Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 2.3.1 · 2026-07-28 04:43 UTC

manthanghasadiya / mcpsec

An AI-driven dynamic protocol fuzzer for the Model Context Protocol (MCP). Prove runtime exploitability by discovering state violations, transport crashes, and application-layer logic flaws (SSRF, LFI) before your AI agents do.

PythonMIT★ 22 зірки⑂ 3 форкиз лют. 2026 р.Переглянути на GitHub ↗
ТипMCP-серверБібліотекаІнструмент командного рядкаяк це визначено

manthanghasadiya/mcpsec має індекс здоров’я 63 зі 100, що відповідає смузі «Помірний». Найвищий показник — Vitality (77/100), найнижчий — AI Readiness (36/100). Останнє оновлення було 15 днів тому. Більшість нещодавньої роботи виконує один учасник.

63
загалом / 100
Помірний

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»).

63
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 59 калібровано до 63 за шкалою опублікованого індексу (калібрування реєстру 2026-08-02).

Власність

Manthan GhasadiyaОсобистий обліковий запис
56 підписників68 публічних репозиторіївз лип. 2020 р.

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікаціяТеги
PyPImcpsec2.7.23192015 днів томуaillmmcppentestscannersecurityvulnerability

Метрики за категоріями

Життєздатність

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

77Добрий · 21% загального індексу
Як обчислюється оцінка
28.8/36Свіжість push — останній push 15 дн. тому
7.6/36Ритм комітів — 11/52 тижнів із комітами
18/18Обсяг комітів — 125 комітів за останній рік
7/10OpenSSF Scorecard: Maintained — 9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7
Використані вхідні дані
commits_last_year125
human_commit_share1
days_since_last_push15
active_weeks_last_year11
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 11 релізів
36/36Свіжість релізів — останній реліз 15 дн. тому
27/27Ритм релізів — реліз кожні ~12,6 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count11
latest_release_tagv2.7.2
releases_from_tagsні
days_since_latest_release15
mean_days_between_releases12,6
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?

47Слабкий · 17% загального індексу
Як обчислюється оцінка
21.4/60Зірки — 22 зірок
2.5/25Форки — 3 форків
0/15Спостерігачі — 0 спостерігачів
Використані вхідні дані
forks3
stars22
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (MIT)
18/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
6.3/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
readme_badges
has_contributingтак
has_issue_templateні
has_code_of_conductні
readme_badge_services
has_pull_request_templateтак
Як обчислюється оцінка
33.4/80Щомісячні завантаження — 319 завантажень/місяць у pypi
0/20Залежні пакети в реєстрі — ця екосистема цього не повідомляє
Використані вхідні дані
packagesmcpsec
dependents
ecosystemspypi
total_downloads
monthly_downloads319
Виключено з оцінювання (немає даних або не застосовно): Залежні пакети в реєстрі. Залишкові ваги перенормовано.

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
0/22.5Розподіл комітів — головний контриб’ютор — автор 100% комітів
1.4/13.5Широта контриб’юторів — 1 контриб’юторів
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Використані вхідні дані
bus_factor1
contributors_sampled1
top_contributor_share1
Як обчислюється оцінка
42/42Вирішення issue — закрито 100% issue
26.7/30Прийняття PR — злито 8/9 вирішених PR
0/13Newcomer PR acceptance — за 30 дн. не вирішено жодного PR від новачка
0/15OpenSSF Scorecard: Code-Review — Found 0/8 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs8
open_issues0
closed_issues2
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio1
closed_unmerged_prs1
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
12.6/25Охоплення власника — 56 підписників у manthanghasadiya
25/25Послужний список — 68 публічних репозиторіїв, вік облікового запису ~6 р.
Використані вхідні дані
followers56
owner_typeUser
is_verified
owner_loginmanthanghasadiya
public_repos68
account_age_days2 198
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 pypi
35/35Свіжість публікацій — остання публікація 15 дн. тому
20/20Історія версій — 20 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesmcpsec
ecosystemspypi
any_deprecatedні
min_days_since_publish15

Інженерна якість

Чи наявні базові інженерні практики та документація?

61Помірний · 19% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 2 процес(ів) CI
24/24Наявні тести
0/16Конфігурація лінтера
0/9.6Pre-commit-хуки
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 8 out of 8 merged PRs checked by a CI test -- score normalized to 10
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configні
has_precommit_configні

Документація

50Помірний
Як обчислюється оцінка
30/30README
0/25Каталог документації
0/15Сайт документації / домашня сторінка
10/10Опис репозиторію
10/10Теми — 11 тем
0/10Wiki
Використані вхідні дані
topicsai-security, appsec, cybersecurity, fuzzer, mcp, mcp-server, mcp-tools, model-context-protocol, pentesting, ssrf, vulnerability-scanners
has_wikiні
homepage
has_readmeтак
has_docs_dirні
has_descriptionтак

Безпека

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

53Помірний · 16% загального індексу

Стан безпеки

46Слабкий
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 8 out of 8 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/8 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Ліцензія — license file detected
5.2/7.5Maintained — 9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7
0/5Packaging — немає даних
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — немає даних
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4,6
Виключено з оцінювання (немає даних або не застосовно): packaging, signed_releases. Залишкові ваги перенормовано.
Як обчислюється оцінка
13.7/35Прямі залежності без відомих сповіщень — уражено 1: mcp 1.23.3 (high 7.6)
25/25Непрямі залежності без відомих сповіщень — жодна непряма залежність не має відомих сповіщень
40/40Немає задавнених сповіщень — жодне сповіщення не є публічним довше за 90 дн.
Використані вхідні дані
sourceosv
advisories6
affected_packages1
assessed_packages69
unassessed_packages0
affected_by_severityhigh 1
direct_affected_packages1
Звірено з runtime-замиканням залежностей pypi:mcpsec@2.7.2 — тим, що тягне за собою встановлення опублікованого пакета, — 69 пакетів. 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.

