Öffentliches Register
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-28 02:00 UTC

ProjAnvil / langchain-golang

A community Go port of LangChain

GoMIT★ 1 Stern⑂ 0 Forksseit Juli 2026Auf GitHub ansehen ↗

ProjAnvil/langchain-golang erreicht einen Gesundheitsindex von 42 von 100 und liegt damit im Bereich Gefährdet. Am stärksten schneidet es bei AI Readiness (80/100) ab, am schwächsten bei Community & Adoption (24/100). Zuletzt vor 11 Tagen aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

42
gesamt / 100
Gefährdet

Software-Gesundheitsindex

Metriken werden auf einer Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr Mittel; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze 49 (Gefährdet). AI Readiness liegt außerhalb.

42
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
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.

Eigentümerschaft

ProjAnvilOrganisation
1 Follower11 öffentliche Reposseit Nov. 2025

Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
Gogithub.com/projanvil/langchain-golangv0.3.2-6vor 11 Tagen

Metriken nach Kategorie

Vitalität

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

67Mittel · 22 % des Gesamtindex
Wie die Bewertung erfolgt
28.8/36Push-Aktualität — letzter Push vor 11 Tagen
1.4/36Commit-Rhythmus — 2/52 Wochen mit Commits
14.9/18Commit-Volumen — 45 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_year45
human_commit_share1
days_since_last_push11
active_weeks_last_year2

Release-Disziplin

100Exzellent
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 6 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 11 Tagen
27/27Release-Rhythmus — ein Release etwa alle 2,9 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count6
latest_release_tagv0.3.2
releases_from_tagsnein
days_since_latest_release11
mean_days_between_releases2,9
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?

24Kritisch · 18 % des Gesamtindex
Wie die Bewertung erfolgt
0/60Stars — 1 Stars
0/25Forks — 0 Forks
0/15Watcher — 0 Watcher
Verwendete Eingangsdaten
forks0
stars1
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (MIT)
0/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingnein
has_issue_templatenein
has_code_of_conductnein
has_pull_request_templatenein

Nachhaltigkeit & Governance

Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?

34Gefährdet · 24 % 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
0/46.8Issue-Lösungsquote — keine Issues oder keine Daten
0/38.3PR-Annahme — keine entschiedenen Pull Requests oder keine Daten
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Verwendete Eingangsdaten
merged_prs0
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Issue-Lösungsquote, PR-Annahme. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
2.2/25Reichweite des Inhabers — 1 Follower von ProjAnvil
9.2/25Kontohistorie — 11 öffentliche Repos, Kontoalter ca. 0 Jahre
Verwendete Eingangsdaten
followers1
owner_typeOrganization
is_verified
owner_loginProjAnvil
public_repos11
account_age_days244

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf go
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 11 Tagen
20/20Versionshistorie — 6 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesgithub.com/projanvil/langchain-golang
ecosystemsgo
any_deprecatednein
min_days_since_publish11

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

52Mittel · 20 % des Gesamtindex
Wie die Bewertung erfolgt
0/24CI-Workflows
24/24Tests vorhanden
0/16Linter-Konfiguration
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — keine Daten
Verwendete Eingangsdaten
has_cinein
has_testsja
has_editorconfignein
has_linter_confignein
has_precommit_confignein
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: CI-Tests. Die verbleibenden Gewichte wurden renormalisiert.

Dokumentation

85Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
0/15Dokumentations-/Homepage-Site
10/10Repository-Beschreibung
10/10Topics — 4 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsai-agent, golang, langchain, langchain-go
has_wikija
homepage
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

26Kritisch · 16 % des Gesamtindex

Sicherheitslage

26Kritisch
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
0/10Dangerous-Workflow — keine Daten
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 — keine Daten
0/5SAST — no SAST tool detected
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — keine Daten
0/7.5Token-Permissions — keine Daten
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated12
scorecard_versionv5.5.0
checks_inconclusive6
scorecard_aggregate2,6
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): ci_tests, dangerous_workflow, packaging, pinned_dependencies, signed_releases, token_permissions. Die verbleibenden Gewichte wurden renormalisiert.

