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Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-24 20:44 UTC

hung12ct / gopheragent

Go/Golang multi-agent LLM framework — ReAct loops, parallel tool calls, streaming, sub-agents, and pluggable Anthropic / OpenAI / Gemini providers.

GoApache-2.0★ 2 Sterne⑂ 0 Forksseit Apr. 2026Auf GitHub ansehen ↗

hung12ct/gopheragent erreicht einen Gesundheitsindex von 57 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Engineering Quality (80/100) ab, am schwächsten bei Community & Adoption (27/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

57
gesamt / 100
Mittel

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.

57
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

hung12ctPersönliches Konto
1 Follower9 öffentliche Reposseit März 2019

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
Gogithub.com/hung12ct/gopheragentv0.34.0-54vor 0 Tagen

Metriken nach Kategorie

Vitalität

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

78Gut · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 0 Tagen
7.6/36Commit-Rhythmus — 11/52 Wochen mit Commits
18/18Commit-Volumen — 339 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year339
human_commit_share1
days_since_last_push0
active_weeks_last_year11
Wie die Bewertung erfolgt
16.2/27Liefert Releases aus — 54 Versions-Tags (keine GitHub-Releases)
36/36Release-Aktualität — letztes Release vor 0 Tagen
27/27Release-Rhythmus — ein Release etwa alle 7,3 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count54
latest_release_tagv0.34.0
releases_from_tagsja
days_since_latest_release0
mean_days_between_releases7,3
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?

27Kritisch · 18 % des Gesamtindex
Wie die Bewertung erfolgt
0/60Stars — 2 Stars
0/25Forks — 0 Forks
0/15Watcher — 0 Watcher
Verwendete Eingangsdaten
forks0
stars2
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (Apache-2.0)
0/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingnein
has_issue_templatenein
has_code_of_conductnein
has_pull_request_templateja

Nachhaltigkeit & Governance

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

50Mittel · 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
38/38.3PR-Annahme — 132/133 entschiedene PRs gemergt
0/15OpenSSF Scorecard: Code-Review — Found 0/8 approved changesets -- score normalized to 0
Verwendete Eingangsdaten
merged_prs132
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs1
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Issue-Lösungsquote. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
10/30Organisatorische Trägerschaft — persönliches (Nutzer-)Konto
0/20Verifizierte Domain — für Nutzerkonten nicht anwendbar
2.2/25Reichweite des Inhabers — 1 Follower von hung12ct
19.3/25Kontohistorie — 9 öffentliche Repos, Kontoalter ca. 7 Jahre
Verwendete Eingangsdaten
followers1
owner_typeUser
is_verified
owner_loginhung12ct
public_repos9
account_age_days2.692
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf go
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 0 Tagen
20/20Versionshistorie — 54 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesgithub.com/hung12ct/gopheragent
ecosystemsgo
any_deprecatednein
min_days_since_publish0

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

80Gut · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 1 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration — .golangci.yml
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 6 out of 6 merged PRs checked by a CI test -- score normalized to 10
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_confignein
Wie die Bewertung erfolgt
30/30README
0/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://pkg.go.dev/github.com/hung12ct/gopheragent
10/10Repository-Beschreibung
10/10Topics — 19 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsagent, ai-agent, anthropic, framework, gemini, go, golang, llm, multi-agent, openai, chatbot, agent-framework, agentic, agents, ai-agents, function-calling, llm-framework, multiagent, tool-use
has_wikija
homepagehttps://pkg.go.dev/github.com/hung12ct/gopheragent
has_readmeja
has_docs_dirnein
has_descriptionja

Sicherheit

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

45Gefährdet · 16 % des Gesamtindex

Sicherheitslage

45Gefährdet
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 6 out of 6 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/8 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
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — keine Daten
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — keine Daten
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
0/7.5Vulnerabilities — 32 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4,5
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): packaging, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.

AI Readiness

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

62Mittel · 0 % 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
18/18Bootstrap mit einem Befehl — Makefile
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration — .golangci.yml
11/11Statische Typprüfung — Go (statisch typisiert)
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
lockfilesgo.sum
has_dockerfilenein
typed_languageja
bootstrap_filesMakefile
has_devcontainernein
has_linter_configja
typecheck_configs
agent_commit_share0
toolchain_manifestsgo.mod
dependency_bot_commit_share0
Wie die Bewertung erfolgt
45/45Typprüfbarer Code — Go (statisch typisiert)
55/55Handhabbare Dateigrößen — 0/243 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languageGo
largest_source_bytes44.792
source_files_sampled243
oversized_source_files0
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
339Commits, letzte 12 Monate
0Tage seit letztem Push
54Releases
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 4.5 / 10
4.5Gesamtwert