36Слабкий · 4% загального індексу
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 80 з 100 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,8
agent_instruction_files
agent_instruction_max_bytes
Як обчислюється оцінка
0/18Розгортання однією командою
22/22Автоматизовані тести
0/11Конфігурація лінтера / форматера
0/11Статична перевірка типів
10/10Відтворюване середовище — Nix
0/10Підтверджена практика роботи з агентами — серед останніх 100 комітів немає створених агентом
0/8Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixтак
has_testsтак
lockfiles
has_dockerfileні
typed_languageні
bootstrap_files
has_devcontainerні
has_linter_configні
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Як обчислюється оцінка
0/45Типізований код — Python без конфігурації перевірки типів
52.4/55Керовані розміри файлів — 7/146 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes273 565
source_files_sampled146
oversized_source_files7
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
20/20Сервер MCP
0/40Придатні до запуску приклади
Використані вхідні дані
example_dirs
has_mcp_signalтак
api_schema_files

Ключові факти

22зірок GitHub
1контриб'юторів
125комітів за останні 12 місяців
15днів від останнього пушу
11релізів
1бас-фактор
0відкритих issue
PyPIпакетних екосистем

Попередження щодо збору даних

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

Докладніше

Історія зірок і форків 0 ★ / 3 ⇿
0Зірки
3Форки
9Релізи

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.

12233312026-032026-032026-04
Мажорні 2Мінорні 3Патчі 4
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 · 2026-07-28 04:43 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests8 out of 8 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/8 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
7Maintained9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7
н/дPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
н/дSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Прямі залежності 7
РеєстрПакетОбмеження версіїМаніфест
PyPImcp>=1.0.0pyproject.toml
PyPIrich>=13.0.0pyproject.toml
PyPItyper>=0.12.0pyproject.toml
PyPIhttpx>=0.27.0pyproject.toml
PyPIpydantic>=2.0.0pyproject.toml
PyPIanyio>=4.0.0pyproject.toml
PyPIsemgrep>=1.90.0pyproject.toml
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

Сповіщення про залежності 1

Встановлення pypi:mcpsec@2.7.2 тягне 69 пакетів, прямих і транзитивних: 1 мають відомі сповіщення, з них 1 — прямі залежності.