AI Readiness

Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.

80Gut · 0 % des Gesamtindex
Wie die Bewertung erfolgt
45/45Agentenanweisungen — docs/usage/agents.md
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 45 von 45 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share1
agent_instruction_filesdocs/usage/agents.md
agent_instruction_max_bytes10.625
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — Makefile
22/22Automatisierte Tests
0/11Lint-/Format-Konfiguration
11/11Statische Typprüfung — Go (statisch typisiert)
0/10Reproduzierbare Umgebung
10/10Belegte Agentenpraxis — 45 der letzten 45 Commits von Agenten verfasst oder ihnen zugeschrieben
0/8Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet
0/10OpenSSF Scorecard: Pinned-Dependencies — keine Daten
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfiles
has_dockerfilenein
typed_languageja
bootstrap_filesMakefile
has_devcontainernein
has_linter_confignein
typecheck_configs
agent_commit_share1
toolchain_manifestsgo.mod
dependency_bot_commit_share0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Pinned-Dependencies. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
45/45Typprüfbarer Code — Go (statisch typisiert)
54.8/55Handhabbare Dateigrößen — 1/270 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languageGo
largest_source_bytes70.144
source_files_sampled270
oversized_source_files1

Eckdaten

1GitHub-Sterne
1Mitwirkende
45Commits, letzte 12 Monate
11Tage seit letztem Push
6Releases
1Bus-Faktor
0offene Issues
GoPaket-Ökosysteme

Warnungen zur Datenerhebung

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

Weitere Details

OpenSSF Scorecard 2.6 / 10
2.6Gesamtwert

Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).Scorecard v5.5.0 · 2026-07-28 02:00 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
k. A.Dangerous-Workflowno workflows found
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
k. A.Pinned-Dependenciesno dependencies found
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
k. A.Signed-Releasesno releases found
k. A.Token-PermissionsNo tokens found
10Vulnerabilities0 existing vulnerabilities detected
Alle Abhängigkeiten nicht erhoben

Der aufgelöste Abhängigkeitssatz konnte für diesen Bericht nicht erhoben werden: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

