Öffentliches Register
Software-GesundheitsberichtSchema 0.27.0 · Metriken 2.3.1 · 2026-07-31 16:51 UTC

baabakk / llm-ports

TypeScript LLM Abstraction Layer for Multi-Provider AI Systems. Multi-provider routing, fallback chains, USD cost gating, capability factories, tool-use security.

TypeScriptMIT★ 2 Sterne⑂ 0 Forksseit Mai 2026Auf GitHub ansehen ↗

baabakk/llm-ports erreicht einen Gesundheitsindex von 65 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Engineering Quality (88/100) ab, am schwächsten bei Security (42/100). Zuletzt vor 9 Tagen aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

65
gesamt / 100
Gut

Software-Gesundheitsindex

Metriken werden auf einer standardisierten Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr gewichtetes Mittel, kalibriert auf die Verteilung des öffentlichen Registers, sodass die Stufen Perzentilbedeutung tragen; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze Gefährdet von 34.

65
Außergewöhnlich93-100Die Spitzengruppe des Registers (≈ obere 5 %); erfüllt im Wesentlichen alle geprüften Kriterien
Exzellent80-92Durchgehend stark; geringfügige Lücken
Gut65-79Gesund; Lücken sind begrenzt und beherrschbar
Mittel50-64Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Schwach35-49Wesentliche Schwächen in mehreren Bereichen
Gefährdet20-34Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-19Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
VitalitätCommunity &VerbreitungNachhaltigkeit &GovernanceEngineering-QualitätSicherheitAI Readiness

Bewertungsprofil

Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.

Der gewichtete Gesamtwert 60 wird auf der veröffentlichten Indexskala auf 65 kalibriert (Register-Kalibrierung 2026-08-02).

Eigentümerschaft

BabakPersönliches Konto
2 Follower32 öffentliche Reposseit März 2015

Dieses Repository gehört einem persönlichen Konto. Ein Projekt mit nur einem Eigentümer trägt ein höheres Kontinuitätsrisiko als ein organisationsgetragenes.

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
npm@llm-ports/core0.1.0-alpha.281.82524vor 9 Tagenllmaitypescriptopenaianthropicollamaai-sdkgenerative-aillm-routingllm-fallbackllm-abstractionmulti-providermulti-provider-llmports-and-adaptershexagonal-architecturecost-controlcost-gatingvendor-lock-inprovider-routerai-architectureproduction-llm
npm@llm-ports/migrate0.1.0-alpha.20.1381vor 45 Tagenllm-portsmigratecodemodalpha
npm@llm-ports/capabilities0.1.0-alpha.281.38725vor 9 Tagenllmaitypescriptgenerative-aillm-portsllm-capabilitiescapabilitiesclassifyscoredraftsummarizeextractplananalyzestructured-outputzodjson-modefactory-patternreusable-promptsproduction-llm
npm@llm-ports/adapter-aider0.1.0-alpha.28651vor 9 Tagenllm-portsaideradaptersubprocessagent
npm@llm-ports/adapter-codex0.1.0-alpha.28631vor 9 Tagenllmaicodexopenaiagentsubprocessllm-portsadapter
npm@llm-ports/adapter-google0.1.0-alpha.281.07623vor 9 Tagenllmaitypescriptgooglegeminigoogle-genaivisionmultimodalports-and-adaptersllm-portsproduction-llm
npm@llm-ports/adapter-ollama0.1.0-alpha.281.08626vor 9 Tagenllmaitypescriptollamalocal-llmself-hostedllamallama3mistralphiqwengemmaai-sdkgenerative-aillm-portsllm-adapterllm-routingembeddingsmodel-managementlocal-to-cloudtool-usevisionmulti-provideroffline-llmprivacy
npm@llm-ports/adapter-openai0.1.0-alpha.282.02330vor 9 Tagenllmaitypescriptopenaiopenai-compatiblegptgpt-4gpt-4ogpt-5azure-openaigroqtogether-aifireworksdeepinfraperplexitycerebraslitellmai-sdkgenerative-aillm-portsllm-adapterllm-routingllm-fallbackembeddingstool-usefunction-callingstructured-outputvisionmulti-providercost-controlreasoning-models

Metriken nach Kategorie

Vitalität

Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?

73Gut · 21 % des Gesamtindex
Wie die Bewertung erfolgt
28.8/36Push-Aktualität — letzter Push vor 9 Tagen
8.3/36Commit-Rhythmus — 12/52 Wochen mit Commits
18/18Commit-Volumen — 165 Commits im letzten Jahr
0/10OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully
Verwendete Eingangsdaten
commits_last_year165
human_commit_share1
days_since_last_push9
active_weeks_last_year12

Release-Disziplin

100Außergewöhnlich
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 82 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 13 Tagen
27/27Release-Rhythmus — ein Release etwa alle 3,8 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count82
latest_release_tag@llm-ports/core@0.1.0-alpha.27
releases_from_tagsnein
days_since_latest_release13
mean_days_between_releases3,8
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?

49Schwach · 17 % des Gesamtindex
Wie die Bewertung erfolgt
0/60Stars — 2 Stars
0/25Forks — 0 Forks
0/15Watcher — 1 Watcher
Verwendete Eingangsdaten
forks0
stars2
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (MIT)
18/18CONTRIBUTING-Leitfaden
13.5/13.5Verhaltenskodex
0/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
readme_badges
has_contributingja
has_issue_templatenein
has_code_of_conductja
readme_badge_services
has_pull_request_templateja
Wie die Bewertung erfolgt
51.7/80Downloads pro Monat — 7.563 Downloads/Monat über npm
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packages@llm-ports/core, @llm-ports/migrate, @llm-ports/capabilities, @llm-ports/adapter-aider, @llm-ports/adapter-codex, @llm-ports/adapter-google, @llm-ports/adapter-ollama, @llm-ports/adapter-openai
dependents
ecosystemsnpm
total_downloads
monthly_downloads7.563
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?

46Schwach · 23 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
0/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 100 % der Commits
1.4/13.5Breite der Beitragenden — 1 Beitragende
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Verwendete Eingangsdaten
bus_factor1
contributors_sampled1
top_contributor_share1
Wie die Bewertung erfolgt
26.8/42Issue-Lösungsquote — 64 % der Issues geschlossen
0/30PR-Annahme — keine entschiedenen Pull Requests oder keine Daten
0/13Newcomer PR acceptance — kein PR eines Erstbeitragenden in 30 Tagen entschieden
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Verwendete Eingangsdaten
merged_prs0
open_issues13
closed_issues23
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0,639
closed_unmerged_prs0
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): PR-Annahme, newcomer_pr_acceptance. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
10/30Organisatorische Trägerschaft — persönliches (Nutzer-)Konto
0/20Verifizierte Domain — für Nutzerkonten nicht anwendbar
3.4/25Reichweite des Inhabers — 2 Follower von baabakk
23.1/25Kontohistorie — 32 öffentliche Repos, Kontoalter ca. 11 Jahre
Verwendete Eingangsdaten
followers2
owner_typeUser
is_verified
owner_loginbaabakk
public_repos32
account_age_days4.163
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.

Paketpflege

100Außergewöhnlich
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 8 Paket(e) auf npm
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 9 Tagen
20/20Versionshistorie — 30 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packages@llm-ports/core, @llm-ports/migrate, @llm-ports/capabilities, @llm-ports/adapter-aider, @llm-ports/adapter-codex, @llm-ports/adapter-google, @llm-ports/adapter-ollama, @llm-ports/adapter-openai
ecosystemsnpm
any_deprecatednein
min_days_since_publish9

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

88Exzellent · 19 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 2 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration — .eslintrc.cjs
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — keine Daten
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_confignein
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: CI-Tests. Die verbleibenden Gewichte wurden renormalisiert.

Dokumentation

100Außergewöhnlich
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://baabakk.github.io/llm-ports/
10/10Repository-Beschreibung
10/10Topics — 16 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsai, ai-architecture, anthropic, cost-control, generative-ai, llm, llm-abstraction, llm-fallback, llm-routing, multi-provider, ollama, openai, software-architecture, typescript, vendor-lock-in, multi-provider-ai-support
has_wikija
homepagehttps://baabakk.github.io/llm-ports/
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?