ПакетВерсіяЗв'язокКритичністьСповіщеньВиправлено в
mcp1.23.3прямависока61.28.1

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
{
  "data": {
    "repo": {
      "topics": [
        "ai-security",
        "appsec",
        "cybersecurity",
        "fuzzer",
        "mcp",
        "mcp-server",
        "mcp-tools",
        "model-context-protocol",
        "pentesting",
        "ssrf",
        "vulnerability-scanners"
      ],
      "is_fork": false,
      "size_kb": 2535,
      "has_wiki": false,
      "homepage": null,
      "languages": {
        "Nix": 1106,
        "Python": 2372649
      },
      "pushed_at": "2026-07-12T05:55:12Z",
      "created_at": "2026-02-18T05:30:35Z",
      "owner_type": "User",
      "updated_at": "2026-07-12T05:49:49Z",
      "description": "An AI-driven dynamic protocol fuzzer for the Model Context Protocol (MCP). Prove runtime exploitability by discovering state violations, transport crashes, and application-layer logic flaws (SSRF, LFI) before your AI agents do.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "manthanghasadiya.me",
      "name": "Manthan Ghasadiya",
      "type": "User",
      "login": "manthanghasadiya",
      "company": null,
      "location": "USA",
      "followers": 56,
      "avatar_url": "https://avatars.githubusercontent.com/u/68530736?v=4",
      "created_at": "2020-07-20T05:44:28Z",
      "is_verified": null,
      "public_repos": 68,
      "account_age_days": 2198
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v2.7.2",
          "kind": "patch",
          "published_at": "2026-07-12T05:47:34Z"
        },
        {
          "tag": "v2.7.1",
          "kind": "patch",
          "published_at": "2026-04-16T00:36:35Z"
        },
        {
          "tag": "v2.7.0",
          "kind": "minor",
          "published_at": "2026-03-23T20:42:34Z"
        },
        {
          "tag": "v2.6.1",
          "kind": "patch",
          "published_at": "2026-03-20T23:10:18Z"
        },
        {
          "tag": "v2.6.0",
          "kind": "minor",
          "published_at": "2026-03-20T23:12:26Z"
        },
        {
          "tag": "v2.5.0",
          "kind": "minor",
          "published_at": "2026-03-20T23:18:39Z"
        },
        {
          "tag": "v2.0.3",
          "kind": "patch",
          "published_at": "2026-03-20T23:18:44Z"
        },
        {
          "tag": "v2.0.2",
          "kind": "patch",
          "published_at": "2026-03-20T23:19:23Z"
        },
        {
          "tag": "v2.0.1",
          "kind": "patch",
          "published_at": "2026-03-20T23:19:27Z"
        },
        {
          "tag": "v2.0.0",
          "kind": "major",
          "published_at": "2026-03-20T23:19:32Z"
        },
        {
          "tag": "v1.0.0",
          "kind": "major",
          "published_at": "2026-03-20T23:19:43Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "32659498466044a7cff5c14d32405c2e38c3481a",
          "body": "Update CVEs count in README.md",
          "is_bot": false,
          "headline": "Merge pull request #11 from manthanghasadiya/manthanghasadiya-patch-1",
          "author_name": "Manthan Ghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-07-12T05:49:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d0a7564c70d861f92e5b34f80df30a44a95c3317",
          "body": null,
          "is_bot": false,
          "headline": "Update CVEs count in README.md",
          "author_name": "Manthan Ghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-07-12T05:49:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "394ddf99b61d71a5131cbaedfba970f38236f8cb",
          "body": "…moval\n\nCleanup/codebase slop removal",
          "is_bot": false,
          "headline": "Merge pull request #10 from manthanghasadiya/cleanup/codebase-slop-re…",
          "author_name": "Manthan Ghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-07-12T05:37:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3d7a205a6d3d7ae99e9d79119ce4ef88e838b291",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump version to 2.7.2 and final cleanup verification",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-07-12T05:26:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7220ad112c5b416603d84aed3f58962c910ad66c",
          "body": null,
          "is_bot": false,
          "headline": "cleanup: replace silenced exceptions with proper debug logging",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-07-12T05:15:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f3f2456f7d06d923cac7171aecf19878a4e93cf8",
          "body": "…156 duplicate regexes",
          "is_bot": false,
          "headline": "cleanup: deduplicate sink patterns, consolidate by vuln type, remove …",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-07-12T05:02:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7f819df8ff26b87ff8ad3488a9e12d9afd7253c0",
          "body": null,
          "is_bot": false,
          "headline": "cleanup: rename memory_exhaustion_v2, merge protocol_state generators",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-07-12T04:49:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "83cc67496a38b614bcbb1cdaa4d0ffd794985c62",
          "body": null,
          "is_bot": false,
          "headline": "cleanup: move test server fixtures to tests/servers/",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-07-12T04:43:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "85400ef38d8282e15b5ff9a4aa3560bca1948e42",
          "body": null,
          "is_bot": false,
          "headline": "cleanup: remove dead code (taint_analyzer, sql stubs, py_analyzer)",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-07-12T04:41:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "de6bbaf0caf1435fda6b0706ab3ce8226502d57c",
          "body": "Fix: Global UI Resilience for Legacy Windows Terminals (Closes #8)",
          "is_bot": false,
          "headline": "Merge pull request #9 from manthanghasadiya/fix-ui-global-resilience",
          "author_name": "Manthan Ghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-25T03:10:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3add437d13265e99bbd23786f2b1dfa15c7bacf4",
          "body": null,
          "is_bot": false,
          "headline": "fix(ui): implement global SafeConsole resilience (closes #8)",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-25T03:08:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "46959f00194b6c506fb024d1354d39f99cf85a17",
          "body": "Fix: Handle UnicodeEncodeError in print_target_info (Closes #6)",
          "is_bot": false,
          "headline": "Merge pull request #7 from manthanghasadiya/fix-ui-unicode-fallback",
          "author_name": "Manthan Ghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-25T02:36:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6a67a66e7c6968fdd01ba342047fa553fdc64778",
          "body": "…ses #6)",
          "is_bot": false,
          "headline": "fix(ui): handle UnicodeEncodeError in print_target_info fallback (clo…",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-25T02:33:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b574344ae49359b99f2cb099d6ffaefb2443b341",
          "body": "Update vulnerability severity for mobile-mcp",
          "is_bot": false,
          "headline": "Merge pull request #5 from manthanghasadiya/manthanghasadiya-patch-2",
          "author_name": "Manthan Ghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-16T01:43:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cf345ed45a4e9f6149790f185e16fb266f6271d4",
          "body": null,
          "is_bot": false,
          "headline": "Update vulnerability severity for mobile-mcp",
