Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 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 зірки⑂ 0 форківз квіт. 2026 р.Переглянути на GitHub ↗

hung12ct/gopheragent має індекс здоров’я 57 зі 100, що відповідає смузі «Помірний». Найвищий показник — Engineering Quality (80/100), найнижчий — Community & Adoption (27/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.

57
загалом / 100
Помірний

Індекс здоров'я програмного забезпечення

Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє середнє; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 49 («Під ризиком»). Готовність до ШІ не входить до індексу.

57
Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям
Добрий70-84Здоровий; незначні прогалини
Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку
У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності
Критичний1-29Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
ЖиттєздатністьСпільнота тавпровадженняСталість таврядуванняІнженернаякістьБезпекаГотовність доШІ

Профіль оцінок

Кожна вісь — окрема категорія. Форма важить більше, ніж середнє: здоровий об'єкт заповнює всю фігуру, тоді як профіль із піками та провалами означає, що сила в одному вимірі маскує ризик в іншому.

Власність

hung12ctОсобистий обліковий запис
1 підписник9 публічних репозиторіївз бер. 2019 р.

Цей репозиторій належить особистому обліковому запису. Проєкт з єдиним власником несе більший ризик безперервності, ніж підтримуваний організацією.

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікація
Gogithub.com/hung12ct/gopheragentv0.34.0-540 днів тому

Метрики за категоріями

Життєздатність

Чи живий проєкт — чи пишеться код і чи виходять релізи?

78Добрий · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
7.6/36Ритм комітів — 11/52 тижнів із комітами
18/18Обсяг комітів — 339 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year339
human_commit_share1
days_since_last_push0
active_weeks_last_year11
Як обчислюється оцінка
16.2/27Випускає релізи — 54 тегів версій (без релізів GitHub)
36/36Свіжість релізів — останній реліз 0 дн. тому
27/27Ритм релізів — реліз кожні ~7,3 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count54
latest_release_tagv0.34.0
releases_from_tagsтак
days_since_latest_release0
mean_days_between_releases7,3
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Signed-Releases. Залишкові ваги перенормовано.

Спільнота та впровадження

Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?

27Критичний · 18% загального індексу
Як обчислюється оцінка
0/60Зірки — 2 зірок
0/25Форки — 0 форків
0/15Спостерігачі — 0 спостерігачів
Використані вхідні дані
forks0
stars2
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (Apache-2.0)
0/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
6.3/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingні
has_issue_templateні
has_code_of_conductні
has_pull_request_templateтак

Сталість та врядування

Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?

50Помірний · 24% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
0/22.5Розподіл комітів — головний контриб’ютор — автор 100% комітів
1.4/13.5Широта контриб’юторів — 1 контриб’юторів
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Використані вхідні дані
bus_factor1
contributors_sampled1
top_contributor_share1
Як обчислюється оцінка
0/46.8Вирішення issue — немає issue або даних
38/38.3Прийняття PR — злито 132/133 вирішених PR
0/15OpenSSF Scorecard: Code-Review — Found 0/8 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs132
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs1
Виключено з оцінювання (немає даних або не застосовно): Вирішення issue. Залишкові ваги перенормовано.

Власність та опіка

39У зоні ризику
Як обчислюється оцінка
10/30Підтримка власника — особистий (користувацький) обліковий запис
0/20Верифікований домен — не застосовно до користувацьких облікових записів
2.2/25Охоплення власника — 1 підписників у hung12ct
19.3/25Послужний список — 9 публічних репозиторіїв, вік облікового запису ~7 р.
Використані вхідні дані
followers1
owner_typeUser
is_verified
owner_loginhung12ct
public_repos9
account_age_days2 692
Виключено з оцінювання (немає даних або не застосовно): Верифікований домен. Залишкові ваги перенормовано.