42Schwach · 16 % des Gesamtindex

Sicherheitslage

28Gefährdet
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — keine Daten
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
0/7.5Maintained — project was created within the last 90 days. Please review its contents carefully
0/5Packaging — keine Daten
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — keine Daten
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 22 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate2,8
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): ci_tests, packaging, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.

Abhängigkeits-Advisories

100Außergewöhnlich
Wie die Bewertung erfolgt
35/35Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory
25/25Indirekte Abhängigkeiten ohne bekannte Advisories — keine indirekte Abhängigkeit trägt ein bekanntes Advisory
0/40Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum
Verwendete Eingangsdaten
sourceosv
advisories0
affected_packages0
assessed_packages1
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. Abgeglichen wurde die Laufzeit-Abhängigkeitshülle von npm:@llm-ports/core@0.1.0-alpha.28 — das, was die Installation des veröffentlichten Pakets nach sich zieht — mit 1 Paketen. Erreichbarkeit wird nicht analysiert.

AI Readiness

Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Trägt ein bewusst kleines Gewicht (4 %): Agenten-Tooling ist ein echtes Pflegesignal, doch ein Repository ohne jedes Signal kann weiterhin 100/100 erreichen.

55Mittel · 4 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 99 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,99
agent_instruction_files
agent_instruction_max_bytes
Wie die Bewertung erfolgt
0/18Bootstrap mit einem Befehl
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration — .eslintrc.cjs
11/11Statische Typprüfung — examples/agent-with-approval/tsconfig.json, examples/basic/tsconfig.json, examples/email-triage/tsconfig.json, examples/extract-from-pdf/tsconfig.json, examples/local-with-ollama/tsconfig.json, examples/migrate-from-vercel-ai/tsconfig.json, examples/multi-provider/tsconfig.json, examples/streaming-chat/tsconfig.json, examples/with-onretry/tsconfig.json, packages/adapter-aider/tsconfig.json, packages/adapter-anthropic/tsconfig.json, packages/adapter-codex/tsconfig.json, packages/adapter-contract-tests/tsconfig.json, packages/adapter-google/tsconfig.json, packages/adapter-ollama/tsconfig.json, packages/adapter-openai/tsconfig.json, packages/adapter-vercel/tsconfig.json, packages/benchmarks/tsconfig.json, packages/capabilities/tsconfig.json, packages/consumer-type-check/tsconfig.json, packages/core/tsconfig.json, packages/migrate/tsconfig.json, packages/observability-contract/tsconfig.json
10/10Reproduzierbare Umgebung — lockfile
0/10Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100
0/8Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilespnpm-lock.yaml
has_dockerfilenein
typed_languageja
bootstrap_files
has_devcontainernein
has_linter_configja
typecheck_configsexamples/agent-with-approval/tsconfig.json, examples/basic/tsconfig.json, examples/email-triage/tsconfig.json, examples/extract-from-pdf/tsconfig.json, examples/local-with-ollama/tsconfig.json, examples/migrate-from-vercel-ai/tsconfig.json, examples/multi-provider/tsconfig.json, examples/streaming-chat/tsconfig.json, examples/with-onretry/tsconfig.json, packages/adapter-aider/tsconfig.json, packages/adapter-anthropic/tsconfig.json, packages/adapter-codex/tsconfig.json, packages/adapter-contract-tests/tsconfig.json, packages/adapter-google/tsconfig.json, packages/adapter-ollama/tsconfig.json, packages/adapter-openai/tsconfig.json, packages/adapter-vercel/tsconfig.json, packages/benchmarks/tsconfig.json, packages/capabilities/tsconfig.json, packages/consumer-type-check/tsconfig.json, packages/core/tsconfig.json, packages/migrate/tsconfig.json, packages/observability-contract/tsconfig.json
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Wie die Bewertung erfolgt
45/45Typprüfbarer Code — TypeScript (statisch typisiert)
54.8/55Handhabbare Dateigrößen — 1/262 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languageTypeScript
largest_source_bytes82.975
source_files_sampled262
oversized_source_files1
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
0/20MCP-Server
40/40Lauffähige Beispiele — examples
Verwendete Eingangsdaten
example_dirsexamples
has_mcp_signalnein
api_schema_files

Eckdaten

2GitHub-Sterne
1Mitwirkende
165Commits, letzte 12 Monate
9Tage seit letztem Push
82Releases
1Bus-Faktor
13offene Issues
npmPaket-Ökosysteme

Warnungen zur Datenerhebung

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Weitere Details

OpenSSF Scorecard 2.8 / 10
2.8Gesamtwert

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).Scorecard v5.5.0 · 2026-07-31 16:51 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
k. A.CI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
k. A.Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
10Security-Policysecurity policy file detected
k. A.Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities22 existing vulnerabilities detected
Direkte Abhängigkeiten 21
RegistryPaketVersionsvorgabeManifest
npm@anthropic-ai/sdk^0.32.1packages/adapter-anthropic/package.json
npm@llm-ports/coreworkspace:*packages/adapter-anthropic/package.json
npmzod-to-json-schema^3.24.1packages/adapter-anthropic/package.json
npm@llm-ports/coreworkspace:*packages/adapter-contract-tests/package.json
npmvitest^2.1.4packages/adapter-contract-tests/package.json
npmzod^3.23.0packages/adapter-contract-tests/package.json
npm@llm-ports/coreworkspace:*packages/adapter-google/package.json
npmzod-to-json-schema^3.23.5packages/adapter-google/package.json
npm@llm-ports/coreworkspace:*packages/adapter-ollama/package.json
npmollama^0.5.10packages/adapter-ollama/package.json
npm@llm-ports/coreworkspace:*packages/adapter-openai/package.json
npmopenai^4.73.0packages/adapter-openai/package.json
npmzod-to-json-schema^3.24.1packages/adapter-openai/package.json
npm@llm-ports/coreworkspace:*packages/adapter-vercel/package.json
npmai^4.3.19packages/adapter-vercel/package.json
npm@llm-ports/coreworkspace:*packages/capabilities/package.json
npm@llm-ports/coreworkspace:*packages/consumer-type-check/package.json
npm@llm-ports/capabilitiesworkspace:*packages/consumer-type-check/package.json
npmzod^3.25.76packages/consumer-type-check/package.json
npmjsonrepair^3.14.0packages/core/package.json
npmnanoid^5.0.9packages/observability-contract/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

Abhängigkeits-Advisories 0

Die Installation von npm:@llm-ports/core@0.1.0-alpha.28 zieht 1 Pakete nach sich, direkt und transitiv: 0 tragen bekannte Advisories, davon 0 direkte Abhängigkeiten.

Keine bekannten Advisories betreffen die bewerteten Abhängigkeiten.

Ein Advisory bedeutet, dass die im Abhängigkeitsgraphen erfasste Version in den betroffenen Bereich eines Advisories fällt. Erreichbarkeit wird nicht analysiert, und der Graph enthält Entwicklungs- und Test-Pins — ein Fund kann das Werkzeug betreffen und nicht die ausgelieferte Software.

