Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 2.3.1 · 2026-07-31 01:42 UTC

XiaoConstantine / dspy-go

DSPy Go implementation

GoMIT★ 192 зірки⑂ 17 форківз лип. 2024 р.Переглянути на GitHub ↗
ТипБібліотекаяк це визначено

XiaoConstantine/dspy-go має індекс здоров’я 84 зі 100, що відповідає смузі «Відмінний». Найвищий показник — Vitality (93/100), найнижчий — Community & Adoption (50/100). Останнє оновлення було 1 день тому. Більшість нещодавньої роботи виконує один учасник.

84
загалом / 100
Відмінний

Індекс здоров'я програмного забезпечення

Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє зважене середнє, відкаліброване за розподілом публічного реєстру, тож діапазони мають перцентильний зміст; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 34 («У зоні ризику»).

84
Винятковий93-100Верхній щабель реєстру (≈ топ-5%); відповідає практично всім перевіреним критеріям
Відмінний80-92Сильний за всіма напрямами; незначні прогалини
Добрий65-79Здоровий; прогалини обмежені та керовані
Помірний50-64Прийнятний, але з помітними прогалинами; рекомендовано перевірку
Слабкий35-49Суттєві недоліки в кількох сферах
У зоні ризику20-34Суттєві слабкі місця; впровадження потребує обережності
Критичний1-19Серйозні 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.

Зважений загальний бал 71 калібровано до 84 за шкалою опублікованого індексу (калібрування реєстру 2026-08-02).

Власність

XiaoОсобистий обліковий запис
61 підписник137 публічних репозиторіївз груд. 2012 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/XiaoConstantine/dspy-gov0.86.1-1166 днів тому

Метрики за категоріями

Життєздатність

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

93Винятковий · 21% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 1 дн. тому
24.2/36Ритм комітів — 35/52 тижнів із комітами
18/18Обсяг комітів — 305 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year305
human_commit_share0,81
days_since_last_push1
active_weeks_last_year35
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 31 релізів
36/36Свіжість релізів — останній реліз 6 дн. тому
27/27Ритм релізів — реліз кожні ~13,6 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count31
latest_release_tagv0.86.1
releases_from_tagsні
days_since_latest_release6
mean_days_between_releases13,6
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?

50Помірний · 17% загального індексу
Як обчислюється оцінка
37/60Зірки — 192 зірок
10/25Форки — 17 форків
2.7/15Спостерігачі — 4 спостерігачів
Використані вхідні дані
forks17
stars192
watchers4
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (MIT)
0/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
0/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
readme_badges
has_contributingні
has_issue_templateні
has_code_of_conductні
readme_badge_services
has_pull_request_templateні

Сталість та врядування

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

58Помірний · 23% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
0.2/22.5Розподіл комітів — головний контриб’ютор — автор 99% комітів
5.4/13.5Широта контриб’юторів — 4 контриб’юторів
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Використані вхідні дані
bus_factor1
contributors_sampled4
top_contributor_share0,993
Як обчислюється оцінка
42/42Вирішення issue — закрито 100% issue
24/30Прийняття PR — злито 202/253 вирішених PR
0/13Newcomer PR acceptance — за 30 дн. не вирішено жодного PR від новачка
0/15OpenSSF Scorecard: Code-Review — Found 0/29 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs202
open_issues0
closed_issues82
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio1
closed_unmerged_prs51
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Виключено з оцінювання (немає даних або не застосовно): newcomer_pr_acceptance. Залишкові ваги перенормовано.
Як обчислюється оцінка
10/30Підтримка власника — особистий (користувацький) обліковий запис
0/20Верифікований домен — не застосовно до користувацьких облікових записів
12.9/25Охоплення власника — 61 підписників у XiaoConstantine
25/25Послужний список — 137 публічних репозиторіїв, вік облікового запису ~13 р.
Використані вхідні дані
followers61
owner_typeUser
is_verified
owner_loginXiaoConstantine
public_repos137
account_age_days4 975
Виключено з оцінювання (немає даних або не застосовно): Верифікований домен. Залишкові ваги перенормовано.

Супровід пакетів

100Винятковий
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у go
35/35Свіжість публікацій — остання публікація 6 дн. тому
20/20Історія версій — 116 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesgithub.com/XiaoConstantine/dspy-go
ecosystemsgo
any_deprecatedні
min_days_since_publish6

Інженерна якість

Чи наявні базові інженерні практики та документація?

