Публічний реєстрУ зоні ризику
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-27 16:29 UTC
IodeSystems / mcpshell
A sandboxed JS-syntax scripting language that gives LLMs safe computation through a single eval tool. Toolkits: web, file, SQL (Postgres/SQLite), headless browser, graph.
IodeSystems/mcpshell має індекс здоров’я 34 зі 100, що відповідає смузі «У зоні ризику». Найвищий показник — AI Readiness (69/100), найнижчий — Security (12/100). Останнє оновлення було 8 днів тому. Більшість нещодавньої роботи виконує один учасник.
34
загалом / 100Індекс здоров'я програмного забезпечення
Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє середнє; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 49 («Під ризиком»). Готовність до ШІ не входить до індексу.
34
Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям
Добрий70-84Здоровий; незначні прогалини
Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку
У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності
Критичний1-29Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
Профіль оцінок
Кожна вісь — окрема категорія. Форма важить більше, ніж середнє: здоровий об'єкт заповнює всю фігуру, тоді як профіль із піками та провалами означає, що сила в одному вимірі маскує ризик в іншому.
Власність
IodeSystems LLCОрганізація
3 підписники31 публічний репозиторійз квіт. 2023 р.
За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.
Пакетні екосистеми
| Реєстр | Пакет | Версія | Завантажень / міс | Версії | Остання публікація |
|---|---|---|---|---|---|
| Go | github.com/iodesystems/mcpshell | v0.2.0 | - | 2 | 9 днів тому |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
63
Активність розробки
44У зоні ризику
Як обчислюється оцінка
| 28.8/36 | Свіжість push — останній push 8 дн. тому |
| 1.4/36 | Ритм комітів — 2/52 тижнів із комітами |
| 13.3/18 | Обсяг комітів — 29 комітів за останній рік |
| 0/10 | OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully |
Використані вхідні дані
| commits_last_year | 29 |
| human_commit_share | 1 |
| days_since_last_push | 8 |
| active_weeks_last_year | 2 |
Дисципліна релізів
92Відмінний
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 2 релізів |
| 36/36 | Свіжість релізів — останній реліз 9 дн. тому |
| 19.8/27 | Ритм релізів — реліз кожні ~62 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — немає даних |
Використані вхідні дані
| releases_count | 2 |
| latest_release_tag | v0.2.0 |
| releases_from_tags | ні |
| days_since_latest_release | 9 |
| mean_days_between_releases | 62 |
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?
12
Популярність і впровадження
1Критичний
Як обчислюється оцінка
| 0/60 | Зірки — 0 зірок |
| 0/25 | Форки — 0 форків |
| 0/15 | Спостерігачі — 0 спостерігачів |
Використані вхідні дані
| forks | 0 |
| stars | 0 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Здоров'я спільноти
25Критичний
Як обчислюється оцінка
| 22.5/22.5 | README |
| 0/22.5 | Ліцензія — файлу ліцензії не виявлено |
| 0/18 | Настанови CONTRIBUTING |
| 0/13.5 | Кодекс поведінки |
| 0/7.2 | Шаблон issue |
| 0/6.3 | Шаблон PR |
Використані вхідні дані
| has_readme | так |
| has_license | ні |
| has_contributing | ні |
| has_issue_template | ні |
| has_code_of_conduct | ні |
| has_pull_request_template | ні |
Сталість та врядування
Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?
35
Стійкість мейнтейнерів (бас-фактор)
10Критичний
Як обчислюється оцінка
| 9/54 | Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів |
| 0/22.5 | Розподіл комітів — головний контриб’ютор — автор 100% комітів |
| 1.4/13.5 | Широта контриб’юторів — 1 контриб’юторів |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Використані вхідні дані
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
Реактивність на issue та PR
1Критичний
Як обчислюється оцінка
| 0/46.8 | Вирішення issue — немає issue або даних |
| 0/38.3 | Прийняття PR — немає вирішених pull request-ів або даних |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/29 approved changesets -- score normalized to 0 |
Використані вхідні дані
| merged_prs | 0 |
| open_issues | 0 |
| closed_issues | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 0 |
Виключено з оцінювання (немає даних або не застосовно): Вирішення issue, Прийняття PR. Залишкові ваги перенормовано.