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 · 2026-07-24 20:44 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests6 out of 6 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/8 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
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
k. A.Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
k. A.Signed-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
0Vulnerabilities32 existing vulnerabilities detected
Direkte Abhängigkeiten 8
RegistryPaketVersionsvorgabeManifest
Gogithub.com/anthropics/anthropic-sdk-gov1.27.1go.mod
Gogithub.com/go-sql-driver/mysqlv1.9.3go.mod
Gogithub.com/joho/godotenvv1.5.1go.mod
Gogithub.com/sashabaranov/go-openaiv1.41.2go.mod
Gogo.opentelemetry.io/otelv1.29.0go.mod
Gogo.opentelemetry.io/otel/tracev1.29.0go.mod
Gogoogle.golang.org/genaiv1.52.1go.mod
Gogopkg.in/yaml.v3v3.0.1go.mod
Alle Abhängigkeiten nicht erhoben

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

JSON-Rohbericht maschinenlesbar
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          "is_bot": false,
          "headline": "chore(ci): enforce golangci-lint in CI; add PR and issue templates",
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          "is_bot": false,
          "headline": "fix(eval): sanitize JUnit control chars; align Markdown skip label",
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          "body": "A trial deadline expiring on a run that already hit max_iters reclassified\nthe cause as ctx; now the more specific terminal cause survives.",
          "is_bot": false,
          "headline": "fix(eval): keep max_iters/limit termination over ctx expiry",
          "author_name": "Hung Nguyen",
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          "body": "A schema-compliant judge returning verdict:pass but omitting score yielded\nscore=0, which could fail a PassPolicy.MinScore gate despite passing.",
          "is_bot": false,
          "headline": "fix(eval): require score in judge verdict schema",
          "author_name": "Hung Nguyen",
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          "committed_at": "2026-07-24T11:07:16Z",
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        },
        {
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          "body": "Greedy first-fit false-negatived when heterogeneous arg matchers shared a\ntool name (AnyArgs consuming the call a stricter matcher needed). Kuhn's\nmaximum bipartite matching finds a valid assignment when one exists.",
          "is_bot": false,
          "headline": "fix(eval): use bipartite matching for unordered/subset trajectories",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T11:07:16Z",
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        },
        {
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          "body": "buildProvider silently downgraded to the mock when LLM_PROVIDER was set\nbut construction failed (missing key), letting CI pass a real suite —\nincluding LLM judges — against a stub. Now it errors instead.",
          "is_bot": false,
          "headline": "fix(eval): fail when a named provider cannot be built",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T11:07:16Z",
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          "oid": "d93b6587d9428c338994b9c557265791d8005323",
          "body": "Capture ActionRequired/HITLDenied/HITLTimedOut events into the transcript\nas HITLRecords, with HITLTriggered/NoHITL graders and a yaml hitl block.\nRecords serialize, so gate assertions survive two-phase re-grade.",
          "is_bot": false,
          "headline": "feat(eval): assert human-in-the-loop approval gates",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T10:47:16Z",
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          "headline": "docs(readme): add evaluation harness section and example",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T10:38:08Z",
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        },
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          "body": "cmd/gopherevals runs a YAML suite against a builder agent (provider from\nenv, doubling as judge), writes JSON/JUnit/Markdown, and exits non-zero\nbelow threshold; -save-transcripts/-from-transcripts give a two-phase\nrun-then-regrade flow. Adds Runner.OnTranscript, examples/agent_eval\n(deterministic go-test + suite/agent YAML + CI recipe), and\ntest-eval/eval-example make targets.",
          "is_bot": false,
          "headline": "feat(eval): gopherevals CLI, example suite, and Makefile targets",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T10:37:27Z",
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        },
        {
          "oid": "02835d7b4df82c448a21ba31f7432df5b8838540",
          "body": "LoadSuite/ParseSuiteBytes compile a declarative suite (multi-turn plus\nsingle-turn shorthand) into graders; the judge provider is injected in Go,\nnever named in YAML. SuiteValidationError reports every problem at once.",
          "is_bot": false,
          "headline": "feat(eval): YAML suite loader with aggregated validation",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T10:31:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ecfb66ec13fff7c56cdd925acac12129b3a4e404",
          "body": "WriteTranscripts/ReadTranscripts (streaming JSONL), GradeRecorded re-runs\ngraders over stored transcripts without re-running the agent, and\nTaskFromHistory scaffolds a golden Task from a recorded session.",
          "is_bot": false,
          "headline": "feat(eval): transcript persistence, re-grade, and session capture",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T10:29:27Z",
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          "is_coding_agent": false
        },
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          "body": "WriteJSON (programmatic), WriteJUnit (one testcase per task; failure body\ncarries grade reasons, judge-inconclusive tasks emit <skipped>), and\nWriteMarkdown (PR-comment table + collapsible failure details).",
          "is_bot": false,
          "headline": "feat(eval): JSON, JUnit XML, and Markdown report writers",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T10:27:38Z",
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          "is_coding_agent": false
        },
        {
          "oid": "d3cb6e8229da7df0b471dbbd3d705fb52992a9f4",
          "body": "Judge grades a transcript against a rubric via agent.GenerateJSONInto,\nsampling N times and majority-voting (ties->fail, all-unknown->Unknown\nescape hatch, malformed samples dropped). IncludeTrajectory switches on\nevidence discipline; prompt trajectory is middle-truncated.",
          "is_bot": false,
          "headline": "feat(eval): LLM-as-judge grader with N-sample majority vote",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T10:25:41Z",