92Відмінний · 19% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 5 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера — .golangci.yml
9.6/9.6Pre-commit-хуки
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 2 out of 2 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_configтак

Документація

90Відмінний
Як обчислюється оцінка
30/30README
25/25Каталог документації
15/15Сайт документації / домашня сторінка — https://xiaoconstantine.github.io/dspy-go/
10/10Опис репозиторію
10/10Теми — 7 тем
0/10Wiki
Використані вхідні дані
topicsgolang, agent-framework, llms, agents, ai, dspy, workflows
has_wikiні
homepagehttps://xiaoconstantine.github.io/dspy-go/
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

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

55Помірний · 16% загального індексу

Стан безпеки

46Слабкий
Як обчислюється оцінка
6.8/7.5Binary-Artifacts — binaries present in source code
0/7.5Branch-Protection — немає даних
2.5/2.5CI-Tests — 2 out of 2 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 0/29 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
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Ліцензія — license file detected
7.5/7.5Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — немає даних
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
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
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
1.5/7.5Vulnerabilities — 8 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate4,6
Виключено з оцінювання (немає даних або не застосовно): branch_protection, packaging, signed_releases. Залишкові ваги перенормовано.
Як обчислюється оцінка
26.6/35Прямі залежності без відомих сповіщень — уражено 1: golang.org/x/text v0.37.0 (unknown)
0/25Непрямі залежності без відомих сповіщень — транзитивний набір не відокремлюється від залежностей розробки й тестування в цьому обсязі
40/40Немає задавнених сповіщень — жодне сповіщення не є публічним довше за 90 дн.
Використані вхідні дані
sourceosv
advisories10
affected_packages8
assessed_packages474
unassessed_packages0
affected_by_severitycritical 1, high 2, unknown 5
direct_affected_packages1
Виключено з оцінювання (немає даних або не застосовно): Непрямі залежності без відомих сповіщень. Залишкові ваги перенормовано. Звірено 474 резолвлених залежностей із OSV. Цей репозиторій не публікує пакета, який резолвить індекс, тож натомість оцінено граф залежностей репозиторію. Цей граф змішує закріплені версії для розробки й тестування зі справді постачаними залежностями, тож оцінюються лише задекларовані runtime-залежності; транзитивні знахідки подаються як контекст і в оцінку не входять. Досяжність не аналізується.

Готовність до ШІ

Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Має свідомо малу вагу (4%): агентний інструментарій — реальний сигнал супроводу, але репозиторій без нього все одно може отримати 100/100.

77Добрий · 4% загального індексу
Як обчислюється оцінка
45/45Інструкції для агентів — docs/content/docs/guides/agents.md
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 69 з 81 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,852
agent_instruction_filesdocs/content/docs/guides/agents.md
agent_instruction_max_bytes21 880
Як обчислюється оцінка
12.6/18Розгортання однією командою — cmd/dspy-cli/go.mod, go.mod (домовленість інструментарію, без раннера задач)
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера — .golangci.yml
11/11Статична перевірка типів — Go (статично типізована)
10/10Відтворюване середовище — devcontainer, Dockerfile, lockfile
0/10Підтверджена практика роботи з агентами — серед останніх 100 комітів немає створених агентом
8/8Автоматизоване супроводження — 19 з останніх 100 комітів — автоматичні оновлення залежностей
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Використані вхідні дані
has_nixні
has_testsтак
lockfilesgo.sum, package-lock.json
has_dockerfileтак
typed_languageтак
bootstrap_files
has_devcontainerтак
has_linter_configтак
typecheck_configs
agent_commit_share0
toolchain_manifestscmd/dspy-cli/go.mod, go.mod
dependency_bot_commit_share0,19
Як обчислюється оцінка
45/45Типізований код — Go (статично типізована)
54.1/55Керовані розміри файлів — 8/487 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languageGo
largest_source_bytes224 004
source_files_sampled487
oversized_source_files8
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
0/20Сервер MCP
40/40Придатні до запуску приклади — examples, samples
Використані вхідні дані
example_dirsexamples, samples
has_mcp_signalні
api_schema_files

Ключові факти

192зірок GitHub
4контриб'юторів
305комітів за останні 12 місяців
1днів від останнього пушу
31релізів
1бас-фактор
0відкритих issue
Go, npmпакетних екосистем

Попередження щодо збору даних

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

Докладніше

Історія зірок і форків 0 ★ / 17 ⇿
0Зірки
17Форки
28Релізи

Коли додано кожну зірку й форк — зібрано з GitHub і згруповано за днями. Кумулятивне зростання розміщено просто над денними додаваннями, з яких воно складається, тож їх видно одне проти одного: рівномірне органічне накопичення виглядає зовсім інакше, ніж різкий короткочасний сплеск. Там, де цю різницю можна виміряти, її подано як автентичність росту.