Власність та опіка
52Помірний
Як обчислюється оцінка
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 4.3/25 | Охоплення власника — 3 підписників у IodeSystems |
| 17.4/25 | Послужний список — 31 публічних репозиторіїв, вік облікового запису ~3 р. |
Використані вхідні дані
| followers | 3 |
| owner_type | Organization |
| is_verified | — |
| owner_login | IodeSystems |
| public_repos | 31 |
| account_age_days | 1 185 |
Супровід пакетів
92Відмінний
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у go |
| 35/35 | Свіжість публікацій — остання публікація 9 дн. тому |
| 12/20 | Історія версій — 2 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | github.com/iodesystems/mcpshell |
| ecosystems | go |
| any_deprecated | ні |
| min_days_since_publish | 9 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
38
Інженерні практики
30У зоні ризику
Як обчислюється оцінка
| 0/24 | Процеси CI |
| 24/24 | Наявні тести |
| 0/16 | Конфігурація лінтера |
| 0/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — немає даних |
Використані вхідні дані
| has_ci | ні |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | ні |
| has_precommit_config | ні |
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: CI-Tests. Залишкові ваги перенормовано.
Документація
50Помірний
Як обчислюється оцінка
| 30/30 | README |
| 0/25 | Каталог документації |
| 0/15 | Сайт документації / домашня сторінка |
| 10/10 | Опис репозиторію |
| 0/10 | Теми |
| 10/10 | Wiki |
Використані вхідні дані
| topics | — |
| has_wiki | так |
| homepage | — |
| has_readme | так |
| has_docs_dir | ні |
| has_description | так |
Безпека
Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?
12
Стан безпеки
12Критичний
Як обчислюється оцінка
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — немає даних |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/29 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 0/10 | Dangerous-Workflow — немає даних |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 0/2.5 | Ліцензія — license file not detected |
| 0/7.5 | Maintained — project was created within the last 90 days. Please review its contents carefully |
| 0/5 | Packaging — немає даних |
| 0/5 | Pinned-Dependencies — немає даних |
| 0/5 | SAST — no SAST tool detected |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — немає даних |
| 0/7.5 | Token-Permissions — немає даних |
| 0.8/7.5 | Vulnerabilities — 9 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 12 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 6 |
| scorecard_aggregate | 1,2 |
Виключено з оцінювання (немає даних або не застосовно): ci_tests, dangerous_workflow, packaging, pinned_dependencies, signed_releases, token_permissions. Залишкові ваги перенормовано.
Готовність до ШІ
Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.
69
Контекст і настанови для агентів
40У зоні ризику
Як обчислюється оцінка
| 0/45 | Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора |
| 0/15 | Машиночитана документація (llms.txt) |
| 40/40 | Читабельна історія комітів — намір зазначено у 29 з 29 людських комітів (структурований заголовок або пояснювальний текст) |
Використані вхідні дані
| has_llms_txt | ні |
| legible_history_share | 1 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Як обчислюється оцінка
| 18/18 | Розгортання однією командою — Makefile |
| 22/22 | Автоматизовані тести |
| 0/11 | Конфігурація лінтера / форматера |
| 11/11 | Статична перевірка типів — Go (статично типізована) |
| 10/10 | Відтворюване середовище — lockfile |
| 10/10 | Підтверджена практика роботи з агентами — 29 з останніх 29 комітів створено агентом або з його зазначенням |
| 0/8 | Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — немає даних |
Використані вхідні дані
| has_nix | ні |
| has_tests | так |
| lockfiles | go.sum |
| has_dockerfile | ні |
| typed_language | так |
| bootstrap_files | Makefile |
| has_devcontainer | ні |
| has_linter_config | ні |
| typecheck_configs | — |
| agent_commit_share | 1 |
| toolchain_manifests | go.mod |
| dependency_bot_commit_share | 0 |
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Pinned-Dependencies. Залишкові ваги перенормовано.