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          "is_coding_agent": false
        },
        {
          "oid": "c73215d2e2837db37af2eda401af39500e461bb4",
          "body": "Runner.RunSuite executes tasks/trials with a channel-semaphore pool into\npre-indexed slots (no result mutex), computes pass@k/pass^k, applies\nPassPolicy, and recovers grader panics. RunT drives a suite as go subtests.\nAdds report structs (SuiteReport/TaskReport/TrialReport/TurnReport).",
          "is_bot": false,
          "headline": "feat(eval): suite runner with bounded concurrency and RunT adapter",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T10:23:31Z",
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          "is_coding_agent": false
        },
        {
          "oid": "ce89d9c0afab5d85e8e8ab32eab7310c5d8aa22c",
          "body": "Trajectory() over tool-call records: strict, in_order (subsequence),\nunordered, subset, superset. Arg matchers ArgsExact/ArgsSubset/ArgsRegex/\nAnyArgs; partial-credit scoring and positional diffs.",
          "is_bot": false,
          "headline": "feat(eval): trajectory grader with five match modes",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T10:20:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": "New pkg/eval: Task/Turn/Suite/PassPolicy, Target + WrapLoop adapter,\nCapture (stream->Transcript with tool-result join), and code graders\n(Contains/Regexp/Exact/NoError/All/Any).",
          "is_bot": false,
          "headline": "feat(eval): transcript capture and core grader types",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T10:18:27Z",
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        },
        {
          "oid": "14e1d53de48b726dd6ee26721bd9485c3940a21a",
          "body": "GitHub/Google tokenize \"multi-agent\" and \"multiagent\" differently; the README\nonly used the hyphenated form, so the common no-hyphen query missed it. Add the\nvariant once in the opening sentence.\n\nClaude-Session: https://claude.ai/code/session_01N8KU1eBMd5ECQhoxqZr2wk",
          "is_bot": false,
          "headline": "docs: add \"multiagent\" spelling for search discoverability",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-21T05:06:08Z",
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        },
        {
          "oid": "a089050691053ee00db89a7f39a50d5e66689a61",
          "body": "The LICENSE body had been paraphrased (§4 and §9 wording changed), so GitHub\nreported the license as NOASSERTION — no badge, excluded from license-filtered\nsearch, and legally a modified (non-standard) license. Restore the verbatim\nApache-2.0 text from apache.org so it detects correctly and is a valid Apache\nlicense again. Only the appendix copyright line carries the project's name.\n\nClaude-Session: https://claude.ai/code/session_01N8KU1eBMd5ECQhoxqZr2wk",
          "is_bot": false,
          "headline": "chore: restore canonical Apache-2.0 LICENSE text",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-21T05:06:08Z",
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        },
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          "body": "refactor(llm)!: split providers into per-vendor subpackages + sampling controls",
          "is_bot": false,
          "headline": "Merge pull request #130 from hung12ct/refactor/llm-provider-subpackages",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-07-18T18:37:46Z",
          "body_truncated": false,
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        },
        {
          "oid": "bcd3dfe24fbac868a7f56492233dba17ccf76197",
          "body": "…) + sampling controls",
          "is_bot": false,
          "headline": "docs(changelog): v0.33.0 — pkg/llm per-provider subpackages (breaking…",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-18T18:36:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "30a780c156b013ef017fc09122c0e191f8075893",
          "body": "…import alias",
          "is_bot": false,
          "headline": "docs(llm): fix stale NewOpenAICompatProvider ref; drop redundant SDK …",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-18T18:33:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ab860ae75e5bfd9f300ac3a8b60fa1b145a5b4cb",
          "body": "pkg/llm/anthropic, pkg/llm/openai, pkg/llm/gemini — importing one vendor no\nlonger links the other two SDKs. Adds WithTemperature/WithTopP (+ WithSeed on\nOpenAI/Gemini) sampling options. Breaking: import paths and constructor names.",
          "is_bot": false,
          "headline": "refactor(llm)!: split providers into per-vendor subpackages",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-18T18:20:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "37765a6607b72fd858daa1e40d2b05d047621455",
          "body": "feat(builder): OKF frontmatter parsing and type/tag filtering for kno…",
          "is_bot": false,
          "headline": "Merge pull request #129 from hung12ct/feat/okf-knowledge-base-filtering",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-06-30T15:10:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "177fa1268d9ff588d5c3ed6d4e6aa0b9ef3cd875",
          "body": "…wledge base\n\nStrip YAML frontmatter from injected docs, surface type/title/tags as\n<file> attributes, and add KBFilter to load only matching concepts.\nZero filter preserves existing load-all behavior.",
          "is_bot": false,
          "headline": "feat(builder): OKF frontmatter parsing and type/tag filtering for kno…",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-06-30T15:08:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c245a4ae6cd7334d3c4432777f476e3ec5bf9d7",
          "body": "…nt-result\n\nfix(agent): anti-loop counts same-args streak regardless of result",
          "is_bot": false,
          "headline": "Merge pull request #128 from hung12ct/fix/anti-loop-same-args-differe…",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-06-29T07:49:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "876d2ffcdb18c3659fcb8041709cc6dea13f8ea8",
          "body": "Sub-agent tools wrap their own LLM, so identical args yield a different\nresult hash each run; the same-args counter no longer requires a matching\nresult, so such loops now warn and hard-stop instead of running to MaxIters.",
          "is_bot": false,
          "headline": "fix(agent): anti-loop counts same-args streak regardless of result",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-06-29T07:47:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3027fc6278d6922ee4e35b957729e339612672bd",
          "body": "… redactor",
          "is_bot": false,
          "headline": "docs(changelog): v0.32.0 — PlanProposal payload (breaking) + SQL cell…",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-06-06T16:55:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bc81b1fe4ca853db5e5b7570715148e301e22c0c",
          "body": "feat(sql-agent): WithCellRedactor to mask result values before the LLM",
