2eaba16",
"body": null,
"is_bot": false,
"headline": "computation and auto-mode bugs fixed",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-08-28T05:02:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e2cf8e2a3f8bb77e6e001c88a8a988550fd85eac",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-08-28T00:23:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "df244d15ec0dcc151724102a51d491dc950af735",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-08-28T00:23:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c0f735c411482a38b916087f258ac465124224ea",
"body": null,
"is_bot": false,
"headline": "Huge Increment for Adding HuggingFace",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-08-28T00:17:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d8f673339e7939ab5688065ca85614bf1d67aea9",
"body": null,
"is_bot": false,
"headline": "HUGE UPDATE: Added HuggingFace to Determine which model to use for DLM",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-08-28T00:16:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c914dd3c1a7fc6341c17ffe24ab3c3967fbd5046",
"body": null,
"is_bot": false,
"headline": "increment for computation model update (8/23)",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-08-24T02:30:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8af8509c5b6b9481cceda1212b54b2c03bea3a33",
"body": null,
"is_bot": false,
"headline": "fixed computation model bug",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-08-24T02:30:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "119ba6f6787d6390716684a99d3cb492cecada1d",
"body": null,
"is_bot": false,
"headline": "Update setup.py",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-08-24T00:05:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3bd00ad6bb94b43b8822f4e9d4d77a237489938d",
"body": null,
"is_bot": false,
"headline": "added refusal to respond if query is too profane or angry",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-08-24T00:03:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "93c335ebbb160a24f0d2dbca0730460ac65de07a",
"body": null,
"is_bot": false,
"headline": "minor release 2.0.1",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-30T15:02:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c562efb8d8a8d5c708a3696d4ea2e2e787f4d6c2",
"body": null,
"is_bot": false,
"headline": "incremented for updated documentation and comment",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-24T19:55:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b832060bb5ae10dfb4b9d7b15dc7704023967dd8",
"body": null,
"is_bot": false,
"headline": "updated comments and documentation",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-24T19:55:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "940d0b2e530e10d317308a67ca5e1b26f232d1a7",
"body": null,
"is_bot": false,
"headline": "general update",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-19T23:58:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "24bb6d28ead4baa17327544ba5134602148473e4",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-19T23:56:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9592213f98fdecc3a8ffa7fa8e0e3840d87bac0d",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-19T23:56:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2855a9d64d4b55422ec7f96681cd69da075b6bb1",
"body": null,
"is_bot": false,
"headline": "Update setup.py",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-19T20:46:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "876db9af6f0361cb069ab80c748275bcb7fd7ce6",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-19T20:45:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fc7be0c049f456e0212337e8324176c96f4e70c6",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-19T20:44:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a80f18e8ea7eb8e84ed7a15e77ddc872302caef4",
"body": null,
"is_bot": false,
"headline": "incremented to 1.5 for updated mode names",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-19T20:33:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c84b62b1ebb27e07296a7f1ae797febffbe91548",
"body": null,
"is_bot": false,
"headline": "renamed mode names",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-19T20:32:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "61d2ffa7680983e5e67af67bca69f05058801b54",
"body": null,
"is_bot": false,
"headline": "Update setup.py",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-19T03:09:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "31f7580c223fc64ba86e6bb5b42c1b6f70f3fbc6",
"body": null,
"is_bot": false,
"headline": "added volume and other geometric objects",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-19T03:08:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "99a1926f1bb868315ae04998d75929e396f2fb2e",
"body": null,
"is_bot": false,
"headline": "Update setup.py",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-18T23:42:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e3fba315e75bb4f71bd5c7f9b93612400948fdaa",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-18T23:41:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cff68fde62e8bbb69b97fa3c599b10880a13c5be",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-18T23:41:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6d998e85c102046261765e6422959ca2a83b0998",
"body": null,
"is_bot": false,
"headline": "changed name back to original",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-18T23:37:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "62e8173fd2160938f5c0b860ad5a6707a757170f",
"body": null,
"is_bot": false,
"headline": "changed name to dlm-ai",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-18T23:33:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "623d5fb6bba5850ddfd61aa64e39ac630d167cbe",
"body": null,
"is_bot": false,
"headline": "changed pip install name & updated version for geometric calc",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-18T23:26:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "efc2e0b31a532dcf185e6d649677cf56c1ee3a38",
"body": null,
"is_bot": false,
"headline": "finished geometric CoT",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-18T23:24:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2acb7baf88e5a9e7aece7de1531ef2ea31064695",
"body": null,
"is_bot": false,