JSON-Rohbericht maschinenlesbar
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          "oid": "8b963517c6140b6d3740af43c59cc9d847441e09",
          "body": "… golden vectors\n\nSecond half of the RequestFingerprint deliverable. Assembles the\ncanonicalization + hash primitives from the previous commit into the\npublic API, and ships golden vectors that pin the exact byte outputs\nfor cross-implementation validation.\n\nRequestFingerprint shape:\n- message_hash:\n[…]\n +35\n  new). All pass.\n\nProvenance: Cross-consumer review pass 2026-07-21. Plan 58 v0.4 §4.6.\nOutsider critique §7.1 asked for golden vectors; §6 asked for the\ntwo-hash + canonicalization spec design.",
          "is_bot": false,
          "headline": "feat(alpha.28-prep): observability-contract §4.6 RequestFingerprint +…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-22T11:18:46Z",
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        },
        {
          "oid": "e482f0fae9a55f14aff52f9727560dba8298a6fb",
          "body": "…ash primitives\n\nFirst half of the RequestFingerprint deliverable. Adds the normative\ncanonicalization spec (v1) plus the hash primitives that produce the\ntwo fingerprint hashes.\n\nCanonicalization spec v1 rules (canonicalize.ts):\n\n1. Key ordering: JSON object keys sorted lexicographically at every\n \n[…]\nimitives into the RequestFingerprint\ntype + computeRequestFingerprint helper + golden vectors JSON pinning\nthe exact byte output.\n\nProvenance: Cross-consumer review pass 2026-07-21. Plan 58 v0.4 §4.6.",
          "is_bot": false,
          "headline": "feat(alpha.28-prep): observability-contract §4.6 canonicalization + h…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-22T11:13:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1922b97dbdad995bedf4e08feb5a9bd25e6970b1",
          "body": "Replaces the CacheStatsPlaceholder from the lifecycle commit with the\nfull nested shape:\n\n- provider_cache?: ProviderCacheStats\n- semantic_cache?: SemanticCacheStats\n\nProviderCacheStats:\n- status: \"hit\" | \"miss\" | \"partial\" | \"ineligible\" | \"unknown\"\n- read_input_tokens? (Anthropic cache_read, OpenA\n[…]\n Total observability-contract tests: 84 (was 58; +26 new). All pass.\n\nProvenance: Cross-consumer review pass 2026-07-21. Plan 58 v0.4 §4.5.\nOutsider critique §8 informed the nested-with-status design.",
          "is_bot": false,
          "headline": "feat(alpha.28-prep): observability-contract §4.5 CacheStats nested shape",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-22T11:09:26Z",
          "body_truncated": true,
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        },
        {
          "oid": "e2efa68f6f7c3b41e1dc4ec383b0686aeaee63b4",
          "body": "…useCategory rollup\n\nReplaces the ErrorInfoPlaceholder from the lifecycle commit with the\nfull shape:\n\n- error_type: string form of the typed error class\n- message?: human-readable, redactable per CapturePolicy\n- retryable: boolean (same-provider retry may succeed)\n- fallback_worthy: boolean (walk t\n[…]\n completeness of the\n  ERROR_TYPE_TO_CATEGORY static table.\n- Total observability-contract tests: 58 (was 40; +18 new). All pass.\n\nProvenance: Cross-consumer review pass 2026-07-21. Plan 58 v0.4 §4.4.",
          "is_bot": false,
          "headline": "feat(alpha.28-prep): observability-contract §4.4 ErrorInfo shape + Ca…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-22T11:06:33Z",
          "body_truncated": true,
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        },
        {
          "oid": "bc29c4379e8faf5d871e6eb1e05c30bf38cb16d4",
          "body": "…4.7 agent-step events\n\nAdds thirteen event types covering the complete operation lifecycle:\n\nNine core lifecycle events per Plan 58 v0.4 §4.3:\n- llm.operation.started\n- llm.attempt.started\n- llm.attempt.retry_scheduled\n- llm.fallback.selected\n- llm.attempt.failed\n- llm.attempt.completed\n- llm.opera\n[…]\n ending with an OPERATION_TERMINATOR_TYPES\n    event\n- Total observability-contract tests: 40 (was 21; +19 new). All pass.\n\nProvenance: Cross-consumer review pass 2026-07-21. Plan 58 v0.4 §4.3 + §4.7.",
          "is_bot": false,
          "headline": "feat(alpha.28-prep): observability-contract §4.3 lifecycle events + §…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-22T11:03:22Z",
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        },
        {
          "oid": "eef5de19928300d648c37e3c70dc3f204bdaafa5",
          "body": "…1.0-alpha.28 — foundation types (envelope, correlation, sink, IDs)\n\nFirst landmark commit for Plan 58 v0.4 §5.1 alpha.28 contract foundation.\nBootstraps the standalone data contract package that non-port callers\n(ADW's ClaudeCodeDriver subprocess path, custom agent runtimes, etc.)\nimport to emit co\n[…]\n total workspace tests: 934 (was 913 pre-commit; +21 new).\n\nProvenance: Cross-consumer review pass 2026-07-21. Plan 58 v0.4 approved\n2026-07-21T18:45:46 -07:00, §5.1 alpha.28 contract foundation only.",
          "is_bot": false,
          "headline": "feat(alpha.28-prep): new package @llm-ports/observability-contract@0.…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-22T05:20:13Z",
          "body_truncated": true,
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        },
        {
          "oid": "e2934f72e68ba09581a804043de7321f9574f882",
          "body": "…es on invalid_enum_value before retry\n\nModel-emitted Unicode confusables of ASCII delimiter characters (U+2010..U+2015\nhyphens, U+2018/U+2019 curly single quotes, U+201C/U+201D curly double quotes,\nU+00A0 non-breaking space and other Unicode spaces, U+FF0D fullwidth\nhyphen-minus) silently broke Zod\n[…]\nepair-validation tests pass (was 33; +13 new).\n\nConsumer-side origin: ADW TD-LLM-20 + BEPA\nTD-LLMPORTS-EXTRACTJSON-UNICODE-CONFUSABLE-NORMALIZATION.\n\nProvenance: Cross-consumer review pass 2026-07-21.",
          "is_bot": false,
          "headline": "fix(TD-LLMP-18): attemptValidationRepair normalizes Unicode confusabl…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-22T05:13:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "24194b775db008d7eb34adee376040dfdd5a196f",
          "body": "… isolates local JS runtime errors as AdapterInternalError\n\nTwo-part fix for the ADW-reported bug: runAgent throws raw TypeError\nwhen tools omitted, and local TypeErrors get misclassified as\nServiceUnavailableError triggering futile chain-wide failover.\n\nPart 1: defensive tools normalization (fixes \n[…]\nelopment_TechDebt.md:1125-1141)\nplus BEPA TD-LLMPORTS-TYPEERROR-MISCLASSIFIED-AS-SERVICE-UNAVAILABLE\n(BEPA-side sibling tracking the same exposure).\n\nProvenance: Cross-consumer review pass 2026-07-21.",
          "is_bot": false,
          "headline": "fix(TD-LLMP-17): runAgent tools defensive default + wrapProviderError…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-22T05:10:35Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9647f043e47098b255dcb98fbb133fd911dc3bfd",
          "body": "…ouldFallback (TD-LLMP-19)\n\nCanonical walk-table policy from the 2026-07-21 cross-consumer review pass,\nexported as a single-function predicate consumers can wire into\nruntimeFallback config. Codifies the outcome of the review; supersedes\nhand-rolled per-consumer classifiers.\n\nWalk-worthy (returns t\n[…]\nrMatchers.default policy\n(with two exceptions: ImageTooLargeError and ContentBlockUnsupportedError\nnow walk correctly, closing a small ambient bug).\n\nProvenance: Cross-consumer review pass 2026-07-21.",
          "is_bot": false,
          "headline": "feat(alpha.28-prep): publish canonical walk-table policy as defaultSh…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-22T05:07:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c1f0841dc1da9aba17c342e574880bb5ffbed136",
          "body": "…Error, ProviderMalformed400Error, AdapterInternalError\n\nFoundational building block for alpha.28 (Plan 58 §4.4 ErrorInfo shape +\nwalk-table policy). All three classes are prerequisites for:\n\n- TD-LLMP-17 (runAgent tools guard + local-throw isolation): adapter code\n  wraps only the provider-call blo\n[…]\npty-body 400 detection\npath already outlined in the DeepInfra + Cerebras production reports. Those\nchanges ship in subsequent alpha.28-prep commits.\n\nProvenance: Cross-consumer review pass 2026-07-21.",
          "is_bot": false,
          "headline": "feat(alpha.28-prep): add 3 new typed error classes — CreditExhaustion…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-22T05:04:12Z",
          "body_truncated": true,
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        },
        {
          "oid": "993db1bf4a886402e035ecadfae800a54324ffeb",
          "body": "…textWindowExceededError and ContentPolicyViolationError\n\nThe alpha.28 pre-work batch starts with TD-LLMP-16 (from the cross-consumer\nreview pass 2026-07-21). Previously, wrapProviderError construct the two\nmodel-scoped BadRequest subclasses with a hardcoded \"(unknown)\" placeholder\neven when the ada\n[…]\n-side origin: BEPA TD-LLMPORTS-DEEPINFRA-CONTEXT-EXCEEDED-MODEL-UNKNOWN-AND-SILENT-HANG-ON-RETRY Bug 1 (filed 2026-07-21T03:06:38 in BEPA's TD log).\n\nProvenance: Cross-consumer review pass 2026-07-21.",
          "is_bot": false,
          "headline": "fix(TD-LLMP-16): propagate modelId through wrapProviderError into Con…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-22T02:16:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f0147f65cabc9a0da63fe50796747ff534cf9567",