0481216201712025-032025-112026-07
Мажорні 0Мінорні 15Патчі 13

Кожна точка охоплює 2 днів.

OpenSSF Scorecard 4.6 / 10
4.6сукупно

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 · 2026-07-31 01:42 UTC

9Binary-Artifactsbinaries present in source code
н/дBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests2 out of 2 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 0/29 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
н/дPackagingpackaging workflow not detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
н/дSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
2Vulnerabilities8 existing vulnerabilities detected
Прямі залежності 11
РеєстрПакетОбмеження версіїМаніфест
Gogithub.com/XiaoConstantine/mcp-gov0.3.1go.mod
Gogithub.com/anthropics/anthropic-sdk-gov1.38.0go.mod
Gogithub.com/apache/arrow/go/v13v13.0.0go.mod
Gogithub.com/go-playground/validator/v10v10.30.3go.mod
Gogithub.com/google/uuidv1.6.0go.mod
Gogithub.com/mattn/go-sqlite3v1.14.49go.mod
Gogithub.com/sourcegraph/concv0.3.0go.mod
Gogithub.com/stretchr/testifyv1.11.1go.mod
Gogithub.com/traefik/yaegiv0.16.1go.mod
Gogolang.org/x/textv0.40.0go.mod
Gogopkg.in/yaml.v3v3.0.1go.mod
Усі залежності 474

Повний розв'язаний набір залежностей із графа залежностей GitHub: 14 прямих і 460 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
Gogithub.com/anthropics/anthropic-sdk-gov1.38.0пряма
Gogithub.com/apache/arrow/go/v13v13.0.0пряма
Gogithub.com/go-playground/validator/v10v10.30.2пряма
Gogithub.com/go-playground/validator/v10v10.30.3пряма
Gogithub.com/google/uuidv1.6.0пряма
Gogithub.com/mattn/go-sqlite3v1.14.44пряма
Gogithub.com/mattn/go-sqlite3v1.14.49пряма
Gogithub.com/sourcegraph/concv0.3.0пряма
Gogithub.com/stretchr/testifyv1.11.1пряма
Gogithub.com/traefik/yaegiv0.16.1пряма
Gogithub.com/xiaoconstantine/mcp-gov0.3.1пряма
Gogolang.org/x/textv0.37.0пряма
Gogolang.org/x/textv0.40.0пряма
Gogopkg.in/yaml.v3v3.0.1пряма
Gogithub.com/andybalholm/brotliv1.2.0непряма
Gogithub.com/apache/thriftv0.23.0непряма
Gogithub.com/aymanbagabas/go-osc52/v2v2.0.1непряма
Gogithub.com/bahlo/generic-list-gov0.2.0непряма
Gogithub.com/buger/jsonparserv1.1.2непряма
Gogithub.com/charmbracelet/bubblesv0.21.0непряма
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npmpath-is-absolute1.0.1непряма
npmpath-key3.1.1непряма
npmpath-parse1.0.7непряма
npmpath-type4.0.0непряма
npmpicocolors1.1.1непряма
npmpicomatch2.3.2непряма
npmpicomatch4.0.4непряма
npmpify2.3.0непряма
npmpify4.0.1непряма
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npmpostcss-cli11.0.1непряма
npmpostcss-load-config5.1.0непряма
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npmpostcss-selector-parser7.1.1непряма
npmpostcss-value-parser4.2.0непряма
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npmregenerate-unicode-properties10.2.2непряма
npmregexparam1.3.0непряма
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Сповіщення про залежності 8

Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 474 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 8 мають відомі сповіщення, з них 1 прямі.

ПакетВерсіяЗв'язокКритичністьСповіщеньВиправлено в
google.golang.org/grpcv1.79.3непрямакритична21.82.1
brace-expansion1.1.13непрямависока25.0.8
postcss8.5.12непрямависока18.5.18
golang.org/x/textv0.37.0пряманевідома10.39.0
github.com/klauspost/compressv1.18.0непряманевідома11.18.7
golang.org/x/cryptov0.52.0непряманевідома1
golang.org/x/cryptov0.53.0непряманевідома1
golang.org/x/netv0.55.0непряманевідома10.56.0

Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.