          "author_name": "Manthan Ghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-16T01:40:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e3f4b6db523b055173f5c620066d6df7c427b75",
          "body": "Fix formatting and punctuation in README.md",
          "is_bot": false,
          "headline": "Merge pull request #4 from manthanghasadiya/manthanghasadiya-patch-1",
          "author_name": "Manthan Ghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-16T01:39:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7ab550c128ee858a5c7240b8a82402af7456eb77",
          "body": null,
          "is_bot": false,
          "headline": "Fix formatting and punctuation in README.md",
          "author_name": "Manthan Ghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-16T01:39:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4584add920f9473c98e56cb44f5dd490733c10a3",
          "body": "docs: professional README cleanup and mobile-mcp CVE update",
          "is_bot": false,
          "headline": "Merge pull request #3 from manthanghasadiya/docs/readme-overhaul",
          "author_name": "Manthan Ghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-16T01:37:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f11c973ec41be0f2389515fc689a130cd626e27",
          "body": null,
          "is_bot": false,
          "headline": "docs: professional README cleanup and mobile-mcp CVE update",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-16T01:16:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "68dbeb90af17ef361cc032f6fb5ab00a0853c9b4",
          "body": null,
          "is_bot": false,
          "headline": "chore: release v2.7.1 - Audit Engine Overhaul",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-16T00:35:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fff0770b1a30bbb5456a1999e6576b9b525c8788",
          "body": null,
          "is_bot": false,
          "headline": "docs: update README metrics for v2.7.1 release",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-16T00:35:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a29057fc1fdff1fbbbf89425428e22f9123f0172",
          "body": "This is a patch release with pattern expansion and bug fixes.\nSaving v2.8.0 for LLM-first audit engine with tree-sitter AST.\n\nChanges:\n- 3,450+ sink patterns (up from ~800)\n- 105 sanitizer patterns\n- 45 MCP source patterns\n- 100% detection accuracy on test suite\n- Fixed multi-line matching, variable SQLi, eval() detection\n- Improved AI classification and deduplication",
          "is_bot": false,
          "headline": "chore: rename v2.8.0-alpha.1 to v2.7.1",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-16T00:28:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a060ea029dfabc9b87d2429555782d3941475b0d",
          "body": null,
          "is_bot": false,
          "headline": "fix(patterns): add simpler eval() matching for nested parenthesis",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-08T06:16:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "be823feb4553025254a071ac1a6d4b01fb19f549",
          "body": "PATTERNS:\n- Add cursor.execute(variable) for SQL injection\n- Add subprocess multi-line with re.DOTALL support\n- Add urllib.request.urlopen for SSRF\n- Add open(variable) for path traversal\n- Add ET.fromstring for XXE\n- Add hardcoded secret detection\n- Add format string injection\n\nFIXES:\n- Keep MEDIUM confidence sinks in heuristic analysis\n- Deduplicate findings by (file, line, vuln_type)\n- Support re.DOTALL flag in pattern matching\n\nDetection rate on blind_test.py: 15% -> 90%+",
          "is_bot": false,
          "headline": "fix(audit): improve detection accuracy",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-08T05:48:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0ad210aab1995c02a89e4c03e2767b0af35cf394",
          "body": "…; add patterns/ to exclude_dirs",
          "is_bot": false,
          "headline": "fix(scanner): explicit --path skips exclusions for files and root dir…",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-08T05:13:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "697ab99fde5205d3136b62d48f7c8004e7ce7162",
          "body": null,
          "is_bot": false,
          "headline": "feat(audit): sanitizers, sources, LLM reachability - Phase 1B",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-08T04:44:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2f394db418e06d44e4ca279545383b1b540f1ee1",
          "body": null,
          "is_bot": false,
          "headline": "feat(audit): add 1200+ sink patterns - Phase 1A",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-08T04:31:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3909ed3c39783915ee0f9917c3aa09a390f9db56",
          "body": null,
          "is_bot": false,
          "headline": "chore: remove verify_patterns.py and add to .gitignore",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-04T06:23:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "02502733390091330ce52498869518b2756bafd1",
          "body": null,
          "is_bot": false,
          "headline": "chore: remove test repository folder",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-04T06:12:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ce895e9c82d82e9cbb70578db22ecffe06e73fc",
          "body": "- Add FindingTag enum (VULNERABILITY, SUSPICIOUS, NEEDS_REVIEW, LIKELY_BY_DESIGN, BY_DESIGN)\n- Single AI call per audit using README + package.json context\n- Never removes findings - only tags and groups them\n- Grouped output with suspicious at top, by-design at bottom\n- AI reasoning shown for each finding\n- Fallback to hardcoded heuristics when --ai not used",
          "is_bot": false,
          "headline": "feat(audit): AI-powered finding classification with 5-level confidence",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-04T06:10:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aad5bfce534e941e7b669fa522c78d7eb601a7e9",
          "body": "- Add Semgrep exclusion filters for test/demo/script directories\n- Implement server type detection (filesystem/fetch/shell/database)\n- Add --include-tests flag to show all findings\n- Show exclusion summary in output (test: X, demo: Y, scripts: Z)\n- Downgrade by-design findings to INFO severity\n\nReduces false positives from 357 to 55 on modelcontextprotocol/servers",
          "is_bot": false,
          "headline": "feat(audit): add test file exclusion and by-design detection",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-04T05:29:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c496403707afa1c9cfb4b9467f68aeee61949e1d",
          "body": "- Add Audit v3 section with 7-stage pipeline diagram\n- Add 800+ sink pattern table by vulnerability class\n- Add framework detection and heuristic fallback docs\n- Add new Sink Patterns badge\n- Add v2.8.0-alpha.1 changelog entry\n- Update How It Works diagram with static analysis step",
          "is_bot": false,
          "headline": "docs: update README for Audit v3 / Phase 1 with 800+ sink patterns",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-01T01:12:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e767fcd34ae42afe7bd1f7102607a8aa2c9547ee",
          "body": "- Add pattern database architecture (base.py, registry.py)\n- Add 800+ sink patterns across 12 vulnerability classes:\n  * Command injection (Python/JS/TS/Go/Rust/Java/C/C#/Ruby/PHP)\n  * SQL injection (sqlite/psycopg2/pymysql/Sequelize/SQLAlchemy/Drizzle/Kysely)\n  * Path traversal (fs/aiofiles/Deno/Bu\n[…]\n scanner (mcpsec/static/analysis/sink_scanner.py)\n- Add LLM reachability analyzer (mcpsec/static/analysis/reachability.py)\n- Refactor audit engine to 7-stage pipeline\n- Update version to 2.8.0-alpha.1",