Читабельність коду для моделей
99Відмінний
Як обчислюється оцінка
| 45/45 | Типізований код — Go (статично типізована) |
| 54.1/55 | Керовані розміри файлів — 1/60 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Go |
| largest_source_bytes | 397 601 |
| source_files_sampled | 60 |
| oversized_source_files | 1 |
Ключові факти
0зірок GitHub
1контриб'юторів
29комітів за останні 12 місяців
8днів від останнього пушу
2релізів
1бас-фактор
0відкритих issue
Goпакетних екосистем
Попередження щодо збору даних
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Докладніше
OpenSSF Scorecard 1.2 / 10
1.2сукупно
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| н/д | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/29 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| н/д | Dangerous-Workflow | no workflows found |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 0 | License | license file not detected |
| 0 | Maintained | project was created within the last 90 days. Please review its contents carefully |
| н/д | Packaging | packaging workflow not detected |
| н/д | Pinned-Dependencies | no dependencies found |
| 0 | SAST | no SAST tool detected |
| 0 | Security-Policy | security policy file not detected |
| н/д | Signed-Releases | no releases found |
| н/д | Token-Permissions | No tokens found |
| 1 | Vulnerabilities | 9 existing vulnerabilities detected |
Прямі залежності 1
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| Go | github.com/antlr4-go/antlr/v4 | v4.13.1 | go.mod |
Усі залежності не зібрано
Не вдалося зібрати розв'язаний набір залежностей для цього звіту: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Звіт у форматі JSON машиночитний
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 442,
"has_wiki": true,
"homepage": null,
"languages": {
"Go": 481418,
"ANTLR": 11614,
"Shell": 2290,
"Makefile": 1421
},
"pushed_at": "2026-07-19T00:05:22Z",
"created_at": "2026-05-17T02:30:23Z",
"owner_type": "Organization",
"updated_at": "2026-07-18T04:40:53Z",
"description": "A sandboxed JS-syntax scripting language that gives LLMs safe computation through a single eval tool. Toolkits: web, file, SQL (Postgres/SQLite), headless browser, graph.",
"is_archived": false,
"is_disabled": false,
"license_spdx": null,
"default_branch": "main",
"license_spdx_raw": null,
"primary_language": "Go",
"significant_languages": [
"Go"
]
},
"owner": {
"blog": "www.iodesystems.com",
"name": "IodeSystems LLC",
"type": "Organization",
"login": "IodeSystems",
"company": null,
"location": "United States of America",
"followers": 3,
"avatar_url": "https://avatars.githubusercontent.com/u/132153195?v=4",
"created_at": "2023-04-29T15:33:26Z",
"is_verified": null,
"public_repos": 31,
"account_age_days": 1185
},
"license": {
"state": "absent",
"spdx_id": null,
"raw_spdx": null,
"file_present": false,
"scorecard_found": false,
"profile_has_license": false
},
"activity": {
"releases": [
{
"tag": "v0.2.0",
"kind": "minor",
"published_at": "2026-07-18T04:40:47Z"
},
{
"tag": "v0.1.0",
"kind": "minor",
"published_at": "2026-05-17T04:56:02Z"
}
],
"recent_commits": [
{
"oid": "5d40a339e5b89ef58c536eecec8d94262e241dea",
"body": "Re-ran the LLM pillar suites (llm_hard, composition) and the context\nmeasurement against bonsai, regenerating the comparison docs and syncing the\nshowcase prose. Headlines hold: llm_hard 10/10 vs 9/10 (now 3.3× faster, 27s vs\n89s), composition 5/5 self-contained + 4/4 tool-only, context one eval vs 113\ndiscrete tools = 8453 → 341 tokens (−96%).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(bench): refresh bonsai benchmark runs for release",
"author_name": "Carl Taylor",
"author_login": "Nthalk",
"committed_at": "2026-07-18T04:40:28Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "9297ba00599d6c64949feeb05909a913bea45431",
"body": "The testing.B benchmarks and `make bench-cpu` did their job guiding the perf\nsweep; not worth carrying as a standing fixture now that the interpreter is\nreasonably performant. Recoverable from history if a major before/after ever\nwarrants it.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Remove interpreter CPU benchmark suite",
"author_name": "Carl Taylor",
"author_login": "Nthalk",
"committed_at": "2026-07-18T04:21:54Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "febb150d5d4b502dad39702b292e20692a56c06d",
"body": "return fired a panic caught by recover in runFunctionBlock/Eval — expensive, and\nit runs on every function call. Replace it with a returning flag + returnValue on\nthe Visitor: the return statement sets them, statement runners (program, blocks,\nall loops, switch) check the flag and stop, and runFunct\n[…]\nost is the per-call tree-walk\n(NewEnvironment + param binding + re-interpreting the body) — a compile pass is\nthe only lever left.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "perf(runtime): flag-based return instead of panic/recover",