Звіт у форматі JSON машиночитний
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      "created_at": "2024-07-25T01:13:25Z",
      "owner_type": "User",
      "updated_at": "2026-07-29T19:41:13Z",
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          "body": "…-panic paths with errors\n\nrunOptimizationLoop initialized bestScore to zero, so metrics that\nyield only negative scores never selected any candidate. It now starts\nat -Inf so the first successful trial is always accepted.\n\nTeacher and instruction-generation paths dereferenced models and\nasserted pr\n[…]\n, and nil models\nreturn descriptive errors.\n\nTestMIPRO panicked on main at the nil teacherStudent; the previously\nunreachable subtests now run, with mocks injected where the flow needs\nworking models.",
          "is_bot": false,
          "headline": "fix(optimizers/mipro): accept negative-metric candidates; replace nil…",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6561ccace7ee68b5842758af1c780fb720baa73c",
          "body": "Update, Reset, and Merge invoked watcher callbacks while holding the\nwrite lock, so any watcher calling Get (read lock) deadlocked. Watchers\nare now notified after the lock is released, with the config value that\nwas just installed. Import also notified with an unsynchronized re-read\nof m.config; it\n[…]\ng, letting the updater race them; it now deep-copies via\nthe same YAML round trip as Clone (extracted as cloneConfig).\n\nAdded a watcher-calls-Get deadlock regression test and an Update\ndeep-copy test.",
          "is_bot": false,
          "headline": "fix(config): notify watchers outside the lock; deep-copy in Update",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0eb036d4b198db0f17e03eb85a769915ea5c6559",
          "body": "…tories after close\n\nClose previously closed the done channel unconditionally, so a second\ncall panicked. EndTrajectory could also enqueue onto trajectoryQueue\nafter the worker had drained and exited, silently losing work.\n\nClose is now guarded by sync.Once, and enqueues hold a read lock that\nClose \n[…]\n worker: anything queued before close\nis flushed, and EndTrajectory after close falls back to synchronous\nprocessing. Added idempotent-close, end-after-close, and concurrent\nclose/producer race tests.",
          "is_bot": false,
          "headline": "fix(agents/ace): make Manager.Close idempotent and stop losing trajec…",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1614068e412f277cb8965cb3d6ba59a48885a022",
          "body": "Three related bugs in ParallelWorkflow.Execute:\n\n- The deferred non-blocking semaphore drain ran on every exit path,\n  including goroutines that never acquired a permit (pre-acquire\n  cancellation, acquire timeout), stealing permits held by running\n  steps and breaking the concurrency bound. Release\n[…]\nd: a send on closed channel panic. wg.Done is now a separate defer\n  registered first (runs last).\n\nAlso uses the goroutine parameter s instead of reaching for the loop\nvariable. go test -race passes.",
          "is_bot": false,
          "headline": "fix(workflows): parallel semaphore correctness",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "adc9b2af38f4e0ef77c6aa9ff79b9f886174811b",
          "body": "…Close\n\nMemoryCache stored the caller's []byte on Set and returned the backing\narray on Get, so callers could mutate cached data (and race with other\nreaders). Clone at both boundaries with bytes.Clone.\n\nReplacing an existing entry with a larger value adjusted accounting but\nnever evicted, letting a\n[…]\nseChan\nunconditionally and panicked on a second call; guard with sync.Once\n(SQLiteCache caches its db.Close error for repeat calls).\n\nNew ownership/replacement/idempotency tests; go test -race passes.",
          "is_bot": false,
          "headline": "fix(cache): byte-slice ownership, MaxSize on replacement, idempotent …",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bb48533e65bc0d7a0366f3b73934bbf8053bfc9b",
          "body": "Three unguarded read paths that race with their locked writers and can\npanic with concurrent map read/write:\n\n- interceptors.AuthorizationInterceptor: SetPolicy wrote the policies\n  map while module/agent/tool interceptors read it unlocked. Add an\n  RWMutex and a getPolicy helper used by all three.\n\n[…]\nansformers unlocked while\n  AddFilter/AddTransformer append under eb.mu. Snapshot both slices\n  under RLock and run user callbacks with the lock released.\n\ngo test -race passes for all three packages.",
          "is_bot": false,
          "headline": "fix: guard shared state that was written under lock but read without one",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bc4edc8df1f2c0dfa7ffdbbcb58bb8f4866d63af",
          "body": "reflect.TypeOf returns nil for an untyped nil stored in the map, so\ncalling Kind() panicked. Treat nil actual as a match only when the\nexpected value is also nil. Adds table cases for both nil paths.",
          "is_bot": false,
          "headline": "fix(metrics): AnyMatch no longer panics on nil actual values",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4e92cef89a594d34d30aeeb3479e9297d469646e",
          "body": "…f nil, nil\n\nCreateEmbedding and CreateEmbeddings returned (nil, nil), falsely\nsatisfying the embedding contract: callers trusting a nil error would\ndereference the nil result and panic. Return an\nerrors.UnsupportedOperation like the other providers do for\nunsupported capabilities (ollama, llamacpp), and update the test to\nassert the error code.",
          "is_bot": false,
          "headline": "fix(llms): Anthropic embeddings return UnsupportedOperation instead o…",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "03eb84b0074d7c99eb35f0d1eebb7208fb6c2fa4",
          "body": "Follow-up to the any sweep (e57210d), from codex review: the\nmap[string]any -> map[string]interface{} conversion loops in\nworkflows/advanced.go and reactive_test.go became identity copies, and\nan example comment still referenced interface{}. Remove the loops and\nreword/remove the comments. Workflow tests pass.",
          "is_bot": false,
          "headline": "refactor: drop identity map copies and stale interface{} comments",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79ecfd3cc8f9083e6aa821077ed6988ca8d1a9a9",
          "body": "… HOME\n\ndownloadDataset wrote straight to the final cache path, so an\ninterrupted download left a partial file that every later EnsureDataset\ncall treated as a valid cached dataset. Download to a temp file in the\nsame directory and rename into place, and bound the request with a\ncontext timeout inst\n[…]\nther errors.\n\nTestEnsureDataset derived the cache dir from the real user home and\nos.RemoveAll'd it, destroying the developer's actual dataset cache on\nevery run; point HOME at t.TempDir via t.Setenv.",
          "is_bot": false,
          "headline": "fix(datasets): atomic downloads, correct stat handling, isolated test…",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c2ef8f1d3187fac5c9c8f64fd08f535ac41e61ad",