          "body": "…sk requirements + provider capabilities + boot-time chain resolution)\n\nFiled after BEPA's 2026-07-21T09:35 UTC selector-compile incident: task\ntype had no explicit LLM_TASK_ROUTE_SELECTOR_COMPILE, fell through to\ndefault chain including deepseek-4flash-deepinfra (32K context), which\ncorrectly rejec\n[…]\nract; runtime wiring via\nnew capabilityChain option on createRegistryFromEnv in core.\n\nTarget release: alpha.29 or alpha.30 pending scope decisions.\n\nProvenance: Cross-consumer review pass 2026-07-21.",
          "is_bot": false,
          "headline": "docs(tech-debt): TD-LLMP-20 — capability-based router (declarative ta…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-21T23:09:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f35f963f484ac7b2f87f3ae07c9eb1d4cb97187a",
          "body": "TD-LLMP-16: adapter-openai ContextWindowExceededError reports model\n\"(unknown)\" even when the model name is at request-construction time.\nReported by BEPA.\n\nTD-LLMP-17: runAgent throws raw TypeError when tools omitted; local\nTypeErrors then get misclassified as ServiceUnavailableError, triggering\nfu\n[…]\nk-table\nmisalignment) and ADW (audit finding TD-LLM-18 + policy question in\nTD-LLM-21).\n\nTarget: alpha.28 pre-work window. Each TD names its consumer-side\norigin TD so the ecosystem trail is walkable.",
          "is_bot": false,
          "headline": "docs(tech-debt): batch of 4 TDs from 2026-07-21 cross-consumer review",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-21T22:46:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bac6ecb49ec58637d76e8f431d03225dfc7fa9df",
          "body": "7 publishable packages ship at 0.1.0-alpha.27:\n- @llm-ports/core (BREAKING: instructions/prompt removed; messages required)\n- @llm-ports/adapter-openai\n- @llm-ports/adapter-anthropic (new NonContiguousSystemError guard)\n- @llm-ports/adapter-google (new NonContiguousSystemError guard)\n- @llm-ports/ad\n[…]\npha-26-to-alpha-27.md\nDeprecation infra generalized: warnDeprecatedLegacyInput -> warnDeprecated(state, {what, where, removalVersion?, migrationUrl?})\n\n886 tests pass workspace-wide. Zero regressions.",
          "is_bot": false,
          "headline": "chore(release): v0.1.0-alpha.27",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-17T23:51:09Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d3b8ad1b189cef47738a8bbceb2a3daa55e393fb",
          "body": "…es required\n\nCommits D + E bundled: the legacy fields are removed from the type\ninterfaces AND the examples migrate to the canonical messages shape.\n\nChanges in packages/core/src/ports/llm-port.ts:\n- Deleted 'instructions?: string' from GenerateTextOptions,\n  GenerateStructuredOptions, StreamTextOp\n[…]\n: 24\n\nZero regressions across the workspace.\n\nBlocker 1 + Blocker 2 + Blocker 3 all complete. Ship-ready subject to\nCommit F (migration guide + release notes + version bumps + publish\n+ BEPA Dev Log).",
          "is_bot": false,
          "headline": "feat(alpha.27): remove instructions/prompt from options + make messag…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-17T23:42:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3d50f72d54a33b89c3490aad961a9edb416de062",
          "body": "…e migration\n\nRenames warnDeprecatedLegacyInput to warnDeprecated with a generalized\nDeprecationDetails signature. Preserves the useful primitive (WarningState +\ndedup + suppression + handler routing) for any future deprecation cycle\nwithout rebuilding it. Removes the field-specific glue that alpha.\n[…]\na.27 execution sequence. Next: Commit D (remove\nthe instructions?/prompt? fields from the four options interfaces +\nmake messages required). The rename is documented in the migration\nguide (Commit F).",
          "is_bot": false,
          "headline": "refactor(alpha.27): generalize deprecation infrastructure + test suit…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-17T23:21:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ca0e5ba2abb4bbd665458788781dcb208ab07f12",
          "body": "Deletes populateLegacyFieldsFromMessages and simplifies the four\nRegistryPort methods (generateText, generateStructured, streamText,\nstreamStructured) to use { ...options, messages } directly, dropping\nthe legacy-field spread that alpha.26 introduced as a bridge for\nadapters that hadn't yet been upd\n[…]\n.\nThe Registry no longer touches the deprecated fields at all beyond\nthe normalizeMessagesOnOptions entry point (Commit C generalizes the\ndeprecation infra; Commit D removes the type fields entirely).",
          "is_bot": false,
          "headline": "refactor(alpha.27-prep): delete Registry dual-population code",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-17T23:12:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "89d2f98602295a4386687e5625d92bb740563b28",
          "body": "Migrates adapter-google to consume options.messages natively. Google's\nGemini API splits systemInstruction (top-level) from contents (the\nmessages array), matching Anthropic's shape. Reuses the\nNonContiguousSystemError class added in Commit A3.\n\nChanges in adapter-google/src/adapter.ts:\n- New helper\n[…]\nni)\n\nBlocker 1 complete. Next: Blocker 2 (Commit B) — delete Registry\ndual-population code (populateLegacyFieldsFromMessages + four spread\nsites). Safe now that all adapters consume messages natively.",
          "is_bot": false,
          "headline": "feat(alpha.27-prep): adapter-google native messages consumption",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-17T23:09:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "dafd979ef236624f36516a7d67b25f761b511a31",
          "body": "…sSystemError\n\nMigrates adapter-anthropic to consume options.messages natively AND\nintroduces the NonContiguousSystemError class in @llm-ports/core that\nAnthropic (and later Google) uses to reject mid-conversation system\nmessages at the adapter boundary.\n\nChanges in @llm-ports/core:\n- New NonContigu\n[…]\nlso\nlands here (rather than in a separate commit) because adapter-anthropic\nis the first user of the error class. Adapter-google (A4) reuses it.\n\nNext: A4 (adapter-google), then Commits B, C, D, E, F.",
          "is_bot": false,
          "headline": "feat(alpha.27-prep): adapter-anthropic native messages + NonContiguou…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-17T21:47:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2fa32f0622cba17318b662e358b1f8368e833a41",
          "body": "Migrates adapter-vercel to consume options.messages natively. Vercel's\nunderlying SDK (@ai-sdk) accepts a top-level 'system' string plus a\nCoreMessage[] array; this migration extracts leading system messages\ninto the 'system' field (concatenated with \\n\\n) and passes the\nremainder as messages.\n\nChan\n[…]\nThe non-null-assertion options.messages! is intentional; becomes\nredundant in Commit D.\n\nNext: A3 (adapter-anthropic + NonContiguousSystemError class), A4\n(adapter-google), then Commits B, C, D, E, F.",
          "is_bot": false,
          "headline": "feat(alpha.27-prep): adapter-vercel native messages consumption",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-17T21:40:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "aeac34338257463933d385e0fae7aa108970701a",
          "body": "…red contract suite migration\n\nMigrates adapter-ollama to consume options.messages natively instead of\nreading options.prompt via non-null assertion (the alpha.26 shipping\nexpedient). Ollama's chat API accepts mid-conversation system messages\ninline, so the migration is the simplest of the four adap\n[…]\nevel; the ! becomes redundant but not incorrect.\n\nNext: A2 (adapter-vercel), A3 (adapter-anthropic + NonContiguousSystemError),\nA4 (adapter-google), then Blocker 2 (Registry dual-population deletion).",
          "is_bot": false,
          "headline": "feat(alpha.27-prep): adapter-ollama native messages consumption + sha…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-17T21:35:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "348c115b101bc745e1a74f2135afe9b09439f7d3",
          "body": "…al messages shape\n\nThe alpha.26 ship marked {instructions, prompt} deprecated on the port\ninterface but left @llm-ports/capabilities calling the port with the\ndeprecated shape internally. That worked at runtime (Registry dual-\npopulation synthesized messages from the legacy fields) but would have\nf\n[…]\nly the internal port call shape\nchanged.\n\nVersion: @llm-ports/capabilities@0.1.0-alpha.26.1 (hotfix; other\npackages stay on alpha.26; alpha.27 stays reserved for the coordinated\nlegacy-field removal).",
          "is_bot": false,
          "headline": "fix(alpha.26.1): migrate @llm-ports/capabilities factories to canonic…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-03T07:56:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "79cafd5e044b306cc89268ff39224131c119c18c",
          "body": "… + one-cycle deprecation\n\nBREAKING in alpha.27. This release adds the canonical shape alongside the\ndeprecated fields; alpha.27 removes the deprecated fields.\n\nThe four generation methods (generateText, generateStructured, streamText,\nstreamStructured) now accept `messages: LLMMessage[]` as the can\n[…]\n26 messages input tests; zero regressions).\n\nDocs: alpha-25-to-alpha-26 migration guide, top-level README banner\nupdated, VitePress sidebar entry.\n\nAll 7 publishable packages bumped to 0.1.0-alpha.26.",
          "is_bot": false,
          "headline": "feat(alpha.26): canonical messages input + toMessages/sys/usr helpers…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-02T23:16:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a7498fa20f6751f9be940b2b265f5dbe8fe2a590",