"author_name": "Carl Taylor",
"author_login": "Nthalk",
"committed_at": "2026-07-18T02:29:48Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "bbf0af387ba04389bc5bd34f695b5eabdaea3f24",
"body": "Per-call allocation wins for the function-call/recursion path (from the alloc\nprofile): identifier names re-extracted via GetText on every reference now reuse\nthe terminal-text cache, and the AllStatement()/AllPostfixOp() slices that ANTLR\nrebuilds on each visit are cached per node. Recursion (fib 24) 3.1M→2.35M\nallocs/op. Time is still dominated by return-via-panic — addressed next.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "perf(runtime): cache identifier text, block statements, postfix ops",
"author_name": "Carl Taylor",
"author_login": "Nthalk",
"committed_at": "2026-07-18T02:24:58Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "dccde3eef2465e11d40a2a87f4dca219f47bae87",
"body": "Add a testing.B suite over representative interpreter hot paths (arithmetic,\nbig-int, exact decimals, recursion, strings, pipelines, objects, regex) — a\nreal CPU/allocation regression guard, distinct from the LLM benchmark harness\n(which measures model behavior and wall-time, not interpreter CPU). R\n[…]\n928ms / 3.1M allocs\n(~67 allocs per call) — function-call/recursion overhead dwarfs the loop paths\nthe recent perf work optimized.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "test(perf): interpreter CPU benchmark suite + make bench-cpu",
"author_name": "Carl Taylor",
"author_login": "Nthalk",
"committed_at": "2026-07-18T02:17:21Z",
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{
"oid": "a6b0e7e6787e40e0bab634662b5af3ba6c6da966",
"body": "A precedence-climbing grammar nests ~14 expression levels; for an expression\nlike `s + i` the ~10 levels above `additive` each have a single child and just\npass through, costing a dispatch + AllXxx() slice alloc per level per visit.\nCollapse those single-child wrappers to their target in one hop (ca\n[…]\n tree-walk (eval dispatch, ANTLR GetToken/GetText) — a full\ncompile-to-bytecode would be the only lever left, at much higher risk.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "perf(runtime): collapse single-child precedence-wrapper levels",
"author_name": "Carl Taylor",
"author_login": "Nthalk",
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"oid": "a404a4baf4695911f76cb805a8714761614fa28b",
"body": "Two allocation wins found via the alloc profile:\n- A declaration-free block needs no child scope (bare assignment errors on\n undefined vars, so only let/const/function/export bind). Skip the child\n Environment when a block declares nothing — removes an allocation per loop\n iteration. Cached per b\n[…]\nated in place), so\n small-value arithmetic doesn't allocate.\n\nHot loop 555k→495k allocs/op; small-value loops allocate ~40% less.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "perf(runtime): skip empty block scopes + intern small integers",
"author_name": "Carl Taylor",
"author_login": "Nthalk",
"committed_at": "2026-07-18T02:09:57Z",
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{
"oid": "135f4d2a8f50285f360da0556866b56054eb0b34",
"body": "pprof of a hot arithmetic loop showed the interpreter re-parsing every number\nliteral from source (big.Rat.SetString, ~20% CPU / 38% incl. GetText) and\nre-extracting every operator string (GetText → alloc, ~26% of allocs) on each\nvisit — pure waste in loops, and amplified by the exact-number change \n[…]\ntural tree-walking (eval\ndispatch, a scope per loop iteration, boxed values) — a compile-to-closures\npass would be the next lever.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "perf(runtime): cache parsed number literals and operator text",
"author_name": "Carl Taylor",
"author_login": "Nthalk",
"committed_at": "2026-07-18T01:58:11Z",
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"oid": "3c849fd52e2eb3a55342dda7f1fb0319481d5caf",
"body": "Add a \"Numbers & cost\" README section (arbitrary-precision, precision boundary,\nbounded eval, profile()) and tell the model in the system prompt that numbers\nare exact — so it computes exactly instead of hedging about float precision —\nand that profile() reveals per-line cost.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: document exact numbers + profile() (README + LLM prompt)",
"author_name": "Carl Taylor",
"author_login": "Nthalk",
"committed_at": "2026-07-18T01:50:29Z",
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{
"oid": "40a8901088a8a664e99040295318cd4de4e7695f",