JSON-Rohbericht maschinenlesbar
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          "tag": "v0.3.2",
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        {
          "tag": "v0.3.1",
          "kind": "patch",
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        {
          "oid": "7e1ae3d175011fa24f6b92b9175aad36b917fa8a",
          "body": "Adds a bullet to the agents.CreateAgent feature list pointing to the\nnew Subagents usage guide, and notes the nested non-streaming invoke\nno longer leaks into a streaming parent's stream.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(readme): note subagent (agent-as-tool) support",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-16T09:27:09Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b0b540081d49c411e86a65375b23fdf2155aee0e",
          "body": "Mirrors langchain_v1's\ntest_subagent_transformer.py::test_unnamed_inner_agent_surfaces_with_inherited_name:\nan inner agent built without WithAgentName, run inside a named\nsupervisor's tool, observes the parent's name via NameFromContext,\nbecause withRunTags is a no-op when Agent.Name is empty.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test(agents): cover unnamed subagent inheriting parent name",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-16T09:09:12Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3d6c3480efa7d1dbd8f694df7ddcdeaab647ca84",
          "body": "The Subagents snippet used tools.NewFunc/Result/Tool while the rest of\nthe file and the runnable example use the coretools alias; a reader\ncopying the snippet would get 'undefined: tools'. Aligns the snippet to\ncoretools.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(agents): use coretools alias in subagent snippet",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-15T22:23:18Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "bb9fa46289fd45965f0405da5d29fa4355e0ae03",
          "body": "Adds a runnable ExampleCreateAgent_subagent and a 'Subagents\n(agent-as-tool)' section to docs/usage/agents.md, mirroring Python's\nhand-rolled @tool + agent.invoke() pattern, including the nested-run\nname propagation note and the streaming limitation.\n\nNote: the example uses the package's sequenceMod\n[…]\nannot advance a multi-response\nsequence across CreateAgent's per-iteration re-bind; the copyable\nartifact (the subagent tool body) uses only public API.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(agents): document the subagent (agent-as-tool) pattern",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-15T22:14:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1db55114d29e2e583df36426944bda9a97eded73",
          "body": "Adds characterization tests mirroring langchain_v1's\ntest_subagent_transformer.py invocation: core delegation, name\npropagation into the nested run (NameFromContext), inner-agent error\nsurfacing as a tool message, and one level of nesting.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test(agents): cover agent-as-tool subagent pattern",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-15T21:57:12Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "bd62a6f948ec499c6ef0aad90647f947deb96288",
          "body": "InvokeWithState now sets a sentinel context key that sinkFromContext\nhonors, so a nested non-streaming invoke (e.g. a subagent tool called\nfrom inside a StreamEvents parent) never emits the nested run's\nmodel_delta events into the parent stream, and keeps the model cache\ngate enabled. Adds subagent_test.go with the regression test and the\nshared test helpers.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(agents): non-streaming invoke must not leak streaming events",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-15T21:50:04Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "8d809b0a69002eda93cc048a008c7acbe4c86ae9",
          "body": "Add a docs/ tree with example-driven, offline-friendly usage guides (every\nsnippet uses the in-tree FakeChatModel unless noted):\n\n- docs/README.md (index)\n- docs/usage/getting-started.md (install, first agent, partner models)\n- docs/usage/composition.md (LCEL Pipe/Pipe3-6, Parallel, Branch, Fallback\n[…]\npts)\n- docs/usage/streaming.md (StreamEvents)\n\nLink them from a new Documentation section in the README; bump the install\nref and preview tag to v0.3.1.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: add usage guides and link from README",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T10:45:57Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3c1337c801bc7aaeb76b82c981794158bb538c8a",
          "body": "Add Pipe, Pipe3, Pipe4, Pipe5, Pipe6 — the Go equivalent of Python LCEL's\npipe operator (a | b | c). Go has no operator overloading, so the | spelling\nis impossible; Pipe* are the type-safe free-function equivalent.\n\nEach Pipe* checks the type chain (I -> A -> B -> ... -> O) at compile time\nat the c\n[…]\nma, ConfigSchema. Pipe is the\nzero-error variant of NewSequence: a nil runnable panics at construction\nrather than threading an error through the chain.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(core/runnables): LCEL-style Pipe/Pipe3-6 composition",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T10:45:57Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e4c56bf979869f7368476e37560e57d3eb3be06e",