          "body": "…w chunk handling\n\nLoadGSM8K called log.Fatalf on open/schema/read failures, terminating\nthe host application from library code, and always read rows through\nChunk(0) even though the row index spans the whole table - a\nmulti-chunk parquet table would return wrong data or panic. It also\nignored the S\n[…]\nhelper that\n  iterates every chunk\n- drop the fmt.Println debug noise\n\nLoadHotpotQA leaked its file descriptor (os.Open without Close) and\nprinted errors to stdout; use os.ReadFile and wrapped errors.",
          "is_bot": false,
          "headline": "fix(datasets): return errors instead of killing the process; fix Arro…",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "25b0044cc99737819166212b5777bc52eaab1d74",
          "body": "NewSQLiteStore appended ?cache=shared&mode=memory to every DSN, so a\ncaller passing a filesystem path silently got an in-memory database\nand lost all data on close. Only apply the shared-cache in-memory DSN\nfor \":memory:\"; open file paths as regular databases.\n\nAlso:\n- StoreWithTTL upsert now refres\n[…]\n- Store upsert clears expires_at, so a plain overwrite is durable\n- close the DB handle when schema init fails in the constructor\n\nAdds reopen-persistence, TTL-refresh, and TTL-clear regression tests.",
          "is_bot": false,
          "headline": "fix(agents/memory): make file-backed SQLite stores actually persist",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a75b4863a1221641483f2bd19ef056dde87d3f43",
          "body": "Mechanical sweep via gofmt -r 'interface{} -> any'. No behavior change;\nany has been the idiomatic spelling since Go 1.18 and the repo targets\nGo 1.25. 281 files, both root and cmd/dspy-cli modules build clean and\nall package tests pass.",
          "is_bot": false,
          "headline": "refactor: replace interface{} with any across the repo",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "225500eeb7a83dd9d8810e1274b8cc0b6ee6dd27",
          "body": "… to 10.30.3 (#331)\n\nbuild(deps): bump github.com/go-playground/validator/v10\n\nBumps [github.com/go-playground/validator/v10](https://github.com/go-playground/validator) from 10.30.2 to 10.30.3.\n- [Release notes](https://github.com/go-playground/validator/releases)\n- [Commits](https://github.com/go-\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump github.com/go-playground/validator/v10 from 10.30.2…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T20:29:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c056ad124f0cf310f847de105b103c7747881e52",
          "body": "Bumps [actions/setup-node](https://github.com/actions/setup-node) from 6 to 7.\n- [Release notes](https://github.com/actions/setup-node/releases)\n- [Commits](https://github.com/actions/setup-node/compare/v6...v7)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-node\n  dependency-version: '\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump actions/setup-node from 6 to 7 (#328)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T14:55:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8cb8c3ae2c675a96790f75a639bcfb3fab904729",
          "body": "Bumps [actions/setup-go](https://github.com/actions/setup-go) from 6 to 7.\n- [Release notes](https://github.com/actions/setup-go/releases)\n- [Commits](https://github.com/actions/setup-go/compare/v6...v7)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-go\n  dependency-version: '7'\n  depen\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump actions/setup-go from 6 to 7 (#329)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T14:55:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a5cc5cf63f8564fa4a92f575461429a88f56084d",
          "body": "… (#327)\n\nBumps [github.com/mattn/go-sqlite3](https://github.com/mattn/go-sqlite3) from 1.14.44 to 1.14.48.\n- [Release notes](https://github.com/mattn/go-sqlite3/releases)\n- [Commits](https://github.com/mattn/go-sqlite3/compare/v1.14.44...v1.14.48)\n\n---\nupdated-dependencies:\n- dependency-name: githu\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump github.com/mattn/go-sqlite3 from 1.14.44 to 1.14.48…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T14:51:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "66a37f288cf1d539c9a6b1bb09a7d2f60c676c2b",
          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 6.0.0 to 7.0.0.\n- [Release notes](https://github.com/codecov/codecov-action/releases)\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/codecov/codecov-action/c\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump codecov/codecov-action from 6.0.0 to 7.0.0 (#308)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T14:51:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f85d586b240f2b874a517394fc8537bd35b9e36e",
          "body": "Bumps [golang.org/x/text](https://github.com/golang/text) from 0.37.0 to 0.40.0.\n- [Release notes](https://github.com/golang/text/releases)\n- [Commits](https://github.com/golang/text/compare/v0.37.0...v0.40.0)\n\n---\nupdated-dependencies:\n- dependency-name: golang.org/x/text\n  dependency-version: 0.40\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump golang.org/x/text from 0.37.0 to 0.40.0 (#325)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T14:51:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1fb778d985e01707cb7c730fd93c65a9a04dd51f",
          "body": null,
          "is_bot": false,
          "headline": "fix(deps): update Apache Thrift",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-19T01:47:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "06c9c45ec0ed0d1dadf630ab2f22723c932bfb20",
          "body": null,
          "is_bot": false,
          "headline": "fix(deps): update vulnerable dependencies",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-19T01:43:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "10b4de3855c5451c560d3745c91eef66183254d6",
          "body": null,
          "is_bot": true,
          "headline": "build(deps): bump actions/checkout from 6 to 7 (#316)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-21T23:15:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c25dc6a024e83abba2f80ac38c5a2fc648dc41f",
          "body": "… (#307)\n\nBumps [github.com/mattn/go-sqlite3](https://github.com/mattn/go-sqlite3) from 1.14.44 to 1.14.45.\n- [Release notes](https://github.com/mattn/go-sqlite3/releases)\n- [Commits](https://github.com/mattn/go-sqlite3/compare/v1.14.44...v1.14.45)\n\n---\nupdated-dependencies:\n- dependency-name: githu\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump github.com/mattn/go-sqlite3 from 1.14.44 to 1.14.45…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-05T19:20:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "34760d4829e2d0f355d7c0e5b6203d8cc8bfb6f4",
          "body": "… to 10.30.3 (#306)\n\nbuild(deps): bump github.com/go-playground/validator/v10\n\nBumps [github.com/go-playground/validator/v10](https://github.com/go-playground/validator) from 10.30.2 to 10.30.3.\n- [Release notes](https://github.com/go-playground/validator/releases)\n- [Commits](https://github.com/go-\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump github.com/go-playground/validator/v10 from 10.30.2…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-03T14:31:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "add37558fc9e59e5b00c6606d000383520fd3819",