"body": "Auto-promoting exact numbers via a tiered representation: small integers stay\nin an int64 (alloc-free fast path), overflow to big.Int, and fractions/decimals\nbecome an exact big.Rat. The float64 view (V) is retained so Math and the ~150\n.V sites are untouched; transcendental ops (sqrt/sin/log/non-in\n[…]\ninstead of just a line number. Off by default (one\natomic load per step); counts interpreter steps, surfacing hot loops/recursion.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(runtime): arbitrary-precision numbers + cost tracing",
"author_name": "Carl Taylor",
"author_login": "Nthalk",
"committed_at": "2026-07-18T01:49:29Z",
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"oid": "ef192edeb36d8d76322aac22b6b78c55b85a46cc",
"body": "Open with the value prop (one eval vs twenty; LLM-hard reliability, ~96%\ncontext savings, safe untrusted execution) and the headline numbers, linking\nto benchmarks/ for proof. Trim the now-redundant pillar list from the\nBenchmark section.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: lead README with the three pillars + measured results",
"author_name": "Carl Taylor",
"author_login": "Nthalk",
"committed_at": "2026-07-18T01:09:16Z",
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"oid": "dd5f87303788eab0024064b94de064af3cb8ea08",
"body": "Restructure benchmarks/ around the three things mcpshell is for, dropping the\nEuler records:\n- context/: one eval vs 112 discrete tools = -96% context per request\n (341 vs 8366 prompt tokens); flat as capabilities grow, KV-cache friendly.\n- safety/: every host escape blocked by construction (table \n[…]\not a headline solve gap (honest: a strong model clears most).\nRewrites benchmarks/README.md and the main README benchmark section.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(bench): three-pillar showcase (context, safety, LLM-hard)",
"author_name": "Carl Taylor",
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"oid": "f81d0e53c5216f9073404cb4080b5f029ad79c95",
"body": "Project Euler was the wrong showcase — pure computation is bc/native's game,\nnot a tree-walking interpreter's. Refocus the benchmark on what mcpshell is\nactually for:\n\n- LLM-hard suite (llm_hard_*): the \"how many r's in strawberry\" class —\n exact counting/arithmetic/string ops, with verified refere\n[…]\nnt-I/O escapes, and step/depth limits stop runaways.\n\nRemoves the Euler teasers, references, and records. Suite is now 52 teasers.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(bench): pivot to mcpshell's real pillars; drop Project Euler",
"author_name": "Carl Taylor",
"author_login": "Nthalk",
"committed_at": "2026-07-18T00:56:05Z",
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{
"oid": "bbe4f7718e501c5745d6d87897d7c51a508a3181",
"body": "…hout\n\nRefresh the Euler run records + showcase for the perturbed problems. With no\nfamous answers to recall, bonsai solves 0/12 without the tool and 9/12 with it\n(the 3 misses are the interpreter's compute ceiling) — and faster (390s vs\n642s). The earlier canonical run flattered the baseline to 8/15 purely by\nmemorization; perturbing constants shows the true gap. Adds turns analysis.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(bench): non-canonical Euler results — 9/12 with tool vs 0/12 wit…",
"author_name": "Carl Taylor",
"author_login": "Nthalk",
"committed_at": "2026-07-17T23:56:55Z",
"body_truncated": false,
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"oid": "89325f3742ee7d3907461ef1187df06e429e3b4e",
"body": "Replace the 12 canonical Euler problems (and drop the 3 redundant variants)\nwith perturbed-constant versions, so the answers are not the famous Project\nEuler numbers a model can recall instead of compute. Every reference solution\nrecomputed and verified against its validator. Suite is now 54 teasers.\n\nThis removes the memorization confound: the reasoning-only baseline can no\nlonger pass by reciting known answers.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(bench): make Project Euler problems non-canonical",
"author_name": "Carl Taylor",
"author_login": "Nthalk",
"committed_at": "2026-07-17T23:56:55Z",
"body_truncated": false,
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{
"oid": "f8ea5459db17d7f3951b4383fd55f1ef7c8ef4d1",
"body": "Add benchmarks/README.md (headline + index) and per-suite showcase pages\n(euler, compose) linking to comparison docs and run records; make the main\nREADME benchmark section high-level, linking into benchmarks/. Records carry\nturns, processed(cached) tokens, and time-to-solution.\n\nHeadline (bonsai): \n[…]\nssed tokens (31k vs 19k on Euler) separated from cached (~free),\nand no-tool timeouts that report 0 tokens flagged as undercounts.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(bench): benchmark showcase pages + with/without records",
"author_name": "Carl Taylor",
"author_login": "Nthalk",
"committed_at": "2026-07-17T23:16:56Z",