"headline": "completed geometric identifer, now need to adjust bot thought process",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-18T21:54:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b5e21346f6c9ba30aa5f3c3509d3aec7ed010132",
"body": null,
"is_bot": false,
"headline": "continue to work on this",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-18T05:53:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a5c16766575e5b24c9fd425a60e8d82e68f0c05d",
"body": null,
"is_bot": false,
"headline": "in progress - geometric computator",
"author_name": "Vignesh Thondikulam",
"author_login": "VigneshT24",
"committed_at": "2025-06-18T02:51:23Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 2,
"commits_last_year": 76,
"latest_release_at": "2025-08-28T00:29:02Z",
"latest_release_tag": "v3.5.0",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 12,
"days_since_latest_release": 335,
"mean_days_between_releases": 70
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": false,
"health_percentage": 42,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "dynamic-learning-model",
"exists": true,
"license": "MIT",
"keywords": [],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/dynamic-learning-model/",
"is_deprecated": false,
"latest_version": "5.0.3",
"repository_url": "https://github.com/VigneshT24/Dynamic_Learning_Model",
"versions_count": 45,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 2532,
"first_published_at": "2025-06-12T06:41:58.995400Z",
"latest_published_at": "2026-07-29T02:05:34.555030Z",
"latest_version_yanked": null,
"days_since_latest_publish": 0
}
]
},
"popularity": {
"forks": 1,
"stars": 2,
"watchers": 1,
"fork_history": {
"days": [
{
"date": "2025-06-14",
"count": 1
}
],
"complete": true,
"collected": 1,
"total_forks": 1
},
"star_history": null,
"open_issues_and_prs": 3
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 50816,
"source_files_sampled": 4,
"oversized_source_files": 0,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"dlm-ai/pyproject.toml"
],
"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": [
"pypi"
],
"dependencies": [
{
"name": "spacy",
"manifest": "dlm-ai/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=3.7"
},
{
"name": "transformers",
"manifest": "dlm-ai/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=4.30"
},
{
"name": "torch",
"manifest": "dlm-ai/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.0"
},
{
"name": "better-profanity",
"manifest": "dlm-ai/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.7"
},
{
"name": "nltk",
"manifest": "dlm-ai/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=3.8"
}
],
"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": 0,
"merged_prs": 3,
"open_issues": 3,
"closed_ratio": 0.857,
"closed_issues": 18,
"closed_unmerged_prs": 0
},
"bus_factor": 1,
"bot_contributors": 0,
"top_contributors": [
{
"type": "User",
"login": "VigneshT24",
"commits": 377,
"avatar_url": "https://avatars.githubusercontent.com/u/176424390?v=4"
}
],
"contributors_sampled": 1,
"top_contributor_share": 1
},
"quality_signals": {
"has_ci": false,
"has_tests": false,
"ci_workflows": [],
"has_docs_dir": false,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [],
"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": 0,
"reason": "branch protection not enabled on development/release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 0,
"reason": "0 out of 2 merged PRs checked by a CI test -- score normalized to 0",
"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 0/25 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": null,
"reason": "no workflows found",
"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": "21 commit(s) and 7 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": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": null,
"reason": "no dependencies found",
"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": null,
"reason": "No tokens found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 10,
"reason": "0 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "9d079530b88d58664c60d0acbfde290e950077ec",
"ran_at": "2026-07-29T02:12:08Z",
"aggregate_score": 3.6,
"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": "2026-07-29T02:04:58Z",
"oldest_open_prs": [],
"last_merged_pr_at": "2026-07-26T22:39:44Z",
"ci_last_conclusion": null,
"oldest_open_issues": [
{
"number": 20,
"created_at": "2026-06-28T16:48:00Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 24,
"created_at": "2026-07-28T01:13:00Z",
"last_comment_at": "2026-07-28T23:32:49Z",
"last_comment_author": "VigneshT24"
},
{
"number": 25,
"created_at": "2026-07-28T01:13:36Z",
"last_comment_at": null,
"last_comment_author": null
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/VigneshT24/Dynamic_Learning_Model",
"host": "github.com",
"name": "Dynamic_Learning_Model",
"owner": "VigneshT24"
},
"metrics": {
"overall": {
"key": "overall",
"band": "at_risk",
"name": "Overall health",
"note": null,
"notes": [],
"value": 43,
"inputs": {
"security": 36,
"vitality": 71,
"community": 32,
"governance": 50,
"engineering": 21
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "good",
"name": "Vitality",
"value": 71,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "good",
"name": "Development activity",
"note": null,
"notes": [],
"value": 71,
"inputs": {
"commits_last_year": 76,
"human_commit_share": 1,
"days_since_last_push": 0,
"active_weeks_last_year": 12
},
"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": "12/52 weeks with commits",
"points": 8.3,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 12
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "76 commits in the last year",
"points": 16.9,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 76
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "21 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "good",
"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": 70,
"inputs": {
"releases_count": 2,
"latest_release_tag": "v3.5.0",
"releases_from_tags": false,
"days_since_latest_release": 335,
"mean_days_between_releases": 70
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "2 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 2
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 335 days ago",
"points": 16.2,
"status": "partial",
"details": [
{
"code": "release_recency",
"params": {
"days": 335
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~70 days",