          "is_bot": false,
          "headline": "Merge pull request #127 from hung12ct/feat/sql-agent-cell-redactor",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-06-06T16:54:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47c1bdde40e836f1cb427c02b8c469a3a5e9fb86",
          "body": "Adds an opt-in per-cell redactor applied to the model-facing preview only.\nIt deep-copies the redacted rows, so OnSQL, tools.Result.Structured, and the\nhost grid keep full-fidelity values while the model sees masked ones. nil\n(default) is a zero-allocation no-op.",
          "is_bot": false,
          "headline": "feat(sql-agent): WithCellRedactor to mask result values before the LLM",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-06-06T16:50:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "079db5d909bdbcf9be9f235cbe6f3a830c241296",
          "body": "feat(agent)!: structured plan payload via PlanProposal",
          "is_bot": false,
          "headline": "Merge pull request #126 from hung12ct/feat/structured-plan-payload",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-06-06T05:35:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f68fee2d0c96ffda1b663024f0a0a0d28b4e719d",
          "body": "ConfirmPlanFunc now takes PlanProposal{Plan, RawArgs} instead of a plain\nstring, so a host registering a structured exit_plan_mode tool can\nunmarshal typed steps from RawArgs without parsing markdown. Plan still\ncarries the built-in tool's markdown for the common case.\n\nBREAKING: ConfirmPlanFunc signature changed.",
          "is_bot": false,
          "headline": "feat(agent)!: structured plan payload via PlanProposal",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-06-06T05:33:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "828ca578928d4e1b38ce969d2fae943ebf45a3e2",
          "body": "…m cancel classification",
          "is_bot": false,
          "headline": "docs(changelog): v0.31.5 — anti-loop cross-turn hard-stop + mid-strea…",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-06-06T01:22:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "41d2b736163439ccff22656d87e80b57e9bfe2e7",
          "body": "…fication\n\nfix(agent): classify mid-stream cancel as ErrContextCancelled",
          "is_bot": false,
          "headline": "Merge pull request #124 from hung12ct/fix/ctx-cancel-midstream-classi…",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-06-06T01:20:40Z",
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          "is_coding_agent": false
        },
        {
          "oid": "f51a171c289a8312d2cae6964cf7c68c0f2cf606",
          "body": "…eseed\n\nrefactor(agent): derive anti-loop warning marker from shared prefix",
          "is_bot": false,
          "headline": "Merge pull request #125 from hung12ct/fix/anti-loop-warning-poisons-r…",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-06-06T01:20:17Z",
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        },
        {
          "oid": "e7036cbbd8b751d71fcb2e65582de3c120a4427a",
          "body": "The strip marker and the two Detect warning format strings now share\nloopWarnPrefix, so rewording the warning can't silently break the\ncross-turn strip. Add a guard test driven by real Detect output.",
          "is_bot": false,
          "headline": "refactor(agent): derive anti-loop warning marker from shared prefix",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-06-06T01:16:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "de5fe487a7216a774c1d977e4dcb2f1562b52c01",
          "body": "A cancel landing while the provider stream is in flight returned a\nprovider error wrapped as LLMFailureError, so errors.Is(err,\nErrContextCancelled) missed it and a user Stop rendered as a model error.\nReclassify it before the wrap, mirroring the pre-call cancel path.",
          "is_bot": false,
          "headline": "fix(agent): classify mid-stream cancel as ErrContextCancelled",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-06-06T01:09:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ab87ae98b96bdb757614a0297bef85f03c870ce3",
          "body": "…eseed\n\nfix(agent): strip anti-loop warning before cross-turn re-seed hash",
          "is_bot": false,
          "headline": "Merge pull request #123 from hung12ct/fix/anti-loop-warning-poisons-r…",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-06-06T01:08:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f09ea8c85dfe7ce9dd4c8a0319c7dd871ee8def3",
          "body": "The injected [SYSTEM WARNING] embeds a consecutive-call count, so persisted\ntool results hashed differently when loopDetectorFromHistory re-seeded across\nturns, making the kill threshold unreachable. Strip the suffix on re-seed to\nrestore byte-identity with the live AddCall path.",
          "is_bot": false,
          "headline": "fix(agent): strip anti-loop warning before cross-turn re-seed hash",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-06-06T01:05:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "30ab1e9a064df2e5d8f0643d08213e13f381e288",
          "body": null,
          "is_bot": false,
          "headline": "docs(changelog): v0.31.4 — WithLLMPreviewRows",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T14:15:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "515c3d147519608783e35f09acd7fbfaf44ea184",
          "body": "Feat/sql agent llm preview rows",
          "is_bot": false,
          "headline": "Merge pull request #122 from hung12ct/feat/sql-agent-llm-preview-rows",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T14:14:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b41bb4440ec9aff81981d9939826a86e89f8cd40",
          "body": "style: gofmt router_test.go comment alignment",
          "is_bot": false,
          "headline": "Merge pull request #121 from hung12ct/style/router-test-gofmt",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T14:13:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7af6f332cbbeb05366ab29cbfa58d6dc9f7479d3",
          "body": "Pre-existing staticcheck finding surfaced when the package cache was\ninvalidated; no behavior change.",
          "is_bot": false,
          "headline": "refactor(builtin): fmt.Fprintf over WriteString(fmt.Sprintf) (QF1012)",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T14:10:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9124dfb09de20b0f9eee384f71c4b1d894d1f19f",
          "body": "…eads\n\nDecouples LLM-visible rows from the full set emitted to the OnSQL hook and\ntools.Result.Structured. Opt-in (n<=0 = no-op, no behavior change); when\nset, only the first n rows are marshaled into the model context with the\ntrue RowCount and Truncated set so it knows it saw a sample.",
          "is_bot": false,
          "headline": "feat(builtin): add WithLLMPreviewRows to cap rows the sub-agent LLM r…",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T14:10:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b386c72e0290d0d40582afaa1ea5c5ec2a4c0223",