          "body": "Co-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(readme): update for v0.3.0 — anthropic + ollama partners",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T09:25:39Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "43b84048e0ebd1a013bb6aa02e5944840520f053",
          "body": "Extends the existing recordingWrapModelCallMiddleware pattern\n(create_agent_test.go:180) to all six hook surfaces in one CreateAgent run:\nBeforeAgent → (BeforeModel → WrapModelCall → WrapToolCall → AfterModel) →\nAfterAgent, with two stacked middleware to assert outer→inner nesting\n(first-listed is outermost, per Python's wrap_model_call docstring types.py:503).\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test(agents): full-stack middleware ordering integration test",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T09:08:27Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "4dcb00fe687d413d7b5c1591fe28839093ba5ee7",
          "body": "Mirrors Python's _find_safe_cutoff_point (summarization.py:762-796): when a\ntoken- or message-budget cutoff lands on a ToolMessage, walk back to the\nAIMessage that issued the matching tool_call so the kept suffix never starts\nwith orphaned tool responses. Applied in both keepStart paths (token + count).\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(summarization): AI/Tool pair-safety cutoff (snap back to AIMessage)",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T09:00:24Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "cc049e7730f0b8a1d87fa7aebd1d9a4689cbc410",
          "body": "…rs/token) + reported-tokens signal\n\nMirrors Python's _get_approximate_token_counter (summarization.py:208-216):\nan anthropic-chat model (detected via the Task-1 LLMType duck-type) selects the\n3.3 chars/token counter; other models keep the default. Also adds\nshouldSummarizeBasedOnReportedTokens (sum\n[…]\nAI\nmessage's usage_metadata.total_tokens triggers summarization when it crosses\nthe threshold and its model_provider matches the model's LLMType prefix.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(summarization): provider-aware token counting (anthropic 3.3 cha…",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T08:48:16Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e916f1a46ba51ff881bce0a2511278518d5055e8",
          "body": "…/model_settings/state\n\nMirrors the 4 keys absent from Go but present in Python's _ModelRequestOverrides\n(langchain_v1/.../middleware/types.py:72-82). State/ModelSettings are cloned so\nOverride never mutates the original request, matching the existing option semantics.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(middleware): ModelRequest.Override() tool_choice/response_format…",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T08:45:17Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "27f38985e323a6823ab72c172f97f93ebfb28ee7",
          "body": "Closes the openai-style real-partner gap for ollama: init.go self-registers the\n'ollama' factory into chatmodels.Resolve (reading OLLAMA_HOST as base URL;\ndefault http://localhost:11434), LLMType() returns 'ollama-chat', and a package\ndoc orients callers. WithAgentModel('ollama:...') now resolves end-to-end.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(ollama): self-register factory, env provisioning, LLMType, doc",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T08:38:00Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "84b4530483f22e1c67ae0aee22273efe34724c71",
          "body": "Mirrors Python's default with_structured_output(method='json_schema')\n(langchain_ollama/chat_models.py:1448,1751): WithStructuredOutput sets the\nrequest format to the JSON schema, then Invoke returns conforming JSON text.\nMakes ollama.ChatModel satisfy language.StructuredCaller (compile guard).\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(ollama): InvokeStructured via json_schema format (StructuredCaller)",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T08:30:19Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "5ffcacdd49b00de0faefd2834687505208a25c64",
          "body": "Closes the openai-style real-partner gap for anthropic: init.go self-registers\nthe 'anthropic' factory into chatmodels.Resolve (reading ANTHROPIC_API_KEY and\nANTHROPIC_API_URL→ANTHROPIC_BASE_URL, per langchain_anthropic/chat_models.py:949),\nLLMType() returns 'anthropic-chat', toMessage tags model_provider='anthropic',\nand a package doc orients callers. WithAgentModel('anthropic:...') now resolves.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(anthropic): self-register factory, env provisioning, LLMType, doc",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T08:25:00Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "299a554731bea45d609f11ab8df51dc11921d185",
          "body": "…ler)\n\nMirrors Python's default with_structured_output(method='function_calling')\n(langchain_anthropic/chat_models.py:1938,2050): synthesize one tool from the\nschema, force tool_choice to it, invoke, return a message whose Content is the\nJSON of the tool_use input args. Makes anthropic.ChatModel satisfy\nlanguage.StructuredCaller (package-level compile guard).\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(anthropic): InvokeStructured via function_calling (StructuredCal…",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T08:16:45Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "81ad1922cb9b43e6995f2c9bd0f74922cdf788ac",