          "is_bot": false,
          "headline": "feat(audit): Phase 1 complete - 800+ sink patterns across 12 languages",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-04-01T00:54:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9c58f72fa9e9520883438581725b27ab76e7f87a",
          "body": null,
          "is_bot": false,
          "headline": "docs: add MCP TypeScript SDK integer overflow DoS finding",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-27T03:52:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bb5ef1bb95c7bb7977ae29f767bbbe287aa0d60c",
          "body": null,
          "is_bot": false,
          "headline": "docs: update bugs fixed badge to 10",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-26T14:12:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6f1a930980ca36cee443f1b19f685be0ccac908a",
          "body": null,
          "is_bot": false,
          "headline": "docs: sync readme with reported bugs (15+)",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-26T13:58:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8cb66c8ce616a14d0e090deda4ef4dd23bba53e2",
          "body": null,
          "is_bot": false,
          "headline": "docs: add missing radare2-mcp findings to bugs table",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-25T02:38:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "263fa83a7d5d2867d78417bf56635495afe7f4e1",
          "body": "New Features:\n- Coverage-guided evolutionary fuzzer inspired by AFL\n- Energy-based corpus scheduling\n- MCP-aware + raw byte mutations\n- Response fingerprinting\n\nBugs Found:\n- MCP Python SDK ClosedResourceError (#2328)\n- radare2-mcp SIGSEGV via type confusion (#42)",
          "is_bot": false,
          "headline": "feat: add evolutionary fuzzer (mcpsec evolve) + v2.7.0 release",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-23T20:41:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "387fdcb6dde6da17e9d79508238c4f9f61e52ed6",
          "body": null,
          "is_bot": false,
          "headline": "Add vulnerability details for radare2-mcp",
          "author_name": "Manthan Ghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-23T18:15:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4efa6a530ec162b6cf2d6f89695067e44586bcd0",
          "body": null,
          "is_bot": false,
          "headline": "Update README with real bugs found and fixes",
          "author_name": "Manthan Ghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-23T16:37:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1b9b37a6f43f71c985e7ffd0b6c5a8a3bd4f4f41",
          "body": "…buting section; update release workflow",
          "is_bot": false,
          "headline": "docs: update README with CI badge, v2.6.1 changelog, Nix docs, contri…",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-20T23:38:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b3ea5265c4f08d0c822adf5f5655ad7ea97a9623",
          "body": null,
          "is_bot": false,
          "headline": "ci: fix lint and test jobs for cross-platform compatibility",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-20T23:38:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7efff425997900c5682bacf5b671be40ce7dadd9",
          "body": null,
          "is_bot": false,
          "headline": "ci: trigger fresh CI run",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-20T23:37:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b7c63ee59af04e7907cf7e6bfac1635d3735125f",
          "body": "Co-authored-by: Abhi <85984486+AbhiTheModder@users.noreply.github.com>",
          "is_bot": false,
          "headline": "chore: add CI/CD, Nix support, env fix, community templates",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-20T23:37:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a7f6a1c7879e58f8c43f1b3427098c9dc7e0d04c",
          "body": null,
          "is_bot": false,
          "headline": " docs: Add Real Bugs Found section",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-20T00:20:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cace2a61af50205bc700b37ad1b189ae434b391c",
          "body": null,
          "is_bot": false,
          "headline": "release: v2.6.0 - Auto-Discovery Scanner and Windows compatibility fixes",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-13T08:06:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "14cd4146fc7e3e4c988dc9e2847db59d7353de1c",
          "body": null,
          "is_bot": false,
          "headline": "fix(discovery): fix object extra attribute error in json export",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-13T07:31:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f43ddab70b7bbdc4615a25b344aeaa8cfe540b4e",
          "body": null,
          "is_bot": false,
          "headline": "feat: Add auto-discovery scanner support for v2.5.0",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-13T07:24:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "197850a4f5ec303cc87d7a9f1e09c9d95ea67218",
          "body": null,
          "is_bot": false,
          "headline": "Release v2.5.0 - Major scanner improvements, reduced false positives",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-05T00:21:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a8988fae55b213ea47afb897461bd17358022d4",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump version to 2.4.1 for pypi release",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-04T06:25:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9695989941769f1d9f33a1443c550137d15a4c25",
          "body": null,
          "is_bot": false,
          "headline": "docs: add demo gif to README",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-04T06:22:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3883eff905398e950ba00e2c320cbfd0e8821d07",
          "body": null,
          "is_bot": false,
          "headline": "fix(fuzzer): add missing restart_server method to HttpFuzzer",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-02T20:56:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4dbf5d4cef08e7097c0d127e1eaa0d1a517f158a",
          "body": null,
          "is_bot": false,
          "headline": "fix(rules): exclude RegExp and Zod .describe() from SAST injections",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-01T06:14:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3974a6c46564220178fa1d1749c2159d634263d3",
          "body": null,
          "is_bot": false,
          "headline": "chore(rules): refine SAST patterns to reduce false positives",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-01T05:49:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5ec7c1205f2cc1c13a842c6e4563b32bad2dbda3",
          "body": null,
          "is_bot": false,
          "headline": "chore: formatting fixes for SAST YAML rules",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-01T05:32:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "494c83117e4548c2d80807d7b7f2121e4d58bcc8",
          "body": "New rule files:\n- mcp-broad-command-injection.yml: non-literal exec/spawn, concat, join, shell:true\n- mcp-broad-path-traversal.yml: all fs ops, fs.promises, Express req->fs\n- mcp-broad-sql-injection.yml: Sequelize/Knex/Prisma, template, concat\n- mcp-ssrf-patterns.yml: fetch/axios/got/http, URL templ\n[…]\nserver-patterns.yml: dangerous tools, empty schemas, error leaks\n- mcp-python-broad.yml: open, pathlib, subprocess, tempfile, debug\n- mcp-code-smells.yml: TODOs, empty catch, TLS, CORS, ReDoS, logging",
          "is_bot": false,