          "body": "…st surfacing\n\nThree additive features under an \"Observability surface + reliability\nhardening\" theme. Zero breaking changes.\n\n**#53 refs field.** `refs?: Record<string, ArtifactRef>` on all five\ncall-options interfaces, threaded verbatim to all five observability\nevents (onCost, onTokenUsage, onFal\n[…]\nput around a\ncanonical messages: LLMMessage[] field, deprecating {instructions, prompt}\nwith a one-cycle window and a toMessages() migration shim.\n\nAll 7 publishable packages bumped to 0.1.0-alpha.25.",
          "is_bot": false,
          "headline": "feat(alpha.25): refs field + aggressive fallback preset + streamed co…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-07-02T22:42:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3c33140f856f19c9036cb72fa2897f6df51220d3",
          "body": "…ree-tier architecture\n\nSame per-adapter README update pattern I missed in alpha.23's initial ship\nand had to follow up on. Catching it inline this time.\n\nAdds 'Capability detection — three-tier architecture (alpha.24+)' section\nabove the existing 'Known reasoning models' subsection. Cross-links to\nthe new docs/concepts/capability-detection.md concept page for the full\narchitectural design.\n\nIncludes the fingerprintCache option example + bundled backends overview.",
          "is_bot": false,
          "headline": "docs(alpha.24): adapter-openai README — surface fingerprintCache + th…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-06-25T02:06:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8f6aa00997b0fdf9df064d2ef99a5f806a4cadea",
          "body": "…lper + Cerebras pricing\n\nThe catalog architectural redesign Babak called for across the alpha.22\n→ alpha.23 transition, plus the alpha.21-deferred onValidationRetry\nRegistry-level emission, plus Cerebras pricing entries from the 2026-06-24\nempirical reasoning-model survey.\n\n## Catalog architectural\n[…]\nache uses it)\n- parseHarmonyToolCalls (promoted from internal — alpha.23 was unexported)\n- type FingerprintCacheBackend, type ModelFingerprint\n\n@llm-ports/core:\n- deriveValidationRetryFromAdapterRetry",
          "is_bot": false,
          "headline": "feat(alpha.24): catalog architectural redesign + onValidationRetry he…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-06-25T01:56:32Z",
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        },
        {
          "oid": "f5d37faa6833935db0e759d6ac022eae6d6303d7",
          "body": "… telemetry tags + per-attempt timeout\n\nBeyond the migration page committed in 10fca25, four additional surfaces\nneeded alpha.23 updates that weren't in that commit:\n\npackages/adapter-openai/README.md\n  - \"Known limitation: DeepInfra gpt-oss harmony tool-use (alpha.22)\"\n    section gets an \"Update f\n[…]\nnator table mapping every reason to when-it-fires +\n    recovery-action\n  - Worked filter examples for harmony-tool-call-extracted and\n    zero-tool-call-prose-retry\n\nVerified `pnpm docs:build` clean.",
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          "headline": "docs(alpha.23): update per-package + concept docs for ASK 1 + ASK 2 +…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-06-25T01:24:39Z",
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        {
          "oid": "10fca258d780a94a115bc6d75ab8c69a31f47661",
          "body": "Adds docs/migration/alpha-22-to-alpha-23.md (additive-only migration note)\nand registers it in the VitePress sidebar. Covers:\n\n- Harmony tool-call extraction (automatic; closes DeepInfra gpt-oss gap)\n- Zero-tool-call corrective rescue (automatic; mimo prose case)\n- Telemetry tags via existing onRetr\n[…]\nptions.perAttemptTimeoutMs)\n- Explicit \"what's NOT fixed\" note on Case B under-production\n- Routing recommendation for orchestration-layer guards\n\nVerified with `pnpm docs:build` (clean, no warnings).",
          "is_bot": false,
          "headline": "docs(alpha.23): migration guide + sidebar entry",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-06-25T01:14:01Z",
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          "oid": "e44513ae6038ae2cbce6020f895aacbfa6769975",
          "body": "…+ per-attempt timeout\n\nFour additions, all empirically grounded in ADW's 2026-06-19 multi-team\nagentic-build-loop diagnostic + production wedge incident.\n\n## ASK 1 — Harmony tool-call extraction (adapter-openai)\n\nparseHarmonyToolCalls() extracts tool calls from harmony-formatted\nmessage.reasoning_c\n[…]\ns are additive. Existing callers see no API surface\nchanges. Two existing tests updated to accommodate ASK 2's rescue\nretry (test intent preserved; mockResolvedValue instead of\nmockResolvedValueOnce).",
          "is_bot": false,
          "headline": "feat(alpha.23): harmony tool-call extraction + zero-tool-call rescue …",
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          "oid": "2e4a03b4541137aa63d69f6927b2fcbc48aaa611",
          "body": "…ME + docs/adapters/openai.md\n\nBoth surfaces still showed the pre-alpha.22 framing — gpt-oss-* → Cerebras\nonly — and didn't surface what alpha.22 actually changed. Updated to\nreflect:\n\n- Three reasoning signals (added reasoning_content for DeepInfra harmony)\n- Starvation discriminator accepts finish\n[…]\nation is\nunambiguous, and includes ADW's 2026-06-19 empirical observation (Cerebras\ngpt-oss writes 5 files; DeepInfra gpt-oss writes 0 in the multi-turn\nbuild loop).\n\nVerified `pnpm docs:build` clean.",
          "is_bot": false,
          "headline": "docs(alpha.22): update reasoning-model framing in adapter-openai READ…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-06-19T16:14:50Z",
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        {
          "oid": "89a384b33c293dde8bb6448d97ea5aff55040afc",
          "body": "Adds docs/migration/alpha-21-to-alpha-22.md (additive-only migration note)\nand registers it in the VitePress sidebar. Covers:\n\n- Model-ID normalization improvement (automatic; no caller change)\n- Runtime detection broadening for reasoning_content + finish=stop\n- Xiaomi MiMo catalog entry\n- adapter-g\n[…]\nple)\n- Explicit note on what's NOT fixed (DeepInfra gpt-oss harmony tool-use)\n- Routing recommendation: use Cerebras for gpt-oss tool-use\n\nVerified with `pnpm docs:build` (no dead links, no warnings).",
          "is_bot": false,
          "headline": "docs(alpha.22): migration guide + sidebar entry",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-06-19T16:00:37Z",
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          "oid": "41f305ec10b7beb44b4e8c76492ed4a4a44dfe5b",
          "body": "Pre-seed `MiMo-V\\d+` family as a reasoning model. Empirically driven by\nADW production incident 2026-06-19T15:40 UTC: mimo-parasail\n(XiaomiMiMo/MiMo-V2.5) starved on a structured-output decompose call.\n\nPre-this-commit, runtime detection caught the starvation (reasoning_field\nor reasoning_tokens pop\n[…]\nrefixed and canonical forms)\n- MiniMax-M2.7 still matches its own pattern (no regression)\n- Mimosa-V1 does NOT match either (negative guard)\n\n763 tests pass total (was 761 with 0a63479; +2 from MiMo).",
          "is_bot": false,
          "headline": "feat(adapter-openai): add Xiaomi MiMo to KNOWN_REASONING_MODELS catalog",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-06-19T15:54:52Z",
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          "oid": "0a634795310376c07e58f19577d07aab196c38d2",
          "body": "… httpOptions\n\nTwo themes shipped together, both empirically motivated by ADW + Dramma\nfindings on 2026-06-19.\n\n## adapter-openai: reasoning-model architecture (2 changes)\n\n### Model-ID normalization\n\nAdds normalizeModelId helper: strips a `<owner>/` namespace prefix and\nreturns the canonical name. \n[…]\n.\n\nEmpirical sources: ADW Development_Logs.md commit b1eeee2 (DeepInfra\ntool-loop root cause), Dramma 08-cloud-llm-backend-proxy-plan.md §7 Q1\n(httpOptions gap), 2026-06-19 raw 2-turn DeepInfra probe.",
          "is_bot": false,
          "headline": "feat(alpha.22): reasoning-model architecture cleanup + adapter-google…",
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          "committed_at": "2026-06-19T15:44:45Z",
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          "oid": "46285c70284fe0dd8b4278e9da6c2436fd2e1b35",
          "body": "…i adapter updates + alpha.20-to-21 migration\n\nCompanion to 094cc4d (feat(alpha.21)). The npm packages shipped without\nthe in-repo VitePress docs; this commit closes that gap.\n\nAdded:\n- docs/concepts/observability.md — full concept page for the 5 OTel-aligned\n  Registry-level hooks (onCost, onTokenU\n[…]\n — sidebar entries for the new Observability\n  concept page and the alpha.20→alpha.21 migration note.\n\nVerified: `pnpm docs:build` clean (no dead links, no warnings, all 5 new\n+ updated pages render).",
          "is_bot": false,
          "headline": "docs(alpha.21): observability hooks concept + per-call strict + opena…",
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        },
        {
          "oid": "094cc4deb9d19cfbcbff61ff0bab605f550f002b",
          "body": "…ing + OTel observability hooks\n\nThree empirically-driven structured-output reliability changes plus the planned\nOTel-aligned observability hook surface.\n\n## 1. Per-call `strict?: boolean` (closes section 2 of #46)\n\n`GenerateStructuredOptions` and `StreamStructuredOptions` gain `strict?: boolean`.\nP\n[…]\n + adapter-google + adapter-ollama + adapter-vercel pass.\n\nFiled upstream: #46 (per-call strict + adapter-openai isJsonModeRejection rescue\nalready in main as 9cb9a82), #47 (allowlist), #48 (pricing).",
          "is_bot": false,
          "headline": "feat(alpha.21): per-call strict + DeepInfra/Parasail allowlist + pric…",