          "body": "…ements it\n\nMirrors Python's BaseChatModel._llm_type attribute (langchain_v1/.../summarization.py:208-216).\nopenai ChatModel.LLMType() returns 'openai-chat'; toMessage also tags\nmodel_provider='openai' in ResponseMetadata for the summarization\nreported-tokens provider-match gate. LLMType is optional (duck-typed),\nso it does not change core/language.ChatModel.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(middleware,openai): add LLMType duck-type interface; openai impl…",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T08:10:14Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f78a52aec5a05566456b8f6bb6458ed0d6a3710f",
          "body": "- agents/structured_output_test.go: ProviderStrategy native path with non-nil tools (BindTools-before-StructuredCaller ordering)\n- middleware/tool_selection_test.go: structured-precedence-over-callback combined case\n- middleware/tool_emulator_test.go: structured-precedence-over-callback combined case\n- agentruntime/graph Options.Resume doc: note how to force a fresh start\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "post-v0.2.0: close coverage gaps from final review",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T07:04:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "17b6526bdb808165e23b82a900f2db63ab15fff3",
          "body": "- chatmodels/resolve.go: drop false errors.Is doc claims (type has no Is method)\n- partners/openai: hoist StructuredCaller compile-guard to package level (prod builds too)\n- chatmodels/resolve_test.go: replace containsSubstring helper with strings.Contains\n- middleware/tool_emulator.go: split missing-key vs wrong-type parse errors\n- core-v1-migration-todo.md: fix stale \"blocked on streaming layer\" subagent-transformer clause\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "post-v0.2.0: cheap polish from final whole-branch review",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T07:02:19Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "7ec17eae7a8048375b447969c89eaa572decc38c",
          "body": "…elta\n\nReflect the v1-final-parity work:\n- bump version refs (v0.1.0 → v0.2.0) and test count (800+ → 920+)\n- CreateAgent: document store/cache/interrupt_before/interrupt_after/\n  WithAgentModel(\"provider:model\")/callable tools (FromFunc); note\n  AutoStrategy + ProviderStrategy native (StructuredCal\n[…]\nIS delivered,\n  chatmodels CAN construct from a bare name (Resolve), core/tools HAS\n  FromFunc callable inference; only `transformers` stays not-exposed\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(readme): update for v0.2.0 — parity, openai partner, streaming d…",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T05:53:22Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2129ff8e11c3306191431cfd9336a0e27002987b",
          "body": "Add deterministic, offline Go Example* functions (godoc convention; run\nas tests) for the key user-facing APIs added in Phases 1-5:\n\n- core/tools.ExampleFromFunc_struct: builds a tool from a Go func via\n  FromFunc, prints the reflected schema (sorted property names + the\n  required field list, both \n[…]\nnline fake factories; no\nreal network, no env dependency. Each has a deterministic // Output block.\nSuite green: 926 passed (921 baseline + 5 examples).\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: runnable Example functions for core APIs",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T05:31:10Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "495a9ed8de59adcbbc9cd44057f9f1386ad5c947",
          "body": "Add orienting package doc comments (doc.go) for the five packages whose\npublic surface grew in Phases 1-5 of the v1-final-parity plan:\n\n- core/tools: documents NewSimple/NewFunc/NewStructuredFunc plus the\n  Phase 2 FromFunc(name, desc, fn) Go-func reflection helper.\n- core/language: documents ChatMo\n[…]\nI_API_KEY/OPENAI_BASE_URL env), and that\n  anthropic/ollama/chroma remain adapter-only.\n\nNo production logic changes; build/vet/test green (921 passed).\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: package doc comments for v1 final parity",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T05:27:32Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "5aafc611c66cf4fbaa7d4054457ccdddaf41fb94",
          "body": "Task 5.7 Part B (capstone of the chatmodels partner track). Closes the\nloop on `CreateAgent(..., WithAgentModel(\"openai:gpt-4o\"))`:\nWithAgentModel stores a ModelString on AgentOptions; CreateAgent now\napplies options BEFORE the nil-model check and, when ModelString is set,\nresolves it via chatmodels\n[…]\nssed (was 911), 0\nfailed; 10 new test entries across Part A (TestFactoryReadsEnvForResolve\nin partners/openai) and Part B (TestCreateAgent_ModelString).\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(langchain): `model` accepts bare provider:model strings",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T05:03:04Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9b237e3ab291afbcbc3871075ba927f06c7bbb42",