          "body": "Resolves three open Dependabot alerts:\n\n* GHSA on apache/thrift TFramedTransport integer overflow:\n  bump indirect dep v0.22.0 -> v0.23.0 in go.mod and\n  cmd/dspy-cli/go.mod (alerts #37, #38).\n* GHSA-qh2h-chj9-jffq on @babel/plugin-transform-modules-systemjs\n  arbitrary code generation: pin to ^7.29\n[…]\na docs/package.json\n  overrides and update docs/package-lock.json entry (alert #39).\n\ngo mod tidy on cmd/dspy-cli also synced indirect versions with the\nroot module via the existing replace directive.",
          "is_bot": false,
          "headline": "deps: patch dependabot security alerts (#300)",
          "author_name": "Xiao",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-05-13T19:20:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6229d0031850c24a51b815de8260adae6a94e1f6",
          "body": null,
          "is_bot": false,
          "headline": "core: use reflect pointer kind constant",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-05-13T13:39:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b7095406b0c0e41d23b4052be94ca4bd58f9f138",
          "body": null,
          "is_bot": false,
          "headline": "rlm: add model-specific prompt policies",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-05-13T13:34:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1aae4ef5cb1e18aae9c54bcfedf311cdcfba9871",
          "body": null,
          "is_bot": false,
          "headline": "rlm: enforce total sub-rlm budget across tree",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-05-13T13:34:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8714cad2beb7f8bbe2f946835933a076a994e56c",
          "body": null,
          "is_bot": false,
          "headline": "rlm: enable default full-context query guard",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-05-13T13:32:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47f89afafdaa3fc735f854f716bec44148f9868a",
          "body": "Bumps [golang.org/x/text](https://github.com/golang/text) from 0.35.0 to 0.36.0.\n- [Release notes](https://github.com/golang/text/releases)\n- [Commits](https://github.com/golang/text/compare/v0.35.0...v0.36.0)\n\n---\nupdated-dependencies:\n- dependency-name: golang.org/x/text\n  dependency-version: 0.36\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump golang.org/x/text from 0.35.0 to 0.36.0 (#286)",
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            "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 0/29 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": 10,
            "reason": "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 1 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": 1,
            "reason": "dependency not pinned by hash detected -- score normalized to 1",
            "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": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 2,
            "reason": "8 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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        ],
        "commit": "e73ad76c74c22df990755e5715d71fe133784bf1",
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      "has_security_policy": false,
      "has_dependabot_config": true
    },
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      "collected": true,
      "ci_last_run_at": "2026-07-30T19:13:04Z",
      "oldest_open_prs": [
        {
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          "created_at": "2026-07-24T19:12:55Z",
          "last_comment_at": null,
          "last_comment_author": null
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      ],
      "last_merged_pr_at": "2026-07-29T19:41:07Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": []
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  },
  "config": {
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    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/XiaoConstantine/dspy-go",
    "host": "github.com",
    "name": "dspy-go",
    "owner": "XiaoConstantine"
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  "metrics": {
    "overall": {
      "key": "overall",
      "band": "excellent",
      "name": "Overall health",
      "note": "The weighted overall 71 is calibrated to 84 on the published index scale (record calibration 2026-08-02).",
      "notes": [
        {
          "code": "overall_calibration",
          "params": {
            "raw": 71,
            "calibrated": 84,
            "calibration": "2026-08-02"
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        }
      ],
      "value": 84,
      "inputs": {
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        "vitality": 93,
        "community": 50,
        "governance": 58,
        "calibration": "2026-08-02",
        "engineering": 92,
        "ai_readiness": 77,
        "weighted_overall_raw": 71
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      "components": []
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    "categories": [
      {
        "key": "vitality",
        "band": "exceptional",
        "name": "Vitality",
        "value": 93,
        "weight": 0.21,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 88,
            "inputs": {
              "commits_last_year": 305,
              "human_commit_share": 0.81,
              "days_since_last_push": 1,
              "active_weeks_last_year": 35
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 1 days ago",
                "points": 36,
                "status": "met",
                "details": [
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                    "code": "push_recency",
                    "params": {
                      "days": 1
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                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "35/52 weeks with commits",
                "points": 24.2,
                "status": "partial",
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                    "code": "commit_cadence_weeks",
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                      "weeks": 35
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                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "305 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
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                    "code": "commits_last_year",
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                "max_points": 18
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              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "exceptional",
            "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": [
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              },
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                "code": "weights_renormalized",
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            "value": 100,
            "inputs": {
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              "latest_release_tag": "v0.86.1",
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              "days_since_latest_release": 6,
              "mean_days_between_releases": 13.6
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            "components": [