          "headline": "feat: SAST rules expansion  87 new rules, 154 total (v2.4.0)",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-03-01T04:37:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "85418a110724f079de738876ba19bd6d59fce8b2",
          "body": "Pre-serialize deeply nested JSON objects/arrays as raw bytes in\nmemory_exhaustion_v2.py instead of constructing Python dicts/lists.\nAdded try/except safety catch in fuzz_engine._collect_cases() and\nproper framing for pre-serialized bytes payloads.",
          "is_bot": false,
          "headline": "fix: RecursionError from deeply nested fuzzer payloads",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-28T21:11:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "96e303daa7c75115419314bdd98b7f717962301b",
          "body": "Scanners:\n- command_injection.py: 11  138 payloads (8 categories)\n- path_traversal.py: 6  104 payloads (7 categories)\n- ssrf.py: 6  81 payloads (6 categories)\n- Confirmation-based detection with CONFIRMED/LIKELY confidence\n\nFuzzers (5 new generators, 187+ new test cases):\n- integer_boundaries.py: in\n[…]\nrust-injection.yml: Command::new, format! SQL, unsafe deser\n- mcp-python-async.yml: subprocess_shell, aiofiles, pickle, eval/exec\n- mcp-dotnet-injection.yml: Process.Start, SQL interp, BinaryFormatter",
          "is_bot": false,
          "headline": "feat: nuclear expansion  scanners, fuzzers, and audit rules (v2.3.0)",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-28T20:59:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3f7fbd685cd3674cc795ae5d42b00ee0de9dcb20",
          "body": "…ds (v2.2.0)\n\n- New mcpsec/reporters/sarif_report.py with full SARIF 2.1.0 compliance\n- --format sarif flag on scan, fuzz, and audit commands\n- --output and --format flags added to audit command\n- CWE mapping, security-severity scores, fingerprints, code flows\n- 23 new tests in tests/test_sarif.py\n- Fix: exploit run command resolves param name from tool schema\n- Fix: AI client import corrected to mcpsec.ai.llm_client.LLMClient",
          "is_bot": false,
          "headline": "feat: add SARIF 2.1.0 output support for scan, fuzz, and audit comman…",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-28T20:22:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "36b97de23c68b64a62ce7830c91946821a4013c1",
          "body": "…lient integration",
          "is_bot": false,
          "headline": "fix: resolve tool parameter name from schema in run command, fix AI c…",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-28T04:22:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9ef9cd2232f3407caaea08e4155156c225c26e7a",
          "body": "…vements",
          "is_bot": false,
          "headline": "release: v2.1.0 - AI-Powered Exploitation Assistant and REPL UX Impro…",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-28T03:47:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8a943cc185e184314780e2878de29025119c51f4",
          "body": null,
          "is_bot": false,
          "headline": "Updated readme",
          "author_name": "Manthan Ghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-27T18:42:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "57988a792ab244d5467090dc103750e12ca95dbd",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump version to v2.0.3 and update changelog",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-27T01:05:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "57cf2b961bbb275a1f3b11f0ac12a19b81637daa",
          "body": null,
          "is_bot": false,
          "headline": "Release v2.0.2: Advanced SQL Scanner and Tool Chain Analysis",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-26T02:39:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d7265b862995b9a4f93b9948a3bb7708559bfac8",
          "body": null,
          "is_bot": false,
          "headline": "docs: update bugs count to 7 and link license in README",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-25T06:49:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "525001fdc420cffcf892acbcf01df2828c6b9aef",
          "body": null,
          "is_bot": false,
          "headline": "docs: update README and CHANGELOG for v2.0.1 release",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-25T06:49:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "030d4406854ee4214ec01c0b242549c1a4b7d2cd",
          "body": null,
          "is_bot": false,
          "headline": "Bump version to 2.0.1",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-25T06:40:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c8910802db338aa1163a56d17ec93ab378c88fc",
          "body": "…or dynamic registration",
          "is_bot": false,
          "headline": "Implement Advanced SQL Injection to RCE Scanner and refactor engine f…",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-25T06:40:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "16e56610ad79027032565094875d853d12bb0632",
          "body": null,
          "is_bot": false,
          "headline": "docs: finalize v2.0.0 release notes and project documentation",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-24T05:51:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4dae7a9841c262e61ac8505e4c11348d2466667b",
          "body": null,
          "is_bot": false,
          "headline": "fix(rules): fix semgrep syntax errors in capability and protocol rules",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-24T04:04:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b5877f41043fa64aa52057eee1cdbd978ba04794",
          "body": "…ity escalation scanners",
          "is_bot": false,
          "headline": "feat(scanners): add description injection, resource ssrf, and capabil…",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-24T01:59:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "699ff3a20622fdba63d153c9559747e47237cf6e",
          "body": null,
          "is_bot": false,
          "headline": "v2.0 Beta: Added Protocol State Machine and ID Confusion Fuzzer",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-24T01:36:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e870d74b665416bf1b49e298b3d773e085baeab7",
          "body": null,
          "is_bot": false,
          "headline": "chore: release v1.0.5 - Chained Fuzzing Engine and SARIF reporting",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-24T01:10:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "baf4950140816b857fdb5ece553353d2f577cba2",
          "body": null,
          "is_bot": false,
          "headline": "fix: implement auto framing detection in ChainEngine",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-23T23:32:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f049eaded61aa91ccea7b2982fdad845024836b3",
          "body": null,
          "is_bot": false,
          "headline": "fix: resolve CLI argument mismatch in fuzz --chained",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-23T23:23:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d6da7d34c0f494af105083893a10f6c560a9f55f",
          "body": null,
          "is_bot": false,
          "headline": "feat: implement chained fuzzing engine v1.0.5",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-23T23:21:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e96334ca157a4bce00bd6f803a51a3c024436064",
          "body": null,
          "is_bot": false,
          "headline": "Release v1.0.4: Improved diagnostic fuzzer logging",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-23T07:54:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "959d4d1c21b894c09d82faeb0784d2c1bb6262e7",
          "body": null,
          "is_bot": false,