"body_truncated": true,
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"oid": "1042c2a53d0ddc458f1c60aec03100d95845260f",
"body": "Capture prompt/cached/completion tokens from each chat completion and count\nmodel round-trips (turns), threaded through RunAgent → Result → results.json\nand the reports. Distinguish processed tokens (non-cached prompt + generated,\nthe real compute cost) from cached prompt reuse (~free), since the mc\n[…]\ne` gains\na Headline table (solved / turns / processed+cached tokens / time, with vs\nwithout) and per-problem proc(cached) columns.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(bench): record turns and token usage (processed vs cached) per run",
"author_name": "Carl Taylor",
"author_login": "Nthalk",
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"body_truncated": true,
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{
"oid": "b6a3b49cb8d26a2e11d2ec905cde3a719a3c3dbb",
"body": "Cover --no-tool baseline, --label, `bench compare`, tool/model timing,\nthe Euler + composition suites, the SQLite fixture, and reference tests.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: document the benchmark harness in README",
"author_name": "Carl Taylor",
"author_login": "Nthalk",
"committed_at": "2026-07-17T22:14:59Z",
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{
"oid": "d0a6e9f5df198ab0212195251aa9c3e14c26cf7a",
"body": "Recorded runs for the Project Euler and composition suites, with and\nwithout the mcpshell tool, plus generated comparison docs. Show the tool\nbuys correctness on data/compute tasks while heavy-compute timeouts are\ninterpreter runtime (see the tool-ms vs model-ms columns).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(bench): sample bonsai with/without run records",
"author_name": "Carl Taylor",
"author_login": "Nthalk",
"committed_at": "2026-07-17T22:14:59Z",
"body_truncated": false,
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{
"oid": "14d508395b093d4be2fe551fc024d703390f8ed1",
"body": "Expand the benchmark harness:\n- --no-tool runs a reasoning-only baseline (no mcpshell tool offered);\n ToolOnly teasers that need tool-provided data are skipped in this mode.\n- --label overrides the model name in output paths/reports; per-call\n tool-runtime vs. model-time timing is recorded and ren\n[…]\nELL_BENCH_HEAVY) with a coverage guard against the suite.\n- `bench compare` builds a with/without doc from two runs' results.json.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(bench): no-tool baseline, Euler/composition suites, reference tests",
"author_name": "Carl Taylor",
"author_login": "Nthalk",
"committed_at": "2026-07-17T22:14:46Z",
"body_truncated": true,
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{
"oid": "1fc60f891f323ea1e9cca3c864263068c410d8e1",
"body": "Pipe-friendly aggregators so `arr |> sum()` replaces the common\n`reduce((a, x) => a + x, 0)` boilerplate. avg errors on an empty array;\nsum/product return the identity (0/1). Adds an elemNumber helper.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(toolkit): add sum/avg/product array reducers",
"author_name": "Carl Taylor",
"author_login": "Nthalk",
"committed_at": "2026-07-17T22:14:33Z",
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"body": "Drop the `columns` core command (extract fields by index from a delimited\nstring); the same is expressible with split + index/map.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "refactor(toolkit): remove the columns command",
"author_name": "Carl Taylor",
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"oid": "c2daeeb94564f2c8090cd0121f3c8f0aabb5f2a0",
"body": "Replace the internal endpoint with a generic placeholder.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: use placeholder LLM host/model in env.local.example",
"author_name": "Carl Taylor",
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"oid": "cc6aa58e0973187e9ad3fe2512972c295effe3e1",
"body": "Add a Toolkits table plus SQL and Browser subsections covering the\nenabling flags (--sql, --browser, --web, --files-dir), read-only\ndefaults, and command surfaces that were previously undocumented.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: document SQL and browser toolkits in README",
"author_name": "Carl Taylor",
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"oid": "ca75d786eb92b2ba44e0c53b4e4118bd937d8d07",
"body": "The NUMBER lexer rule had no exponent, so `1e3` syntax-errored in object literals\nand expressions. Add an optional EXPONENT fragment ([eE][+-]?[0-9]+) to both\ninteger and leading-dot forms; regenerated the lexer via `make generate`. No\nregressions (1.foo member access, plain ints/floats unchanged); tests added.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(grammar): NUMBER accepts scientific notation (1e3, 1.5e-2, 2.5E+4)",