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                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "31 releases published",
                "points": 27,
                "status": "met",
                "details": [
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                "max_points": 27
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              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 6 days ago",
                "points": 36,
                "status": "met",
                "details": [
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                    "code": "release_recency",
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                      "days": 6
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                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~13.6 days",
                "points": 27,
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                "details": [
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                    "code": "release_cadence",
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                      "gap": 13.6
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                ],
                "max_points": 27
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              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
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                "points": 0,
                "status": "excluded",
                "details": [
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                ],
                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
            "band": "exceptional",
            "name": "Abandonment",
            "note": null,
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            "inputs": {
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                "key": "project_is_still_maintained",
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                "detail": "last human commit 9 days ago",
                "points": 100,
                "status": "met",
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                    "code": "abandonment_maintained",
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                "max_points": 100
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        ],
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      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 50,
        "weight": 0.17,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
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              "stars": 192,
              "watchers": 4,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "192 stars",
                "points": 37,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 192
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "17 forks",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 17
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "4 watchers",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 4
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": null,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "readme_badge_services": [],
              "has_pull_request_template": false
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            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 58,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 15,
            "inputs": {
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              "top_contributor_share": 0.993
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            "components": [
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
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                    "code": "bus_factor",
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                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 99% of commits",
                "points": 0.2,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
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                      "share": 99
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "4 contributors",
                "points": 5.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 4
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                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 76,
            "inputs": {
              "merged_prs": 202,
              "open_issues": 0,
              "closed_issues": 82,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
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              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 51,
              "first_time_authors_30d": null,
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            "components": [
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                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 42,
                "status": "met",
                "details": [
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                    "code": "issues_closed_share",
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                      "share": 100
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                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
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                "status": "partial",
                "details": [
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                    "code": "decided_prs_merged",
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                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
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                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/29 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
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            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 60,
            "inputs": {
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              "owner_type": "User",
              "is_verified": null,
              "owner_login": "XiaoConstantine",
              "public_repos": 137,
              "account_age_days": 4975
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            "components": [
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                "key": "ownership_backing",
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                "points": 10,
                "status": "partial",
                "details": [
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                "max_points": 30
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                "key": "verified_domain",
                "name": "Verified domain",
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                "status": "excluded",
                "details": [
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              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "61 followers of XiaoConstantine",
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                "status": "partial",
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                      "login": "XiaoConstantine"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "137 public repos, account ~13 yr old",