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          "oid": "9cb9a82ae750afabe30a2719ec314acfc77542ea",
          "body": "…rejection (closes #46)\n\nExtends the response_format rescue trigger to also match OpenAI native's\nstrict-schema-validation rejection error pattern. The rescue downgrade\n(drop response_format, fall back to prompted JSON) is unchanged and\nalready in place; only the matcher pattern was too narrow — tun\n[…]\ntrict?: boolean` opt-out from issue #46 deferred to beta.1\nalongside the resilient-fallback preset (LP-REQ-01), where it naturally\nfits as a deliberate API addition with multi-adapter behavior matrix.",
          "is_bot": false,
          "headline": "fix(adapter-openai): isJsonModeRejection covers OpenAI strict-schema-…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-06-18T01:43:37Z",
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          "headline": "fix(migrate): prefer-const on the replace() output",
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          "committed_at": "2026-06-15T23:22:13Z",
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        },
        {
          "oid": "b40f49e0a1f91a7ab0a3295d9461186fe5904735",
          "body": "Implements seven mechanisms (A-G) to reduce the risk of accidental\nupgrades across breaking alphas in production code:\n\nA. docs/migration/alpha-19-to-alpha-20.md — per-release migration page\n   with the requestsPerHour type-level breakage as the lead item plus a\n   one-line fix and a codemod referen\n[…]\ngrate codemod).\n\nVersioning: 7 publishable + 1 new package (@llm-ports/migrate) all at\n0.1.0-alpha.20.1. consumer-type-check is private (no publish). Added\nboth to .changeset/pre.json initialVersions.",
          "is_bot": false,
          "headline": "feat(alpha.20.1): migration safeguards across docs, install, and tooling",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-06-15T23:19:36Z",
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        },
        {
          "oid": "66275f11a4feacb08959da428b569202b09b048b",
          "body": "The fourth alpha shape-lock before beta.0. Additive only — no breaking\nchanges vs alpha.19.1. Backwards compatible: existing callers and env\nconfigs see identical behavior.\n\nNew types in @llm-ports/core:\n- BudgetScope = \"tenant\" | \"customer\" | \"user\" | \"agent\" | \"session\"\n- BudgetScopeRef = { scope:\n[…]\nns enforced via CostSession\n\nTest stats: 678 across 7 packages (was 654 in alpha.19.1; +24 new).\n\nVersioning: manual bump to 0.1.0-alpha.20 to preserve the planned\nalpha sequence (.20 → .21 → beta.0).",
          "is_bot": false,
          "headline": "feat(alpha.20): BudgetScope + minute/session gating grammar",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-06-13T20:36:37Z",
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        },
        {
          "oid": "2f13c318f06c622d11b00fb680ce75c0c1096b39",
          "body": "Closes the gaps Babak flagged after alpha.19.1 published:\n\n- docs/guides/cost-gating.md, docs/migration/from-direct-sdk.md: rename\n  stale cost.cacheDiscountUSD references to cost.cacheSavingsUSD (the\n  alpha.18 → alpha.19 field rename had not propagated to these pages).\n- docs/migration/alpha-18-to\n[…]\nrom navigation); Migration\n  sidebar now links the alpha.18 → alpha.19 BREAKING-tagged entry.\n\nVitePress build verified clean (6.62s). Docs-only commit: no version\nbump, no republish, no test changes.",
          "is_bot": false,
          "headline": "docs: alpha.19.1 follow-up cleanup across the docs site",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-06-13T02:42:58Z",
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        },
        {
          "oid": "0b3cb4792f1a3043e015aff24337ecabee059aa4",
          "body": "…ility factories\n\nThe shape committed in alpha.19 is now backed by verified per-mode behavior\non the cloud adapters and pass-through on every capability factory. Closes\nthe gap between alpha.19's locked surface and the docs that prematurely\ndescribed per-mode adapter behaviors in present tense.\n\nada\n[…]\netScope) →\nalpha.21 (observability hooks) → beta.0 sequence. changeset pre-mode\nwould have rolled to alpha.20 by default; this fixes a real gap in\nalpha.19 rather than expanding into alpha.20's scope.",
          "is_bot": false,
          "headline": "feat(alpha.19.1): CacheControl behavior across cloud adapters + capab…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-06-12T22:55:59Z",
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        },
        {
          "oid": "3aadfff56c88970f698d7272300dde2bb8005cbc",
          "body": "Used as the cover image for the alpha.19 dev.to ship article and as\nthe image attachment for the X (Twitter) thread on the alpha.19\nrelease. Lives at assets/ so its raw GitHub URL is stable:\n  https://raw.githubusercontent.com/baabakk/llm-ports/main/assets/llm-ports.png",
          "is_bot": false,
          "headline": "chore(assets): add llm-ports.png for social cards + dev.to cover",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-06-12T20:01:41Z",
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        {
          "oid": "02556479853fb4d09821fe4422f32edb0e9fa275",
          "body": "7 publishable packages bumped to 0.1.0-alpha.19:\n- @llm-ports/core (minor; new CacheControl public type + cacheSavingsUSD rename)\n- @llm-ports/adapter-openai, -anthropic, -google, -ollama, -vercel (patch)\n- @llm-ports/capabilities (patch)\n\n10 example workspace projects bumped along for the ride.\n\nGenerated by `pnpm changeset version` from .changeset/alpha-19-*.md.",
          "is_bot": false,
          "headline": "release(alpha.19): version + CHANGELOG bumps",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-06-12T19:19:15Z",
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          "oid": "c0ef1d72d96fcef7cc7f1a91484755f6461f651f",
          "body": "…AKING)\n\nLocks the CacheControl shape so beta.0 ships the right abstraction over\nthe three caching patterns the major providers expose (Anthropic explicit\ncache_control markers, OpenAI implicit always-on cache, Google Gemini\ncreateCachedContent handle). Renames cost.cacheDiscountUSD to\ncost.cacheSav\n[…]\n- New: docs/concepts/cache.md (locked shape + per-provider behavior table).\n- New: docs/migration/alpha-18-to-alpha-19.md (step-by-step migration).\n- Updated: docs/v0-1-status.md (alpha.19 row added).",
          "is_bot": false,
          "headline": "feat(alpha.19): CacheControl shape lock + cacheSavingsUSD rename (BRE…",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-06-12T19:17:58Z",
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        {
          "oid": "0c124c392172dc99b8cee3e56418586a68dddb42",
          "body": "Auto-generated by changeset version. 7 published packages bumped to\n0.1.0-alpha.18; example workspaces + adapter-contract-tests + benchmarks\nbumped via @llm-ports/* linked-group.",
          "is_bot": false,
          "headline": "release(alpha.18): version + CHANGELOG bumps",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-06-05T09:13:28Z",
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        },
        {
          "oid": "79e0dd9eeed2dda0df0d0bdf349a9b07cf1f8b0a",
          "body": "Largest single correctness fix in the v0.1 line. Closes the architectural\nbug where a 400 context-window overflow got wrapped as\nProviderUnavailableError, causing the registry to fall back to another\nprovider that would fail the same way.\n\nNEW classes in @llm-ports/core/src/errors.ts:\n- LLMPortError\n[…]\nkspace (up from 577 in alpha.17). 29\nnew error-taxonomy tests + 5 ollama onRetry + 4 google onRetry. Several\nalpha.17-era adapter-openai tests updated to assert the new typed\nclasses (4 quirks files).",
          "is_bot": false,
          "headline": "feat(alpha.18): typed-error taxonomy + alpha.17 closeout (BREAKING)",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-06-05T09:13:17Z",
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          "oid": "210920c393c2b5592cd98194805c312bede91b38",
          "body": "…missing disables)\n\nPre-existing lint errors that the CI surfaced when alpha.17 pushed. All\n4 are mechanical eslint-disable fixes; no behavior change.\n\n- adapter-anthropic/src/adapter.ts:67: typescript-eslint renamed\n  no-require-imports -> no-var-requires; add both disable names so the\n  comment su\n[…]\n the\n  intentional 'const session = this' alias used inside the getPort()\n  closure (no-this-alias).\n\n577 tests still passing; lint now clean (3 pre-existing unused-var\nwarnings remain; not blocking).",
          "is_bot": false,
          "headline": "fix(lint): unblock CI on alpha.17 push (4 errors from rule renames + …",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-06-05T08:01:50Z",
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          "oid": "ecd13f4692699d1cd2f909d7a7a33d6ac50ecdb0",
          "body": "Auto-generated by changeset version. 7 published packages bumped to\n0.1.0-alpha.17; example workspaces and adapter-contract-tests +\nbenchmarks bumped in lockstep via the @llm-ports/* linked-group.",
          "is_bot": false,
          "headline": "release(alpha.17): version + CHANGELOG bumps",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-06-05T07:17:56Z",
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        {
          "oid": "4087d6f309f36ffdb28c65cc202379ac296e6a3a",
          "body": "First alpha of the v0.1 line approved by Babak per the BEPA-internal\nRELEASE-PLAN-0.1.0-roadmap-to-1.0.md.\n\nFive additive items + RerankPort skeleton (no breaking changes):\n\n- @llm-ports/core: new RerankPort interface in src/ports/rerank-port.ts.\n  Sibling of LLMPort and EmbeddingsPort. Modeling rer\n[…]\nest.ts\nat lines 163 and 192. No code change; the master plan item is closed by\nverifying the existing tests pin the property.\n\nWorkspace tests: 577 passing (up from 567 in alpha.16). Zero regressions.",