          "body": "Trailing-comment realignment left over from the S1025 fix in #120\n(make lint does not run gofmt, so it slipped through).",
          "is_bot": false,
          "headline": "style: gofmt router_test.go comment alignment",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T12:05:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a728ccf66f078a61ccbcd3c6b587e6fde234e39",
          "body": "Style/gofmt cleanup",
          "is_bot": false,
          "headline": "Merge pull request #120 from hung12ct/style/gofmt-cleanup",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T12:00:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a5ada37c087e2efef1966c7fe4b3e7b9ea797be",
          "body": "Remove dead fields/const/func (unused) and apply staticcheck quickfixes\n(De Morgan, tagged switch, merged assignment, string conversion). No\nbehavior change; full suite green.",
          "is_bot": false,
          "headline": "refactor: clear unused and staticcheck lint findings",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T11:54:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9bcc9589a1ae8c7a2d140b95f8fe07dd4b8f9435",
          "body": "errcheck excludes conventional no-action calls (Close, fmt.Fprint*,\nos.Remove cleanup, deferred SDK stream Close) and skips test setup;\nissue caps lifted so repeats are not silently hidden.",
          "is_bot": false,
          "headline": "build: add golangci-lint v2 config",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T11:53:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cae7716233ea64b0efecce53943b49c8bea427fe",
          "body": "The comment documented SQL's '' and backtick-doubling escapes literally;\ngofmt's TeX-style quote substitution would rewrite those pairs into curly\nquotes and corrupt the meaning. Reword to describe the escape without the\ntrigger pairs, keeping the file gofmt-clean.",
          "is_bot": false,
          "headline": "docs(builtin): reword scanQuoted comment to be gofmt-stable",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T11:39:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ff53f197e44b2169c9c85c9795f76a26cddde2e1",
          "body": "Formatting only (alignment, line-grouping, blank lines) — no logic\nchange; full suite green. Excludes sql_validate.go, handled separately.",
          "is_bot": false,
          "headline": "style: gofmt remaining tracked files",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T11:38:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1fe6fc6fdecd2c4352170ce14a0d011ee28d4bf5",
          "body": "Whitespace-only: struct-field realignment and trailing-newline trim on\nthe two files touched this session. No logic change.",
          "is_bot": false,
          "headline": "style(agent,builtin): gofmt sql_agent.go and memory_test.go",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T11:20:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d8404c0312b1953e8d171e5fc639fd4f9bfe583",
          "body": null,
          "is_bot": false,
          "headline": "docs(changelog): v0.31.3 — SQL-agent result contract + RowCount",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T10:45:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f91900313a9a9dc5b173fce2aa56278f0cb8f79d",
          "body": "Fix/sql agent result contract",
          "is_bot": false,
          "headline": "Merge pull request #119 from hung12ct/fix/sql-agent-result-contract",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T10:44:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b0e31aa9ce36602cfe38e06413afc49b05c7f1d9",
          "body": "…tured rows\n\nThe tool described itself as returning structured data but returned only\nthe sub-agent's prose answer, so a parent agent looped trying to extract\nverbatim rows for export. Describe it honestly (written answer, not raw\nrows) and attach the captured SQLResult on tools.Result.Structured for\nhost integrations.",
          "is_bot": false,
          "headline": "fix(builtin): honest call_sql_agent contract — written answer + struc…",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T10:41:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e7d305131267b34e814c5197a34aad402356240e",
          "body": "The OnSQL hook fired without row-count or execution time even though\nSQLResult already carried both. Add RowCount + ExecutionMs to\nSQLQueryEvent and populate them at the makeEmitFunc chokepoint.",
          "is_bot": false,
          "headline": "feat(builtin): surface RowCount and ExecutionMs on SQLQueryEvent",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T10:41:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "256db12780932db942774676cbfab6dbfc4e1c2d",
          "body": null,
          "is_bot": false,
          "headline": "docs(changelog): v0.31.2 — tool-call CorrelationID",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T10:18:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a2f35e79e5b7e3fd774f90924f4b0571d54aa1fe",
          "body": "fix(agent): persist tool-call CorrelationID for reload-stable rendering",
          "is_bot": false,
          "headline": "Merge pull request #118 from hung12ct/fix/tool-call-correlation-id",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T10:16:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b5cb06f59cbd58be720c171a40e66e7f023e40d8",
          "body": "Live events expose the opaque per-dispatch callID while the persisted\ntool row carried only the provider tCall.ID — disjoint namespaces, so\nconsumer-rendered artifact cards could not re-match after reload. Add\nhistory.Message.CorrelationID stamped with callID; ToolCallID stays the\nprovider ID for tool_use/tool_result adjacency.",
          "is_bot": false,
          "headline": "fix(agent): persist tool-call CorrelationID for reload-stable rendering",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T10:12:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8fc45da8247cfc5ac97b48bcfdfa2f901f5c3457",
          "body": null,
          "is_bot": false,
          "headline": "docs(changelog): v0.31.1 — consolidator strict-schema fix",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T08:51:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d17a408c89968210dab6cb05e389d16b6583ee0a",
          "body": "…required\n\nfix(agent): add tags to consolidator schema required array",
          "is_bot": false,
          "headline": "Merge pull request #117 from hung12ct/fix/consolidator-schema-strict-…",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T08:50:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a0c649bb021f98aec135c84cc620b751512f8c34",
          "body": "OpenAI strict structured-outputs requires every declared property in\nrequired; tags was missing, silently no-oping memory consolidation on\nOpenAI. Add regression test asserting the invariant recursively.",