          "body": "Task 5.7 Part A. The Task 5.6 review flagged that openaiFactory only set\nthe model name and relied on modelconfig for the rest, but modelconfig\ndeliberately does NOT read env vars (verified: no os.Getenv in\ncore/modelconfig). Without this, WithAgentModel(\"openai:gpt-4o\") (Task\n5.7 Part B) would prod\n[…]\nd/vet/test ./... green. 914 passed; one known\nintermittent flake (TestToolNodeInvokeParallelPreservesOrder) passes in\nisolation and is not a regression.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(partners/openai): factory reads OPENAI_API_KEY/OPENAI_BASE_URL env",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T04:57:39Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3adf031440827eb82038cb41a4e7fef4599f283d",
          "body": "Add partners/openai/init.go whose init() registers an openaiFactory under\n\"openai\" in the chatmodels provider registry (landed in Task 5.1). This\nmakes chatmodels.Resolve(ChatModelSpec{Provider:\"openai\", Model:...})\nproduce an openai.ChatModel, so WithAgentModel(\"openai:...\") can resolve\nend-to-end \n[…]\n\n  path works through Resolve).\n- TestResolveOpenAINormalizesProvider: case-insensitive provider names\n  (\"OpenAI\", \"OPENAI\") hit the same registration.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(partners/openai): self-register into chatmodels.Resolve",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T04:43:36Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "25613ce5eb346e8db11200f6fed64afcf64ed1fd",
          "body": "…ed output\n\nAdd ChatModel.InvokeStructured, the language.StructuredCaller interface\nmethod used by the agent's ProviderStrategy native path\n(agents.invokeModel -> language.InvokeStructured). It derives a\nresponse_format name from the schema's \"title\" (falling back to\n\"response_format\"), then delegat\n[…]\ntructuredDefaultName: schema without title -> name\n  defaults to \"response_format\".\n- Compile-time guard: var _ language.StructuredCaller = ChatModel{}.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(partners/openai): implement StructuredCaller for native structur…",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T04:41:36Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c298f23640624147f4071a638b89735baa5fd539",
          "body": "Add the Go-side provider factory registry that the v1-final-parity\nCreateAgent needs for WithAgentModel(\"openai:gpt-4o-mini\"):\n\n- ProviderFactory func type + RegisterProvider: partner packages (e.g.\n  partners/openai in Task 5.6) self-register in init() under a normalized\n  name. Registry is a sync.\n[…]\nests use unique fake provider names (test-fake-provider,\ntest-fake-provider-normalized) so they cannot collide with Task 5.6's\nreal openai registration.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(langchain/chatmodels): provider registry + Resolve",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T04:26:27Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "922b35ad1cf41b889c6a169772cc56bbad654870",
          "body": "When the configured Model (new WithToolEmulatorModel option) satisfies\nlanguage.ChatModel, route through language.InvokeStructured with a\nschema describing a single emulated-output string, then unwrap the\ndecoded output into a tool-result message — exactly mirroring the\nshape the ToolEmulationFunc c\n[…]\no external/agent-level\ncallers exist (grep -rn NewLLMToolEmulator langchain/agents/). The two\nexisting emulator tests are updated to the new call shape.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(langchain/middleware): tool_emulator uses structured output",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T04:08:50Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "5979b707c424814df69151ba30f74380a8f2a6f1",
          "body": "When the resolved Model (m.Model, else request.Model) satisfies\nlanguage.ChatModel, route through language.InvokeStructured with a\nschema that constrains the model to the valid tool names (an enum\narray), then feed the decoded names into the existing\nprocessSelectionResponse so MaxTools / AlwaysIncl\n[…]\nred structuredFakeChatModel test fake (implements both\nlanguage.ChatModel and language.StructuredCaller) reused by the\nemulator test in the next commit.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(langchain/middleware): tool_selection uses structured output",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T04:07:04Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "5cd47dc9f5b5604fc7465fd9e8d7a219d92f982b",
          "body": "When the agent's ResponseFormat is a ProviderStrategy and the bound\nmodel implements language.StructuredCaller, route the model call through\nlanguage.InvokeStructured instead of plain model.Invoke. This is the\nprovider-native structured-output path (e.g. OpenAI's response_format)\nthat Phase-5 partne\n[…]\naken,\nInvoke not called) and TestProviderStrategyFallsBackWithoutStructuredCaller\n(fallback Invoke + post-hoc parse still extracts structured_response).\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(langchain): ProviderStrategy uses native structured output",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-05T03:49:00Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9d2126e3c4e64aeb004a6d5b348851c3a5513c76",
          "body": "Add `AutoStrategy.Resolve(model)` which selects a concrete strategy from the\nagent model's declared capabilities, mirroring Python's auto-mode in\n`_select_response_format`: ToolStrategy when `Capabilities().ToolCalling`,\nelse ProviderStrategy when `Capabilities().StructuredOutput`, else a typed\n*Str\n[…]\ncking stays single-sourced. A nil\n*AutoStrategy is a no-op (no strategy, no error), matching nil-pointer\nsemantics for the other strategy pointer cases.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(langchain): `AutoStrategy` structured-output selection",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-04T18:00:58Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "01d3e47a559c514edf2cece404d013f14e5f9ca4",