Супровід пакетів

100Відмінний
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у go
35/35Свіжість публікацій — остання публікація 0 дн. тому
20/20Історія версій — 54 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesgithub.com/hung12ct/gopheragent
ecosystemsgo
any_deprecatedні
min_days_since_publish0

Інженерна якість

Чи наявні базові інженерні практики та документація?

80Добрий · 20% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 1 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера — .golangci.yml
0/9.6Pre-commit-хуки
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 6 out of 6 merged PRs checked by a CI test -- score normalized to 10
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configтак
has_precommit_configні
Як обчислюється оцінка
30/30README
0/25Каталог документації
15/15Сайт документації / домашня сторінка — https://pkg.go.dev/github.com/hung12ct/gopheragent
10/10Опис репозиторію
10/10Теми — 19 тем
10/10Wiki
Використані вхідні дані
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_wikiтак
homepagehttps://pkg.go.dev/github.com/hung12ct/gopheragent
has_readmeтак
has_docs_dirні
has_descriptionтак

Безпека

Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?

45У зоні ризику · 16% загального індексу

Стан безпеки

45У зоні ризику
Як обчислюється оцінка
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
2.5/2.5Ліцензія — 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 — немає даних
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 — немає даних
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
0/7.5Vulnerabilities — 32 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4,5
Виключено з оцінювання (немає даних або не застосовно): packaging, signed_releases. Залишкові ваги перенормовано.

Готовність до ШІ

Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.

62Помірний · 0% загального індексу
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 99 з 100 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,99
agent_instruction_files
agent_instruction_max_bytes
Як обчислюється оцінка
18/18Розгортання однією командою — Makefile
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера — .golangci.yml
11/11Статична перевірка типів — Go (статично типізована)
10/10Відтворюване середовище — lockfile
0/10Підтверджена практика роботи з агентами — серед останніх 100 комітів немає створених агентом
0/8Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfilesgo.sum
has_dockerfileні
typed_languageтак
bootstrap_filesMakefile
has_devcontainerні
has_linter_configтак
typecheck_configs
agent_commit_share0
toolchain_manifestsgo.mod
dependency_bot_commit_share0
Як обчислюється оцінка
45/45Типізований код — Go (статично типізована)
55/55Керовані розміри файлів — 0/243 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languageGo
largest_source_bytes44 792
source_files_sampled243
oversized_source_files0
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
0/20Сервер MCP
40/40Придатні до запуску приклади — examples
Використані вхідні дані
example_dirsexamples
has_mcp_signalні
api_schema_files

Ключові факти

2зірок GitHub
1контриб'юторів
339комітів за останні 12 місяців
0днів від останнього пушу
54релізів
1бас-фактор
0відкритих issue
Goпакетних екосистем

Попередження щодо збору даних

  • 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

Докладніше

OpenSSF Scorecard 4.5 / 10
4.5сукупно

Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).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
н/дPackagingpackaging 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
н/дSigned-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
0Vulnerabilities32 existing vulnerabilities detected
Прямі залежності 8
РеєстрПакетОбмеження версіїМаніфест
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
Усі залежності не зібрано