          "is_bot": false,
          "headline": "fix(agent): add tags to consolidator schema required array",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-31T08:49:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "770fb148aa4d92d2fa995b76eb678764959a892f",
          "body": "…-func\n\nRefactor/builtin tools register func",
          "is_bot": false,
          "headline": "Merge pull request #116 from hung12ct/refactor/builtin-tools-register…",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-05-20T08:54:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "33a2b4a26ace3977c953afe6914abcc122171719",
          "body": null,
          "is_bot": false,
          "headline": "refactor(builtin): rename file_read shadowed 'cap' to 'limit'",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-20T08:42:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "97e5feaf4eb2d92b93250029924ab1347c9f9bd9",
          "body": "exit_plan_mode, show_media, read_url, file_read, web_search shed\ntheir struct + Descriptor + Execute boilerplate. tools.Registerer\ninterface lets RegisterFunc target both *tools.Registry and\n*builder.GlobalCatalog. Breaking: NewFooTool constructors removed.\nYAML configs unaffected (lookup by name).",
          "is_bot": false,
          "headline": "refactor(builtin)!: migrate 5 tools to tools.RegisterFunc (v0.31.0)",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-20T08:38:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3e647b695b4c479714316df05a8719791dbb985c",
          "body": "Feat/v030 ergonomics ops",
          "is_bot": false,
          "headline": "Merge pull request #115 from hung12ct/feat/v030-ergonomics-ops",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-05-20T08:15:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c162ba5ddf6c3a1d5bc8abb278348e3b72202266",
          "body": "Move emit to deferred cleanup in runLogicLoop AND continueLogicLoop\nvia installRunCostAccumulator helper. Drops the inline emit from\nhandleFinalAnswer so MaxIters / MaxToolCallsPerSession / fatal LLM\nerrors / Continue / Regenerate all surface cost too.",
          "is_bot": false,
          "headline": "fix(cost): emit RunCostEvent on all terminal paths",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-20T08:00:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "71ebf4d05a79410dba73c2bf85b9383e2c726230",
          "body": "Five additive primitives: llmfake.ScriptedProvider, tools.RegisterFunc,\nBudgetTracker.Rewind, AgentLoop.Shutdown, PriceTable + RunCostEvent.\nAll opt-in, zero hot-path cost when unused. No breaking changes beyond\nEventVisitor (same v0.22 convention).",
          "is_bot": false,
          "headline": "feat: ergonomics + ops bundle (v0.30.0)",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-20T07:46:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "874969304fbc1ea404512191047e67bfa6a0d6c5",
          "body": "New Consolidator.FirePolicy{Disabled, NTurns, MinInterval} with\nper-scope state. DefaultFirePolicy = {MinInterval: 10m} so adopters\nwho wire WithMemoryConsolidator don't accidentally pay one LLM call\nper turn. MinTranscriptMessages default raised 3 -> 6.\nBreaking default change.",
          "is_bot": false,
          "headline": "feat(memory)!: throttled Consolidator auto-fire (v0.29.0)",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-20T06:28:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "44bf91d37c781e8dc252945c7d5f5720220b9acf",
          "body": "feat(memory): fail-closed empty scope + audit events (v0.28.0)",
          "is_bot": false,
          "headline": "Merge pull request #114 from hung12ct/feat/memory-scope-and-audit",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-05-20T06:01:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f0e34aa5a4968c1b504e0fd7cedeaa2f8a05834a",
          "body": "MemoryScopeFunc returning \"\" now disables memory for that Run —\nloader skips, Consolidator skips, no audit event fires. Zero new\nAPI; the empty-string return is the contract. New typed events\nMemoryLoadedEvent (per-Run, includes Scope/NoteCount/EstimatedTokens)\nand MemoryConsolidatedEvent (post-Run, includes Scope/Before/After/\nError) ride the existing EventHandler chain.",
          "is_bot": false,
          "headline": "feat(memory): fail-closed empty scope + audit events (v0.28.0)",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-20T05:39:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e0f5ae18a4d37b2f00fbc49fd9bdc6f253cfc6a4",
          "body": "feat(memory)!: bounded growth + merge-aware Consolidator (v0.28.0)",
          "is_bot": false,
          "headline": "Merge pull request #113 from hung12ct/feat/memory-bounded-and-merging",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-05-20T05:28:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c178a73e2dd4b2d29892a2828af98d2fd5163f61",
          "body": "Closes the unbounded-growth + variable-key drift failure modes in\nv0.27.0. Store.List gains ListOpts (Limit/Tags/UpdatedAfter); new\nReplaceAll enables atomic merge. InMemStore now bounded by default\n(WithMaxNotesPerScope, DefaultMaxNotesPerScope=100). Consolidator\nreads existing notes + transcript, returns curated full set, atomic\nReplaceAll. Loader gains MemoryConfig{TokenBudget,MaxNotes}.\nBreaking: List/WithMemory/Consolidate signatures changed.",
          "is_bot": false,
          "headline": "feat(memory)!: bounded growth + merge-aware Consolidator (v0.28.0)",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-20T05:25:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "96a2d7222872e7d438a54492c30759ed3ce35fcd",
          "body": null,
          "is_bot": false,
          "headline": "docs(changelog): add v0.27.0 — cross-session memory",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-20T04:51:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "07b99cfb69737a9a1e352c714f9a96b0453a99ff",
          "body": "feat(memory): cross-session memory with Loader + Consolidator",
          "is_bot": false,
          "headline": "Merge pull request #112 from hung12ct/feat/pkg-memory-cross-session",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-05-20T04:50:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9860cabde4c68fdf640686d4bbbdc21c6361c411",
          "body": "New pkg/memory (Note, Store, InMemStore) plus pkg/agent wiring:\nloader injects scoped notes into every Run's system prompt, optional\nConsolidator distills closed transcripts into notes via structured\noutput. Three opt-in options keep the disabled path zero-cost.",
          "is_bot": false,
          "headline": "feat(memory): cross-session memory with Loader + Consolidator",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-20T04:48:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c54c4577a23d4471b2f3a0165d1ecb85dca0dad3",
          "body": "docs(changelog): add v0.26.3 + drop adopter-product names from entries",