          "is_bot": false,
          "headline": "feat(alpha.17): RerankPort skeleton + jittered backoff + onRetry parity",
          "author_name": "baabakk",
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          "body": "Auto-generated by changeset version. 7 published packages bumped to\n0.1.0-alpha.16; example workspaces and internal-only packages\n(adapter-contract-tests, benchmarks) bumped in lockstep via the\n@llm-ports/* linked-group config.",
          "is_bot": false,
          "headline": "release(alpha.16): version + changelog bumps for providerExtras",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-05-30T20:37:16Z",
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          "oid": "df2b83802dfc81d7e4510724034b9dff55cfb75f",
          "body": "Add providerExtras?: Record<string, unknown> to all 5 *Options interfaces.\nPer-call escape hatch for provider-specific request fields the port does\nnot model. Shallow-merged into the SDK request body AFTER typed port\nfields, so callers can override typed defaults.\n\nThreaded through:\n- All 5 LLMPort \n[…]\n { vllm: {...} }) so the public type signature does\nnot endorse any one OSS-serving runtime.\n\n15 new tests (6 adapter-openai quirks + 9 capability passthrough);\n567 tests passing across the workspace.",
          "is_bot": false,
          "headline": "feat(alpha.16): providerExtras escape hatch for vLLM + SGLang",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-05-30T20:37:06Z",
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          "body": null,
          "is_bot": false,
          "headline": "chore(release): bump @llm-ports/adapter-openai to 0.1.0-alpha.15",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-05-27T08:14:30Z",
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          "oid": "e1cd8c5ad34899aeeb50d8e0ca86c3f767dfc9f8",
          "body": "…ambaNova\n\nEmpirically verified 2026-05-27 — BEPA A/B harness forced\nuseStrictResponseFormat: true on a SambaNova adapter and MiniMax-M2.7\nwent from 0/10 → 10/10 schema-valid on a nested production scoring\nschema. 3987ms avg, $0.041/10-calls. SambaNova accepts strict\nresponse_format: json_schema and\n[…]\nether AI as the new unknown-compat exemplar. 144\nadapter-openai tests passing.\n\nSub-task 2 (Anthropic structured-output discipline via tool-use-with-\ninput_schema) is structural library work for v0.2.",
          "is_bot": false,
          "headline": "feat(adapter-openai): expand useStrictResponseFormat auto-detect to S…",
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          "author_login": "baabakk",
          "committed_at": "2026-05-27T08:13:56Z",
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          "oid": "fa3d28b3ff2510ff25fa1818ad010a72e414c9a5",
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          "is_bot": false,
          "headline": "chore(release): bump @llm-ports/adapter-openai to 0.1.0-alpha.14",
          "author_name": "baabakk",
          "author_login": "baabakk",
          "committed_at": "2026-05-27T04:14:30Z",
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        },
        {
          "oid": "da17ec87e4fd08e47bc5d9335d631debde639cb0",
          "body": "…penAI native + Groq\n\nBehavior change: generateStructured against OpenAI native (no baseURL)\nor Groq (api.groq.com) now uses strict response_format: json_schema by\ndefault. Cerebras was the only auto-detect target in alpha.9; everyone\nelse silently paid the un-strict retry-with-feedback tax.\n\nEviden\n[…]\n\nExports autoDetectStrictResponseFormat helper.\n\n15 new tests; 143 adapter-openai / 552 workspace passing.\n\nDiscovered by BEPA Upwork-scoring A/B harness (Development_Logs.md\n2026-05-26T20:45 -07:00).",
          "is_bot": false,
          "headline": "feat(adapter-openai): expand useStrictResponseFormat auto-detect to O…",
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          "is_bot": false,
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          "body": "Registry converts LLM_PROVIDER_VISION_ANTHROPIC env var to alias\n\"vision-anthropic\" (lowercase + underscores-to-hyphens). The script was\nreferencing the alias with underscores in task-route values and\ngenerateText taskType. Now matches the framework convention.\n\nVerified against real OpenAI gpt-4o-mini (base64 PNG with detail=\"low\"\n+ URL PNG with detail=\"auto\"). Both paths reached the model and got a\nresponse. Anthropic path hit a 400 credit-balance error (out of band;\nnot a wire-format issue).",
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          "headline": "feat(core,adapter-openai): image-pipeline hardening — detail field + …",
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            "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"
          },
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            "name": "Fuzzing",
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          {
            "name": "License",
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            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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          {
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
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          {
            "name": "Packaging",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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          {
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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          {
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          "created_at": "2026-07-02T08:22:11Z",
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          "created_at": "2026-07-02T08:43:04Z",
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          "number": 55,
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          "last_comment_author": null
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        {
          "number": 56,
          "created_at": "2026-07-02T08:43:33Z",
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          "last_comment_author": null
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        {
          "number": 57,
          "created_at": "2026-07-02T08:43:43Z",
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          "last_comment_author": null
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        {
          "number": 58,
          "created_at": "2026-07-02T08:43:57Z",
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          "last_comment_author": null
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        {
          "number": 59,
          "created_at": "2026-07-02T08:44:07Z",
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          "last_comment_author": null
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        {
          "number": 60,
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    "url": "https://github.com/baabakk/llm-ports",
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        {
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    "categories": [
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        "key": "vitality",
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        "metrics": [
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                "key": "openssf_scorecard_signed_releases",
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                "status": "excluded",
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            "inputs": {
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            "components": [
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                "points": 100,
                "status": "met",
                "details": [
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        "name": "Community & Adoption",
        "value": 49,
        "weight": 0.17,
        "metrics": [
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            "components": [
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                "key": "stars",
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              {
                "key": "forks",
                "name": "Forks",
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                "details": [
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                    "code": "forks",
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                ],
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              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "1 watchers",
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                "status": "missed",
                "details": [
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                    "code": "watchers",
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                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": null,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "readme_badge_services": [],
              "has_pull_request_template": true
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            "components": [
              {
                "key": "readme",
                "name": "README",
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                "points": 22.5,
                "status": "met",
                "details": [],