Не вдалося зібрати розв'язаний набір залежностей для цього звіту: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Звіт у форматі JSON машиночитний
{
  "data": {
    "repo": {
      "topics": [
        "agent",
        "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"
      ],
      "is_fork": false,
      "size_kb": 1324,
      "has_wiki": true,
      "homepage": "https://pkg.go.dev/github.com/hung12ct/gopheragent",
      "languages": {
        "Go": 1299139,
        "Makefile": 5099
      },
      "pushed_at": "2026-07-24T16:09:30Z",
      "created_at": "2026-04-01T08:02:54Z",
      "owner_type": "User",
      "updated_at": "2026-07-24T16:09:30Z",
      "description": "Go/Golang multi-agent LLM framework — ReAct loops, parallel tool calls, streaming, sub-agents, and pluggable Anthropic / OpenAI / Gemini providers.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Go",
      "significant_languages": [
        "Go"
      ]
    },
    "owner": {
      "blog": null,
      "name": null,
      "type": "User",
      "login": "hung12ct",
      "company": null,
      "location": null,
      "followers": 1,
      "avatar_url": "https://avatars.githubusercontent.com/u/48434938?v=4",
      "created_at": "2019-03-11T09:24:28Z",
      "is_verified": null,
      "public_repos": 9,
      "account_age_days": 2692
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.34.0",
          "kind": "minor",
          "published_at": "2026-07-24T15:13:01Z"
        },
        {
          "tag": "v0.33.0",
          "kind": "minor",
          "published_at": "2026-07-18T18:37:46Z"
        },
        {
          "tag": "v0.32.1",
          "kind": "patch",
          "published_at": "2026-06-29T07:49:06Z"
        },
        {
          "tag": "v0.32.0",
          "kind": "minor",
          "published_at": "2026-06-06T16:55:44Z"
        },
        {
          "tag": "v0.31.5",
          "kind": "patch",
          "published_at": "2026-06-06T01:22:45Z"
        },
        {
          "tag": "v0.31.4",
          "kind": "patch",
          "published_at": "2026-05-31T14:15:21Z"
        },
        {
          "tag": "v0.31.3",
          "kind": "patch",
          "published_at": "2026-05-31T10:45:37Z"
        },
        {
          "tag": "v0.31.2",
          "kind": "patch",
          "published_at": "2026-05-31T10:18:26Z"
        },
        {
          "tag": "v0.31.1",
          "kind": "patch",
          "published_at": "2026-05-31T08:51:36Z"
        },
        {
          "tag": "v0.31.0",
          "kind": "minor",
          "published_at": "2026-05-20T08:54:46Z"
        },
        {
          "tag": "v0.30.0",
          "kind": "minor",
          "published_at": "2026-05-20T08:15:06Z"
        },
        {
          "tag": "v0.29.0",
          "kind": "minor",
          "published_at": "2026-05-20T06:28:24Z"
        },
        {
          "tag": "v0.28.0",
          "kind": "minor",
          "published_at": "2026-05-20T06:01:36Z"
        },
        {
          "tag": "v0.27.0",
          "kind": "minor",
          "published_at": "2026-05-20T04:51:38Z"
        },
        {
          "tag": "v0.26.3",
          "kind": "patch",
          "published_at": "2026-05-18T15:07:50Z"
        },
        {
          "tag": "v0.26.2",
          "kind": "patch",
          "published_at": "2026-05-18T09:46:01Z"
        },
        {
          "tag": "v0.26.1",
          "kind": "patch",
          "published_at": "2026-05-17T16:01:09Z"
        },
        {
          "tag": "v0.26.0",
          "kind": "minor",
          "published_at": "2026-05-17T10:45:21Z"
        },
        {
          "tag": "v0.25.0",
          "kind": "minor",
          "published_at": "2026-05-17T09:02:48Z"
        },
        {
          "tag": "v0.24.0",
          "kind": "minor",
          "published_at": "2026-05-17T05:22:01Z"
        },
        {
          "tag": "v0.23.0",
          "kind": "minor",
          "published_at": "2026-05-14T17:44:12Z"
        },
        {
          "tag": "v0.22.0",
          "kind": "minor",
          "published_at": "2026-05-14T06:20:27Z"
        },
        {
          "tag": "v0.21.0",
          "kind": "minor",
          "published_at": "2026-05-13T16:30:11Z"
        },
        {
          "tag": "v0.20.2",
          "kind": "patch",
          "published_at": "2026-05-13T09:25:55Z"
        },
        {
          "tag": "v0.20.1",
          "kind": "patch",
          "published_at": "2026-05-13T08:55:43Z"
        },
        {
          "tag": "v0.20.0",
          "kind": "minor",
          "published_at": "2026-05-13T08:11:14Z"
        },
        {
          "tag": "v0.19.0",
          "kind": "minor",
          "published_at": "2026-05-04T17:36:44Z"
        },
        {
          "tag": "v0.18.1",
          "kind": "patch",
          "published_at": "2026-05-04T14:43:32Z"
        },
        {
          "tag": "v0.18.0",
          "kind": "minor",
          "published_at": "2026-05-04T11:12:25Z"
        },
        {
          "tag": "v0.17.0",
          "kind": "minor",
          "published_at": "2026-05-04T09:39:51Z"
        },
        {
          "tag": "v0.16.0",
          "kind": "minor",
          "published_at": "2026-05-04T06:01:23Z"
        },
        {
          "tag": "v0.15.0",
          "kind": "minor",