"author_name": "Carl Taylor",
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"committed_at": "2026-07-16T18:36:45Z",
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"oid": "4d8cbe1204780b082a565b8d9a996b14feba9534",
"body": "…mmas\n\nparseJson/JSON.parse required quoted keys; loosen the hand-written parser to\nmatch the language's object-literal rule: bare (unquoted) identifier keys and\ntrailing commas are accepted, but VALUES stay strict — a bareword is never an\nimplicit string (it errors), only keys may be unquoted. Builtin help + examples\nupdated for discoverability; strict JSON still parses unchanged.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(toolkit): parseJson accepts loose JSON — bare keys + trailing co…",
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"body": "Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: add release badge to README",
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"body": "Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: add go install / go run instructions",
"author_name": "Carl Taylor",
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"body": "…uage\n\nAn ANTLR4 parser, a panic/recover interpreter, the\ncore/math/web/file/graph/sql/browser toolkits, an MCP server with\nupstream-server composition, and the LLM benchmark harness. 750+ tests.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: initial commit — mcpshell, a sandboxed JS-subset scripting lang…",
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{
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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{
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{
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{
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{
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"scorecard_aggregate": 1.2
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "no pull request found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/29 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 workflows found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "project was created within the last 90 days. Please review its contents carefully",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "no dependencies found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "no SAST tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "No tokens found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "9 existing vulnerabilities detected",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"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"
],
"review_only_matches": 0,
"assessed_self_published_locations": 1
},
"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": "moderate",
"name": "AI Readiness",
"value": 69,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "at_risk",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 1,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "29 of 29 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 29,
"sampled": 29
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_pinned_dependencies"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 79,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"go.sum"
],
"has_dockerfile": false,
"typed_language": true,
"bootstrap_files": [
"Makefile"
],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 1,
"toolchain_manifests": [
"go.mod"
],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "Go (statically typed)",
"points": 11,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "Go"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "29 of the last 29 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 29,
"sampled": 29
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "no dependencies found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "excellent",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 99,
"inputs": {
"primary_language": "Go",
"largest_source_bytes": 397601,
"source_files_sampled": 60,
"oversized_source_files": 1
},
"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": "1/60 source files over 60KB",
"points": 54.1,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 60,
"oversized": 1
}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
],
"report_type": "repository",
"generated_at": "2026-07-27T16:29:29.614061Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/i/IodeSystems/mcpshell.svg",
"full_name": "IodeSystems/mcpshell",
"license_state": "absent",
"license_spdx": null
}Оцінки — це сигнали, а не гарантії. Вони відображають публічно видимі практики на GitHub — це не аудит коду й не гарантія безпеки.
Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v1.13.0, схема v0.27.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — Go.