"points": 19.8,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 70
}
}
],
"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": "at_risk",
"name": "Community & Adoption",
"value": 32,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "critical",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 1,
"inputs": {
"forks": 1,
"stars": 2,
"watchers": 1,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "2 stars",
"points": 0,
"status": "missed",
"details": [
{
"code": "stars",
"params": {
"count": 2
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "1 forks",
"points": 0,
"status": "missed",
"details": [
{
"code": "forks",
"params": {
"count": 1
}
}
],
"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": "moderate",
"name": "Community health",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "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": [
"dynamic-learning-model"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 2532
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "2,532 downloads/month across pypi",
"points": 45.4,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 2532,
"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": 50,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 10,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 1,
"top_contributor_share": 1
},
"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 100% of commits",
"points": 0,
"status": "missed",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 100
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "1 contributors",
"points": 1.4,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 1
}
}
],
"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": null,
"notes": [],
"value": 78,
"inputs": {
"merged_prs": 3,
"open_issues": 3,
"closed_issues": 18,
"issue_closed_ratio": 0.857,
"closed_unmerged_prs": 0
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "86% of issues closed",
"points": 40.1,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 86
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "3/3 decided PRs merged",
"points": 38.2,
"status": "met",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 3,
"decided": 3
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/25 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": 32,
"inputs": {
"followers": 3,
"owner_type": "User",
"is_verified": null,
"owner_login": "VigneshT24",
"public_repos": 8,
"account_age_days": 735
},
"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": "3 followers of VigneshT24",
"points": 4.3,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 3,
"login": "VigneshT24"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "8 public repos, account ~2 yr old",
"points": 11,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 8
}
},
{
"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": [
"dynamic-learning-model"
],
"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": "critical",
"name": "Engineering Quality",
"value": 21,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "critical",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 1,
"inputs": {
"has_ci": false,
"has_tests": false,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"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": "0 out of 2 merged PRs checked by a CI test -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "moderate",
"name": "Documentation",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"topics": [],
"has_wiki": true,
"homepage": null,
"has_readme": true,
"has_docs_dir": false,
"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": 0,
"status": "missed",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"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": 36,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Dangerous-Workflow, Packaging, Pinned-Dependencies, Signed-Releases, Token-Permissions. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"dangerous_workflow",
"packaging",
"pinned_dependencies",
"signed_releases",
"token_permissions"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 36,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 13,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 5,
"scorecard_aggregate": 3.6
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "0 out of 2 merged PRs checked by a CI test -- score normalized to 0",
"points": 0,
"status": "missed",
"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 0/25 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 workflows found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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": "21 commit(s) and 7 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 not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "no dependencies found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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": "No tokens found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "critical",
"name": "AI Readiness",
"value": 12,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 4,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.07,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "7 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 3.7,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 7,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "critical",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_pinned_dependencies"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 1,
"inputs": {
"has_nix": false,
"has_tests": false,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 22
},
{
"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": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"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": "no dependencies found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 55,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 50816,
"source_files_sampled": 4,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/4 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 4,
"oversized": 0
}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
"deps.dev does not index pypi:dynamic-learning-model@5.0.3; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-07-29T02:12:15.282598Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/v/VigneshT24/Dynamic_Learning_Model.svg",
"full_name": "VigneshT24/Dynamic_Learning_Model",
"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.