          "published_at": "2026-05-04T03:01:50Z"
        },
        {
          "tag": "v0.14.2",
          "kind": "patch",
          "published_at": "2026-05-03T04:24:31Z"
        },
        {
          "tag": "v0.14.1",
          "kind": "patch",
          "published_at": "2026-05-02T17:31:23Z"
        },
        {
          "tag": "v0.14.0",
          "kind": "minor",
          "published_at": "2026-05-02T08:33:24Z"
        },
        {
          "tag": "v0.13.0",
          "kind": "minor",
          "published_at": "2026-05-02T03:43:37Z"
        },
        {
          "tag": "v0.12.0",
          "kind": "minor",
          "published_at": "2026-05-01T08:37:03Z"
        },
        {
          "tag": "v0.11.1",
          "kind": "patch",
          "published_at": "2026-04-30T18:35:30Z"
        },
        {
          "tag": "v0.11.0",
          "kind": "minor",
          "published_at": "2026-04-26T19:08:13Z"
        },
        {
          "tag": "v0.10.0",
          "kind": "minor",
          "published_at": "2026-04-22T08:00:58Z"
        },
        {
          "tag": "v0.9.2",
          "kind": "patch",
          "published_at": "2026-04-22T07:15:18Z"
        },
        {
          "tag": "v0.9.0",
          "kind": "minor",
          "published_at": "2026-04-22T01:31:01Z"
        },
        {
          "tag": "v0.8.1",
          "kind": "patch",
          "published_at": "2026-04-21T17:33:10Z"
        },
        {
          "tag": "v0.8.0",
          "kind": "minor",
          "published_at": "2026-04-21T17:15:20Z"
        },
        {
          "tag": "v0.7.0",
          "kind": "minor",
          "published_at": "2026-04-20T19:14:48Z"
        },
        {
          "tag": "v0.6.0",
          "kind": "minor",
          "published_at": "2026-04-18T07:10:49Z"
        },
        {
          "tag": "v0.5.0",
          "kind": "minor",
          "published_at": "2026-04-17T18:55:03Z"
        },
        {
          "tag": "v0.4.0",
          "kind": "minor",
          "published_at": "2026-04-17T13:52:17Z"
        },
        {
          "tag": "v0.3.0",
          "kind": "minor",
          "published_at": "2026-04-17T08:58:45Z"
        },
        {
          "tag": "v0.2.3",
          "kind": "patch",
          "published_at": "2026-04-12T10:30:45Z"
        },
        {
          "tag": "v0.2.2",
          "kind": "patch",
          "published_at": "2026-04-12T10:07:42Z"
        },
        {
          "tag": "v0.2.1",
          "kind": "patch",
          "published_at": "2026-04-12T09:18:39Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2026-04-01T14:07:28Z"
        },
        {
          "tag": "v0.1.0",
          "kind": "minor",
          "published_at": "2026-04-01T08:01:56Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "5d75cd2d166a6de430531f1630851550a9165dad",
          "body": "chore(ci): enforce golangci-lint in CI; add PR and issue templates",
          "is_bot": false,
          "headline": "Merge pull request #133 from hung12ct/chore/ci-lint-and-templates",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T16:09:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6086be968e2bf3524587ccec3d4de6e28a5dad79",
          "body": "Adds a lint job (golangci-lint v2.5.0) alongside the existing vet/build/race\ntest, plus PR and bug/feature issue templates keyed to the project gates.",
          "is_bot": false,
          "headline": "chore(ci): enforce golangci-lint in CI; add PR and issue templates",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T16:05:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c543b30005f3d2857e1f8a208f2f2c0f831885d6",
          "body": "feat(eval): agent evaluation harness (pkg/eval + gopherevals CLI)",
          "is_bot": false,
          "headline": "Merge pull request #132 from hung12ct/feat/eval-harness",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T15:13:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2041b89b85f2ad570afcd203ddeb9259205848de",
          "body": null,
          "is_bot": false,
          "headline": "docs(changelog): add v0.34.0 — agent evaluation harness",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T15:11:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f83b07a27ef2583c1dd82831ab5edb0f5d7a0e23",
          "body": "Feat/eval harness",
          "is_bot": false,
          "headline": "Merge pull request #131 from hung12ct/feat/eval-harness",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T11:13:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "efe279f004ae9ea99c08cba68e5877ee620ec903",
          "body": null,
          "is_bot": false,
          "headline": "fix(eval): validate args_regex.key is non-empty",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T11:07:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c777d87f1887ad4467cdf743e2f6d92b64974b2d",
          "body": "Strip XML-1.0-invalid control bytes from JUnit failure text so strict CI\nparsers accept the file, and render judge-inconclusive tasks as SKIP in\nMarkdown to match the JUnit <skipped> classification.",
          "is_bot": false,
          "headline": "fix(eval): sanitize JUnit control chars; align Markdown skip label",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T11:07:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5869213542da246beaba3e25352031b3693e23de",