          "body": "Add StructuredCaller interface, ErrSchemaViolation sentinel, and\nInvokeStructured helper. Models implementing StructuredCaller use a\nprovider-native path; others fall back to Invoke + best-effort JSON\ndecode + required-key validation against schema.Schema.\n\nThis is the shared foundation for Phase 4 (AutoStrategy, ProviderStrategy\nnative kwargs, tool_selection, tool_emulator) and Phase 5 (openai\npartner structured output).\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(core/language): generic structured-output call path",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-04T17:46:32Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "bf6c37efc4bcee62c0e26c1f49b0a2c95bbaa020",
          "body": "Review fixes for Task 3.2 (PIIStreamTransformer, commit b8c3750):\n\nFix 1 - false-positive reset loses held tail: the terminal-detection branch\n(re-delivery of full text) used to clear the held lookback buffer. A per-delta\ncall that coincidentally starts with the accumulated rawSeen would trigger\nthi\n[…]\nomplete (Fix 2)\n- TestPIIStreamTransformer_FlushConcurrentWithDeltas (race, -race clean)\n\nAll 874 tests pass (baseline 871 + 3 new); go vet -race clean.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(langchain/middleware): robust PII stream reset + Flush race",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-04T17:34:25Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b8c37509a12f6371d2f509c2f4e2787b2a28abde",
          "body": "Add PIIStreamTransformer, a WrapModelStreamHook that redacts PII from\nstreaming model deltas using a lookback buffer. Catches patterns split\nacross chunk boundaries (e.g. 'SSN' + '-123') that the batch\nPIIMiddleware cannot see.\n\nThe transformer holds back a trailing tail sized to the longest pattern\n[…]\no the Go middleware\nstreaming surface (single text content block from streamChunkBridge;\nmulti-block native-v3 streaming is out of scope for this port).\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(langchain/middleware): PII streaming-delta redaction",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-04T16:25:55Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2b85dcfc7093f6bf487bf9509c8e2ac8a4f5b00d",
          "body": "…ct finish-event text\n\nTwo review fixes on Task 3.1 (WrapModelStreamHook, commit 52abf7e):\n\n1. Composition order: the streaming-transform loop iterated forward\n   (mws[0]..mws[n-1]), making mws[n-1] outermost at execution. WrapModelCall\n   and WrapToolCall iterate backward so mws[0] is outermost. Re\n[…]\n865 + 1 new test); build + vet clean.\nagentruntime boundary held (no stream modes); non-streaming invokeModel and\nno-middleware identity path unchanged.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(langchain): streaming-transform order matches WrapModelCall; reda…",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-04T15:37:10Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "52abf7eb177aea7a4ca1a8ef4c57e44e9de827e7",
          "body": "Add WrapModelStreamHook + DeltaTransform so middleware can observe and\nrewrite model deltas during a streaming model call (Agent.StreamEvents /\ngraph.InvokeStream). This is the bounded middleware-facing streaming\nsurface this port exposes for PII streaming-delta redaction (Task 3.2);\nit is NOT langg\n[…]\npModelStreamHook middleware rewrites each delta and that a secret is\nredacted end-to-end (in both model_delta text and the assembled model_end\nmessage).\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(langchain): middleware-facing streaming delta hook",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-04T15:18:51Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "bc3ce50220e06d79324967a2de3b5beae2806db2",
          "body": "…imitations\n\nreflectStructSchema called parseJSONTag but never supplied the field-name\nfallback that the brief, FromFunc's doc comment, and parseJSONTag's own\ndoc comment all promise. A field with no json tag or an options-only tag\n(e.g. json:\",omitempty\") was stored under props[\"\"], producing a\nbro\n[…]\nthe Go field names, that the empty-string key is\nabsent, the required policy holds, and that invoking with those keys\nround-trips through encoding/json.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(core/tools): FromFunc json-tag fallback to field name; document l…",
          "author_name": "yuhaochen",
          "author_login": "HoweChen",
          "committed_at": "2026-07-04T14:53:10Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "376b12fc17ba451c019b75c16320be944299994a",
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                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "at_risk",
        "name": "Sustainability & Governance",
        "value": 34,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 10,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 1,
              "top_contributor_share": 1
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "critical",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "issue_resolution",