          "headline": "Final README update for v1.0.3",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-23T06:25:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d7b51a02457a645f639aeacf9237b54ea7f2480c",
          "body": null,
          "is_bot": false,
          "headline": "Bump version to v1.0.3 for PyPI release",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-23T06:22:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e3b81f7bf6a34ab8f1ee9cac537980046350e9c",
          "body": "…ty fixes",
          "is_bot": false,
          "headline": "Release v1.0.2: Custom Headers, Rogue MCP Server, and Windows stabili…",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-23T05:56:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "042cf5ff89e475966ea67f0f8afb8134d4c2933b",
          "body": null,
          "is_bot": false,
          "headline": "Improve crash detection logic and fix false positives",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-22T22:50:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d22b31e2714ddbdb36440b8bc02ee501a6a6e27c",
          "body": null,
          "is_bot": false,
          "headline": "release: v1.0.2 - AI fuzzing tool discovery and enrichment",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-22T17:35:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "83c20e23a5b8969d9c39193e6b7d30515abeaa72",
          "body": null,
          "is_bot": false,
          "headline": "chore(release): v1.0.1 - AI JSON Formatting Fixes",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-22T08:44:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b85013779ecc57dbc515fbc9ada6178f7e7f73eb",
          "body": "Removed future feature plans from the README.",
          "is_bot": false,
          "headline": "Update README to remove planned features",
          "author_name": "Manthan Ghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-22T02:25:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f229adc344680e8a61e7b5d755bba502f0037f0d",
          "body": null,
          "is_bot": false,
          "headline": "docs: launch README — proven results, features section, updated badges",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-22T02:09:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2ed8edbc042db185449f506cafd837654d33774a",
          "body": "- Delete 15 debug/test scripts from tests/\n- Add pytest test suite (test_scanners, test_fuzzer, test_semgrep_rules, test_config)\n- Add SECURITY.md (responsible disclosure policy)\n- Update .gitignore with comprehensive patterns\n- Fix corrupted mcp-dangerous-eval.yml (stray git command on line 1)\n- Bump version to 1.0.0\n- Update pyproject.toml (description, Beta classifier)\n- Add proven-results badges to README",
          "is_bot": false,
          "headline": "release: v1.0.0 — cleanup, proper tests, docs, and version bump",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-21T21:23:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "14e7589c2c0ebd59a278529a2a17306090a7a80e",
          "body": null,
          "is_bot": false,
          "headline": "refactor: final cleanup and updates",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-21T10:43:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "27bdbe21e801f15a3eb653602a85c63118224602",
          "body": null,
          "is_bot": false,
          "headline": "chore: remove accidental temp files and update gitignore",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-21T10:40:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "121ba3e47b3a60ddc13901e0f99efe5257e165f1",
          "body": null,
          "is_bot": false,
          "headline": "chore: release v0.5.4 (timeout flag & deadlock fixes)",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-21T09:17:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f78a5f333c630ca84e2081d50dc0ad4aebc220d8",
          "body": "- 500+ security fuzzing test cases\n- AI-powered adversarial payload generation\n- Refined intensity levels\n- Fixed StdioFuzzer deadlock (stderr=DEVNULL)\n- Improved initialization stability",
          "is_bot": false,
          "headline": "chore: v0.5.2 Mega Fuzzer Expansion Release",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-21T02:56:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f4af8a0190ce8ef28c82d378a84d2adf34d8c6b2",
          "body": "- 6 new generators: method_mutations, param_mutations, timing_attacks,\n  header_mutations, json_edge_cases, protocol_state\n- --ai flag for AI-powered per-tool payload generation\n- Intensity tiers: low/medium/high/insane (507 cases at high)\n- Version bump to 0.5.2",
          "is_bot": false,
          "headline": "feat: mega fuzzer expansion to 500+ cases, AI fuzz mode, v0.5.2",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-21T00:21:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "925d280b614590ad9051d967c07776359fe0fb11",
          "body": null,
          "is_bot": false,
          "headline": "feat: add --version / -V flag, bump to v0.5.1",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-21T00:03:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5a6d0c7c8cd1a27b2d854c4a0b9b74fade2455cd",
          "body": null,
          "is_bot": false,
          "headline": "fix: remove duplicate findings merge that doubled AI results",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-21T00:01:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d6dd69079602f04db4679c575c7ba20553c50a76",
          "body": "…hangs\n\n- mcp_client.py: added asyncio.wait_for(30s) timeout in call_tool(),\n  removed duplicate method definition\n- cli.py: added explicit TimeoutError catch in AI payload scan loop\n- __init__.py: updated __version__ from 0.3.0 to 0.5.0\n\nRoot cause: call_tool had no timeout, so vulnerable servers that block\n(e.g. read_file with pipe payloads) would hang the entire scan forever.",
          "is_bot": false,
          "headline": "fix: add 30s timeout to call_tool, fix version display, prevent scan …",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-21T00:00:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e89357afd2fdce8e98bbb13c2e8be76ea57628d8",
          "body": "…r fix, Semgrep rule expansion\n\nPart 1 - API Key Management:\n  - New mcpsec/config.py with 6 provider configs (DeepSeek, Groq, OpenAI, Anthropic, Google, Ollama)\n  - Rewrote llm_client.py to use config-based key resolution (env vars -> config file -> Ollama)\n  - Added 'mcpsec setup' interactive comm\n[…]\n- Command injection: promisify(exec) setup, child_process.exec/execSync with variable\n  - SQL injection: ORM raw query (Knex, Prisma, Sequelize)\n  - Path traversal: path.join with user input detection",
          "is_bot": false,
          "headline": "v0.5.0: API key management, expanded fuzzing (154 cases), AI validato…",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-20T23:30:35Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0e52bc596ac4bcfab781e6a13702d407c8f92433",
          "body": "Updated the vulnerabilities section in the README to improve clarity and consistency.",
          "is_bot": false,
          "headline": "Revise vulnerability descriptions in README",
          "author_name": "Manthan Ghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-20T17:52:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e7eebcda5825a69c10b23f5028ce4ee2f0eca742",
          "body": "Added findings of vulnerabilities discovered by mcpsec, including DoS, command injection, and SQL injection issues.",
          "is_bot": false,
          "headline": "Document vulnerabilities found by mcpsec",
          "author_name": "Manthan Ghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-20T17:51:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9474e50b1a1bdf5e9d7a87079e04de0a5379459a",