          "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",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T11:07:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "13a27dac4956391461dcf8706417ebae90cef8e9",
          "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",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T11:07:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5d859e5d37ee7f17122c6e588ad15977ce75c65a",
          "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",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3cabf09e445ed8d033df5bbfdefee54803bd85bb",
          "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",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "981b6405e693b7d774fa40d989f026f3462be824",
          "body": null,
          "is_bot": false,
          "headline": "docs(readme): add evaluation harness section and example",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-07-24T10:38:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "824a19ab65d506de4084b79b6c05ddf6d329020d",
          "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",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1373cadfca70c471e33a9f525e0df9af2fc2025f",
          "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",
          "body_truncated": false,
          "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",
          "body_truncated": false,
          "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",
          "body_truncated": false,
          "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
        },
        {
          "oid": "9bac8da780895e93b28e134273f056a2b10710d5",
          "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",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "85d34bf1eae35f54d1656815276ffc87158ff24d",
          "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,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": false,
          "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",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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…",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-05-18T15:07:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9bba728d59043a109e066e1c13413fabf5ad9b23",
          "body": "iterateMessages now calls loopDetectorFromHistory(msgs) so prior\ntool_call/tool_result pairs feed the ring before the new turn runs.",
          "is_bot": false,
          "headline": "fix(agent): seed loopDetector from history to catch cross-turn loops",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-18T15:02:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c94501995033d784681f34e22582347f4825fd4d",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'fix/anthropic-accumulate-soft-truncation'",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-18T09:46:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5443962fa61d8b15429138ecb188953ae636d055",
          "body": "Emit LimitExhaustedEvent with new Reason=incomplete_tool_use instead of\nkilling the turn, ship intact content, skip partial tool_use blocks.",
          "is_bot": false,
          "headline": "fix(llm/anthropic): recover from accumulate error on truncated tool_use",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-18T09:44:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6fb1aa84999caef736b4f59e4bea41ac6a119a07",
          "body": "fix(llm/openai): stamp non-empty content on every role",
          "is_bot": false,
          "headline": "Merge pull request #109 from hung12ct/fix/openai-null-content-sweep",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-05-17T16:01:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e01cd879b756d0d290a751155a68c4b946918ef",
          "body": "v0.25.0 only stamped a space on assistant+tool-calls messages, leaving\ntool-result rows and empty-stream assistant rows exposed. gpt-4.1 and\ngpt-5 reject both with \"expected a string, got null.\" Move the stamp to\na single chokepoint pre-append; multimodal user messages stay untouched.",
          "is_bot": false,
          "headline": "fix(llm/openai): stamp non-empty content on every role",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-17T15:59:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6f178c62519554b13a4a3da768e152b9d85639a5",
          "body": "docs(changelog): record v0.26.0",
          "is_bot": false,
          "headline": "Merge pull request #108 from hung12ct/docs/changelog-v0.26.0",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-05-17T10:45:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9a4f4f98b61763db032892d9e406c60ddd9a82e0",
          "body": null,
          "is_bot": false,
          "headline": "docs(changelog): record v0.26.0",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-17T10:42:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "340168f341c2ed0b9b6a9a6f5e49221130c9b1b0",
          "body": "feat(tools/builtin): harden SQL sub-agent against Gemini drift",
          "is_bot": false,
          "headline": "Merge pull request #107 from hung12ct/feat/sql-agent-gemini-hardening",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-05-17T09:52:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a2c7d81c552838ad65147783387ef1d41efe1470",