          "is_bot": false,
          "headline": "Merge pull request #111 from hung12ct/docs/changelog-no-adopter-refs",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-05-18T15:38:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ff27b5d8702767e32aef93f8d459db634369c84c",
          "body": "Library shipping artifacts describe failure modes on their own merits;\nthe adopter who reported each bug belongs in private notes only.",
          "is_bot": false,
          "headline": "docs(changelog): add v0.26.3 + drop adopter-product names from entries",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-18T15:33:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "abd741b7a803771a3fc929c8dcaf6dded1b009bf",
          "body": "…tion\n\nfix(agent): seed loopDetector from history to catch cross-turn loops",
          "is_bot": false,
          "headline": "Merge pull request #110 from hung12ct/fix/agent-cross-turn-loop-detec…",
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          "author_login": "hung12ct",
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        "band": "good",
        "name": "Vitality",
        "value": 78,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "commits_last_year": 339,
              "human_commit_share": 1,
              "days_since_last_push": 0,
              "active_weeks_last_year": 11
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "11/52 weeks with commits",
                "points": 7.6,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 11
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "339 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 339
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                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
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            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 88,
            "inputs": {
              "releases_count": 54,
              "latest_release_tag": "v0.34.0",
              "releases_from_tags": true,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 7.3
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            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "54 version tags (no GitHub releases)",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "version_tags_no_releases",
                    "params": {
                      "count": 54
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
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                      "days": 0
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                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~7.3 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 7.3
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "repository_too_young",
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              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
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            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
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                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "critical",
        "name": "Community & Adoption",
        "value": 27,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 1,
            "inputs": {
              "forks": 0,
              "stars": 2,
              "watchers": 0,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "2 stars",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 2
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "0 forks",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 0
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "0 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 0
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                  }
                ],
                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 57,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
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                  }
                ],
                "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": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 50,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 10,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 1,
              "top_contributor_share": 1
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
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                  }
                ],
                "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
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                  }
                ],
                "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": "good",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "issue_resolution"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 71,
            "inputs": {
              "merged_prs": 132,
              "open_issues": 0,
              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 1
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            "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": "132/133 decided PRs merged",
                "points": 38,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 132,
                      "decided": 133
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/8 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 39,
            "inputs": {
              "followers": 1,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "hung12ct",
              "public_repos": 9,
              "account_age_days": 2692
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "1 followers of hung12ct",
                "points": 2.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1,
                      "login": "hung12ct"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "9 public repos, account ~7 yr old",
                "points": 19.3,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 9
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 7
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "github.com/hung12ct/gopheragent"
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              "ecosystems": "go",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "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"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
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                "detail": "54 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
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                      "count": 54
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                  }
                ],
                "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": {}
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 80,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 84,
            "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": "1 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