                "points": 25,
                "status": "met",
                "details": [
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                "max_points": 25
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            ]
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          {
            "key": "package_maintenance",
            "band": "exceptional",
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            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
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              "ecosystems": "go",
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              "min_days_since_publish": 6
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            "components": [
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                "points": 25,
                "status": "met",
                "details": [
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              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 6 days ago",
                "points": 35,
                "status": "met",
                "details": [
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                "points": 20,
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                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 92,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "exceptional",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "5 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "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": 9.6,
                "status": "met",
                "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": "2 out of 2 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "golang",
                "agent-framework",
                "llms",
                "agents",
                "ai",
                "dspy",
                "workflows"
              ],
              "has_wiki": false,
              "homepage": "https://xiaoconstantine.github.io/dspy-go/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://xiaoconstantine.github.io/dspy-go/",
                "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": "7 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 55,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "weak",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 46,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 4.6
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "2 out of 2 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 0/29 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": "update tool detected",
                "points": 7.5,
                "status": "met",
                "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 1 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 1",
                "points": 0.5,
                "status": "partial",
                "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": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "8 existing vulnerabilities detected",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 474 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 474
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 89,
            "inputs": {
              "source": "osv",
              "advisories": 10,
              "affected_packages": 8,
              "assessed_packages": 474,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 1, high 2, unknown 5",
              "direct_affected_packages": 1
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "1 affected: golang.org/x/text v0.37.0 (unknown)",
                "points": 26.6,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 1,
                      "packages": "golang.org/x/text v0.37.0 (unknown)"
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory has been public longer than 90 days",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "advisories_none_stale",
                    "params": {
                      "days": 90
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 474,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
        "value": 77,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.852,
              "agent_instruction_files": [
                "docs/content/docs/guides/agents.md"
              ],
              "agent_instruction_max_bytes": 21880
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "docs/content/docs/guides/agents.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/content/docs/guides/agents.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "69 of 81 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 69,
                      "sampled": 81
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 76,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum",
                "package-lock.json"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "cmd/dspy-cli/go.mod",
                "go.mod"
              ],
              "dependency_bot_commit_share": 0.19
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "cmd/dspy-cli/go.mod, go.mod (toolchain convention, no task runner)",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "toolchain_convention",
                    "params": {
                      "files": "cmd/dspy-cli/go.mod, go.mod"
                    }
                  }
                ],
                "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": "devcontainer, Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer, Dockerfile, 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": "19 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 19,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 1",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "exceptional",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 99,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 224004,
              "source_files_sampled": 487,
              "oversized_source_files": 8
            },
            "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": "8/487 source files over 60KB",
                "points": 54.1,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 487,
                      "oversized": 8
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "weak",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "samples"
              ],
              "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, samples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, samples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "library"
      ],
      "scores": {
        "library": 6,
        "framework": 2
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:go",
          "weight": 6
        },
        {
          "tier": "tags",
          "label": "framework",
          "source": "tag:agent-framework",
          "weight": 2
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-31T01:42:34.760040Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/x/XiaoConstantine/dspy-go.svg",
  "full_name": "XiaoConstantine/dspy-go",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v2.3.1, схема v0.27.0 — повна методологія · вікі метрик.

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