          "body": "Imperative-negative safety contract + tightened HITL_BLOCKED prose so\nweakly-grounding models stop hallucinating destructive follow-ups and\nrespect denial. Adds WithProviderHint for adopter-specific addendums\nand a server-side bare \"SELECT *\" guard (WithAllowSelectStar to opt out).",
          "is_bot": false,
          "headline": "feat(tools/builtin): harden SQL sub-agent against Gemini drift",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-17T09:44:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bccc9d37995c468d7683d50a4f93a35415e0fd2f",
          "body": "Refactor/tool interface collapse",
          "is_bot": false,
          "headline": "Merge pull request #106 from hung12ct/refactor/tool-interface-collapse",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-05-17T09:03:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "513c1aac224f65b0c24bcd6809a989bdc4aeef48",
          "body": "Five integration-driven items on top of v0.24.0 — WithAllowDDL,\nSessionTitler, PatchDanglingToolCalls export + Anthropic sanitization,\nOpenAI GPT-5 content stamp, SQL sub-agent task-adherence directives.\nNo breaking changes.",
          "is_bot": false,
          "headline": "docs(changelog): record v0.25.0",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-17T09:02:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5e661b6b0b6cedd59abe97a5557478acc7b66309",
          "body": "SessionMeta gains an optional Title field surfaced on every Query\nresult. The new optional capability agent.SessionTitler{ SetTitle(ctx,\nkey, title) error } is implemented by InMem, File, MySQL, and the\nhistoryfake backends. MySQL adds an idempotent ALTER TABLE migration\nso existing tables upgrade in place. Empty title clears any\npreviously-recorded label. Pairs with builtin.GenerateTitle for\nsidebar / picker UIs.",
          "is_bot": false,
          "headline": "feat(history,agent): SessionMeta.Title + SessionTitler capability",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-17T09:02:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9b94812351f7256b46cda5b7e7eb6a9d9425608f",
          "body": "…applies it\n\nAdopters slicing session history for ad-hoc LLM calls (titling,\nsummarisation, classification) produced shapes that Anthropic rejected\nwith \"tool_use ids were found without tool_result blocks immediately\nafter.\" The internal sanitizer is now public, and the Anthropic\nconverter runs it on incoming memory so the converter is robust\nregardless of how the input slice was assembled. Zero behaviour change\nfor in-loop calls (the helper short-circuits when nothing is dangling).",
          "is_bot": false,
          "headline": "feat(agent,llm): export PatchDanglingToolCalls + Anthropic converter …",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-17T09:02:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "917d23d797512d9637a965f8849bbe13c92bf9f2",
          "body": "The Go SDK tags ChatCompletionMessage.Content with omitempty, dropping\nempty strings from JSON entirely. GPT-5's stricter validator then 400s\nwith \"expected a string, got null\" on every intermediate tool-only turn.\nA single space passes omitempty and is a semantic no-op for the model.",
          "is_bot": false,
          "headline": "fix(llm/openai): stamp non-empty content on tool-call assistant messages",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-17T09:02:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ee7a21b3873fbe0b59332146af4652084e12fbad",
          "body": "…ompt directives\n\nClassifySQL gains SQLKindDDL; CallSQLAgentTool.WithAllowDDL(bool) gates\nthe executor dispatch. Default false — orthogonal to WithAllowMutations.\nSystem prompt picks up two tail directives that pull weak instruction-\nfollowing models back onto the literal request and stop them echoing\npolicy text.",
          "is_bot": false,
          "headline": "feat(tools/builtin): opt-in DDL on SQL sub-agents + task-adherence pr…",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-17T09:02:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ed2d1f9b1f1dcfb80c7e20815e3f5a909d061726",
          "body": null,
          "is_bot": false,
          "headline": "docs(changelog): record v0.24.0 — Tool interface collapse",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-17T05:22:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ca8bdcf998a6c04288464ec8e4866e003067670",
          "body": "refactor(tools): collapse Tool interface to Descriptor + Result",
          "is_bot": false,
          "headline": "Merge pull request #105 from hung12ct/refactor/tool-interface-collapse",
          "author_name": "hung12ct",
          "author_login": "hung12ct",
          "committed_at": "2026-05-17T05:17:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a8abcfb29475507c6d5f3a80ef5a46a230147527",
          "body": "The 6-method Tool interface plus 3 opt-in method-set interfaces\n(Cacheable, InlineRenderer, StructuredResult) silently dropped\ncapability flags whenever a tool was wrapped. Replaced with one\nDescriptor() ToolDescriptor accessor and one Execute() (Result, error)\nmethod — flags live as fields on the descriptor; structured payloads\nlive on Result.Structured. Wrappers now preserve every capability for\nfree. Registry.GetAll renamed to All to match the Get-prefix-drop in\nB.5.",