                    "pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "merged_prs": 0,
              "open_issues": 0,
              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 0
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "no issues or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_issues_or_data",
                    "params": {}
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "no decided pull requests or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_decided_prs_or_data",
                    "params": {}
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 41,
            "inputs": {
              "followers": 1,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "ProjAnvil",
              "public_repos": 11,
              "account_age_days": 244
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "1 followers of ProjAnvil",
                "points": 2.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1,
                      "login": "ProjAnvil"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "11 public repos, account ~0 yr old",
                "points": 9.2,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 11
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 0
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "github.com/projanvil/langchain-golang"
              ],
              "ecosystems": "go",
              "any_deprecated": false,
              "min_days_since_publish": 11
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on go",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "go"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 11 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 11
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "6 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "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": "moderate",
        "name": "Engineering Quality",
        "value": 52,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "at_risk",
            "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": 30,
            "inputs": {
              "has_ci": false,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "topics": [
                "ai-agent",
                "golang",
                "langchain",
                "langchain-go"
              ],
              "has_wiki": true,
              "homepage": null,
              "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "4 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "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": "critical",
        "name": "Security",
        "value": 26,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "critical",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Dangerous-Workflow, Packaging, Pinned-Dependencies, Signed-Releases, Token-Permissions. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests",
                    "dangerous_workflow",
                    "packaging",
                    "pinned_dependencies",
                    "signed_releases",
                    "token_permissions"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 26,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 12,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 6,
              "scorecard_aggregate": 2.6
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "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 workflows found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "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": "no dependencies found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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 not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "No tokens found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
        "value": 80,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [
                "docs/usage/agents.md"
              ],
              "agent_instruction_max_bytes": 10625
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "docs/usage/agents.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/usage/agents.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "45 of 45 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 45,
                      "sampled": 45
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_pinned_dependencies"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 68,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 1,
              "toolchain_manifests": [
                "go.mod"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "45 of the last 45 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 45,
                      "sampled": 45
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
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        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
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    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
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  "generated_at": "2026-07-28T02:00:40.361632Z",
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}

Bewertungen sind Signale, keine Garantien. Sie spiegeln öffentlich sichtbare Praxis auf GitHub wider — kein Code-Audit und keine Sicherheitsgarantie.

Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.27.0 — vollständige Methodik · Metriken-Wiki.

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte StatistikenGo.