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                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
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              {
                "key": "contributing_guide",
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                "detail": null,
                "points": 18,
                "status": "met",
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              {
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                "points": 13.5,
                "status": "met",
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                "status": "missed",
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            "key": "ecosystem_adoption",
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            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
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                "code": "excluded_no_data",
                "params": {
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        "metrics": [
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            "note": "Excluded from scoring (no data or not applicable): PR acceptance, Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
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            "inputs": {
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                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "2 followers of baabakk",
                "points": 3.4,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 2,
                      "login": "baabakk"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "32 public repos, account ~11 yr old",
                "points": 23.1,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 32
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 11
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "@llm-ports/core",
                "@llm-ports/migrate",
                "@llm-ports/capabilities",
                "@llm-ports/adapter-aider",
                "@llm-ports/adapter-codex",
                "@llm-ports/adapter-google",
                "@llm-ports/adapter-ollama",
                "@llm-ports/adapter-openai"
              ],
              "ecosystems": "npm",
              "any_deprecated": false,
              "min_days_since_publish": 9
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "8 package(s) on npm",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 8,
                      "ecosystems": "npm"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 9 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 9
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "30 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 30
                    }
                  }
                ],
                "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": 88,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 80,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "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": ".eslintrc.cjs",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".eslintrc.cjs"
                    }
                  }
                ],
                "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": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "exceptional",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "ai",
                "ai-architecture",
                "anthropic",
                "cost-control",
                "generative-ai",
                "llm",
                "llm-abstraction",
                "llm-fallback",
                "llm-routing",
                "multi-provider",
                "ollama",
                "openai",
                "software-architecture",
                "typescript",
                "vendor-lock-in",
                "multi-provider-ai-support"
              ],
              "has_wiki": true,
              "homepage": "https://baabakk.github.io/llm-ports/",
              "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://baabakk.github.io/llm-ports/",
                "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": "16 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 16
                    }
                  }
                ],
                "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": "weak",
        "name": "Security",
        "value": 42,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests",
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 28,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 2.8
            },
            "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": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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 0/30 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": "project was created within the last 90 days. Please review its contents carefully",
                "points": 0,
                "status": "missed",
                "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": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "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": "22 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the npm:@llm-ports/core@0.1.0-alpha.28 runtime dependency closure — what installing the published package pulls in — 1 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "npm:@llm-ports/core@0.1.0-alpha.28",
                  "assessed": 1
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 1,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 1,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 55,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.99,
              "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": "99 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 99,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "pnpm-lock.yaml"
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              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "examples/agent-with-approval/tsconfig.json",
                "examples/basic/tsconfig.json",
                "examples/email-triage/tsconfig.json",
                "examples/extract-from-pdf/tsconfig.json",
                "examples/local-with-ollama/tsconfig.json",
                "examples/migrate-from-vercel-ai/tsconfig.json",
                "examples/multi-provider/tsconfig.json",
                "examples/streaming-chat/tsconfig.json",
                "examples/with-onretry/tsconfig.json",
                "packages/adapter-aider/tsconfig.json",
                "packages/adapter-anthropic/tsconfig.json",
                "packages/adapter-codex/tsconfig.json",
                "packages/adapter-contract-tests/tsconfig.json",
                "packages/adapter-google/tsconfig.json",
                "packages/adapter-ollama/tsconfig.json",
                "packages/adapter-openai/tsconfig.json",
                "packages/adapter-vercel/tsconfig.json",
                "packages/benchmarks/tsconfig.json",
                "packages/capabilities/tsconfig.json",
                "packages/consumer-type-check/tsconfig.json",
                "packages/core/tsconfig.json",
                "packages/migrate/tsconfig.json",
                "packages/observability-contract/tsconfig.json"
              ],
              "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": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".eslintrc.cjs",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".eslintrc.cjs"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "examples/agent-with-approval/tsconfig.json, examples/basic/tsconfig.json, examples/email-triage/tsconfig.json, examples/extract-from-pdf/tsconfig.json, examples/local-with-ollama/tsconfig.json, examples/migrate-from-vercel-ai/tsconfig.json, examples/multi-provider/tsconfig.json, examples/streaming-chat/tsconfig.json, examples/with-onretry/tsconfig.json, packages/adapter-aider/tsconfig.json, packages/adapter-anthropic/tsconfig.json, packages/adapter-codex/tsconfig.json, packages/adapter-contract-tests/tsconfig.json, packages/adapter-google/tsconfig.json, packages/adapter-ollama/tsconfig.json, packages/adapter-openai/tsconfig.json, packages/adapter-vercel/tsconfig.json, packages/benchmarks/tsconfig.json, packages/capabilities/tsconfig.json, packages/consumer-type-check/tsconfig.json, packages/core/tsconfig.json, packages/migrate/tsconfig.json, packages/observability-contract/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples/agent-with-approval/tsconfig.json, examples/basic/tsconfig.json, examples/email-triage/tsconfig.json, examples/extract-from-pdf/tsconfig.json, examples/local-with-ollama/tsconfig.json, examples/migrate-from-vercel-ai/tsconfig.json, examples/multi-provider/tsconfig.json, examples/streaming-chat/tsconfig.json, examples/with-onretry/tsconfig.json, packages/adapter-aider/tsconfig.json, packages/adapter-anthropic/tsconfig.json, packages/adapter-codex/tsconfig.json, packages/adapter-contract-tests/tsconfig.json, packages/adapter-google/tsconfig.json, packages/adapter-ollama/tsconfig.json, packages/adapter-openai/tsconfig.json, packages/adapter-vercel/tsconfig.json, packages/benchmarks/tsconfig.json, packages/capabilities/tsconfig.json, packages/consumer-type-check/tsconfig.json, packages/core/tsconfig.json, packages/migrate/tsconfig.json, packages/observability-contract/tsconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
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}

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Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v2.3.1, Schema v0.27.0 — vollständige Methodik · Metriken-Wiki.

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