          "is_bot": false,
          "headline": "refactor(tools): collapse Tool interface to Descriptor + Result",
          "author_name": "Hung Nguyen",
          "author_login": "hung12ct",
          "committed_at": "2026-05-17T05:07:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 54,
      "commits_last_year": 339,
      "latest_release_at": "2026-07-24T15:13:01Z",
      "latest_release_tag": "v0.34.0",
      "releases_from_tags": true,
      "days_since_last_push": 0,
      "active_weeks_last_year": 11,
      "days_since_latest_release": 0,
      "mean_days_between_releases": 7.3
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 57,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "github.com/hung12ct/gopheragent",
          "exists": true,
          "license": null,
          "keywords": [],
          "ecosystem": "go",
          "matches_repo": true,
          "registry_url": "https://pkg.go.dev/github.com/hung12ct/gopheragent",
          "is_deprecated": false,
          "latest_version": "v0.34.0",
          "repository_url": "https://github.com/hung12ct/gopheragent",
          "versions_count": 54,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": null,
          "latest_published_at": "2026-07-24T15:13:01Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        }
      ]
    },
    "popularity": {
      "forks": 0,
      "stars": 2,
      "watchers": 0,
      "fork_history": {
        "days": [],
        "complete": true,
        "collected": 0,
        "total_forks": 0
      },
      "star_history": null,
      "open_issues_and_prs": 0
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [
        "go.mod"
      ],
      "largest_source_bytes": 44792,
      "source_files_sampled": 243,
      "oversized_source_files": 0,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "go.mod"
      ],
      "advisories": {
        "error": null,
        "scope": null,
        "source": null,
        "findings": [],
        "collected": false,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 0,
        "malicious_count": 0,
        "assessed_package": null,
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "go"
      ],
      "dependencies": [
        {
          "name": "github.com/anthropics/anthropic-sdk-go",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.27.1"
        },
        {
          "name": "github.com/go-sql-driver/mysql",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.9.3"
        },
        {
          "name": "github.com/joho/godotenv",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.5.1"
        },
        {
          "name": "github.com/sashabaranov/go-openai",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.41.2"
        },
        {
          "name": "go.opentelemetry.io/otel",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.29.0"
        },
        {
          "name": "go.opentelemetry.io/otel/trace",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.29.0"
        },
        {
          "name": "google.golang.org/genai",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.52.1"
        },
        {
          "name": "gopkg.in/yaml.v3",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v3.0.1"
        }
      ],
      "all_dependencies": {
        "error": "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
        "source": null,
        "packages": [],
        "collected": false,
        "truncated": false,
        "total_count": null,
        "direct_count": null,
        "indirect_count": null
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 0,
        "merged_prs": 132,
        "open_issues": 0,
        "closed_ratio": null,
        "closed_issues": 0,
        "closed_unmerged_prs": 1
      },
      "bus_factor": 1,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "hung12ct",
          "commits": 360,
          "avatar_url": "https://avatars.githubusercontent.com/u/48434938?v=4"
        }
      ],
      "contributors_sampled": 1,
      "top_contributor_share": 1
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "ci.yml"
      ],
      "has_docs_dir": false,
      "linter_configs": [
        ".golangci.yml"
      ],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "go.sum"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 5,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "6 out of 6 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 0/8 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 0,
            "reason": "project has 0 contributing companies or organizations -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 10,
            "reason": "GitHub workflow tokens follow principle of least privilege",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "32 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "5d75cd2d166a6de430531f1630851550a9165dad",
        "ran_at": "2026-07-24T20:44:31Z",
        "aggregate_score": 4.5,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-24T16:10:52Z",
      "oldest_open_prs": [],
      "last_merged_pr_at": "2026-07-24T16:09:26Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": []