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                      "count": 1
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                  }
                ],
                "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": ".golangci.yml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
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                      "files": ".golangci.yml"
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                  }
                ],
                "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": "6 out of 6 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
                "agent",
                "ai-agent",
                "anthropic",
                "framework",
                "gemini",
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                "golang",
                "llm",
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                "openai",
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                "agentic",
                "agents",
                "ai-agents",
                "function-calling",
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              "has_wiki": true,
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              "has_docs_dir": false,
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            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
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                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
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                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "19 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
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                ],
                "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",
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        "name": "Security",
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        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 45,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.5
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            "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 is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "6 out of 6 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/8 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
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              {
                "key": "license",
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                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
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                "points": 7.5,
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                "details": [],
                "max_points": 7.5
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              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
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              {
                "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": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
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              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "GitHub workflow tokens follow principle of least privilege",
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                "details": [],
                "max_points": 7.5
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              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "32 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
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            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
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      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 62,
        "weight": 0,
        "metrics": [
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            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
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              "legible_history_share": 0.99,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
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            "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": {}
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                ],
                "max_points": 45
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              {
                "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",
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                    "code": "legible_history",
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                      "legible": 99,
                      "sampled": 100
                    }
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                "max_points": 40
              }
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          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum"
              ],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile"
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              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [
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              "dependency_bot_commit_share": 0
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                "detail": "Makefile",
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              {
                "key": "lint_format_config",
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                "detail": ".golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
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                      "files": ".golangci.yml"
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                "max_points": 11
              },
              {
                "key": "static_type_checking",
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                "points": 11,
                "status": "met",
                "details": [
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                "max_points": 11
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              {
                "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",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 44792,
              "source_files_sampled": 243,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/243 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 243,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-24T20:44:44.325349Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/h/hung12ct/gopheragent.svg",
  "full_name": "hung12ct/gopheragent",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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.

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