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/hung12ct/gopheragent",
    "host": "github.com",
    "name": "gopheragent",
    "owner": "hung12ct"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 57,
      "inputs": {
        "security": 45,
        "vitality": 78,
        "community": 27,
        "governance": 50,
        "engineering": 80
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "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
                    }
                  }
                ],
                "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
                    }
                  }
                ],
                "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
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 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
            },
            "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
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "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
                    }
                  }
                ],
                "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",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "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": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "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"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "2 stars",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "0 forks",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "0 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "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"
                    }
                  }
                ],
                "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
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 50,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 10,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 1,
              "top_contributor_share": 1
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "issue_resolution"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 71,
            "inputs": {
              "merged_prs": 132,
              "open_issues": 0,
              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 1
            },
            "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
                    }
                  }
                ],
                "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"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "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"
                    }
                  }
                ],
                "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
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 7
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "github.com/hung12ct/gopheragent"
              ],
              "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"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "54 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 54
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "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",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "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",
                    "params": {
                      "files": ".golangci.yml"
                    }
                  }
                ],
                "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
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
                "agent",
                "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_wiki": true,
              "homepage": "https://pkg.go.dev/github.com/hung12ct/gopheragent",
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://pkg.go.dev/github.com/hung12ct/gopheragent",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "19 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 19
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 45,
        "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"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 45,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.5
            },
            "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
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "GitHub workflow tokens follow principle of least privilege",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "32 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 62,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.99,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "99 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 99,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "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"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "go.mod"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "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"
}

Оцінки — це сигнали, а не гарантії. Вони відображають публічно видимі практики на GitHub — це не аудит коду й не гарантія безпеки.

Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v1.13.0, схема v0.27.0 — повна методологія · вікі метрик.

Як окремий результат виглядає на тлі всього реєстру: сукупна статистикаGo.