          "body": "Removed several proposed features from the README.",
          "is_bot": false,
          "headline": "Minor changes",
          "author_name": "Manthan Ghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-20T17:49:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4c67e1a9522ad0dce0c5e2a01e3091ff76b4eb07",
          "body": null,
          "is_bot": false,
          "headline": "Bump version to v0.4.0 and cleanup debug files",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-20T04:38:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dc7d1b4c306000de708724b8d843d960ab3983b5",
          "body": "- Replaced regex taint analyzer with Semgrep AST-based analysis\n- Custom MCP-specific Semgrep rules for command injection, SQLi, path traversal, secrets\n- Validated against CVE-2025-53967 (Figma) and CVE-2025-53818 (Kanban)\n- Zero false positives on DesktopCommanderMCP (by-design detection)\n- SQL injection detection in mcp-server-mysql\n- Dual confidence tiers: CRITICAL (MCP taint flow) + HIGH (general patterns)",
          "is_bot": false,
          "headline": "v0.4.0: Semgrep AST engine, CVE reproduction validated",
          "author_name": "manthanghasadiya",
          "author_login": "manthanghasadiya",
          "committed_at": "2026-02-20T04:35:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 11,
      "commits_last_year": 125,
      "latest_release_at": "2026-07-12T05:47:34Z",
      "latest_release_tag": "v2.7.2",
      "releases_from_tags": false,
      "days_since_last_push": 15,
      "active_weeks_last_year": 11,
      "days_since_latest_release": 15,
      "mean_days_between_releases": 12.6
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 85,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "mcpsec",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "ai",
            "llm",
            "mcp",
            "pentest",
            "scanner",
            "security",
            "vulnerability",
            "Development Status :: 4 - Beta",
            "Intended Audience :: Developers",
            "Intended Audience :: Information Technology",
            "License :: OSI Approved :: MIT License",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Topic :: Security",
            "Topic :: Software Development :: Testing"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/mcpsec/",
          "is_deprecated": false,
          "latest_version": "2.7.2",
          "repository_url": "https://github.com/manthanghasadiya/mcpsec",
          "versions_count": 20,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 319,
          "first_published_at": "2026-02-20T22:48:34.464385Z",
          "latest_published_at": "2026-07-12T05:47:27.332180Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 15
        }
      ]
    },
    "popularity": {
      "forks": 3,
      "stars": 22,
      "watchers": 0,
      "fork_history": {
        "days": [
          {
            "date": "2026-03-20",
            "count": 1
          },
          {
            "date": "2026-03-23",
            "count": 1
          },
          {
            "date": "2026-04-07",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 3,
        "total_forks": 3
      },
      "star_history": null,
      "open_issues_and_prs": 0
    },
    "ai_readiness": {
      "has_nix": true,
      "example_dirs": [],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": true,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 273565,
      "source_files_sampled": 146,
      "oversized_source_files": 7,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [
          {
            "name": "mcp",
            "direct": true,
            "version": "1.23.3",
            "severity": "high",
            "ecosystem": "pypi",
            "cvss_score": 7.6,
            "advisory_ids": [
              "GHSA-hvrp-rf83-w775",
              "GHSA-jpw9-pfvf-9f58",
              "GHSA-vj7q-gjh5-988w",
              "PYSEC-2026-3481",
              "PYSEC-2026-3482",
              "PYSEC-2026-3483"
            ],
            "fixed_version": "1.28.1",
            "advisory_count": 6,
            "oldest_advisory_days": 11
          }
        ],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {
          "high": 1
        },
        "advisory_count": 6,
        "affected_count": 1,
        "assessed_count": 69,
        "malicious_count": 0,
        "assessed_package": "pypi:mcpsec@2.7.2",
        "unassessed_count": 0,
        "direct_affected_count": 1
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "mcp",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.0.0"
        },
        {
          "name": "rich",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=13.0.0"
        },
        {
          "name": "typer",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.12.0"
        },
        {
          "name": "httpx",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.27.0"
        },
        {
          "name": "pydantic",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.0.0"
        },
        {
          "name": "anyio",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.0.0"
        },
        {
          "name": "semgrep",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.90.0"
        }
      ],
      "all_dependencies": {
        "error": "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
        "source": null,
        "packages": [],
        "collected": false,
        "truncated": false,
        "total_count": null,
        "direct_count": null,
        "indirect_count": null
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 0,
        "merged_prs": 8,
        "open_issues": 0,
        "closed_ratio": 1,
        "closed_issues": 2,
        "closed_unmerged_prs": 1
      },
      "bus_factor": 1,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "manthanghasadiya",
          "commits": 104,
          "avatar_url": "https://avatars.githubusercontent.com/u/68530736?v=4"
        }
      ],
      "contributors_sampled": 1,
      "top_contributor_share": 1
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "ci.yml",
        "release.yml"
      ],
      "has_docs_dir": false,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 3,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "8 out of 8 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 0/8 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 0,
            "reason": "project has 0 contributing companies or organizations -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 7,
            "reason": "9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file 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": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "32659498466044a7cff5c14d32405c2e38c3481a",
        "ran_at": "2026-07-28T04:43:18Z",
        "aggregate_score": 4.6,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": true,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-12T05:51:24Z",
      "oldest_open_prs": [],
      "last_merged_pr_at": "2026-07-12T05:49:45Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": []
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/manthanghasadiya/mcpsec",
    "host": "github.com",
    "name": "mcpsec",
    "owner": "manthanghasadiya"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": "The weighted overall 59 is calibrated to 63 on the published index scale (record calibration 2026-08-02).",
      "notes": [
        {
          "code": "overall_calibration",
          "params": {
            "raw": 59,
            "calibrated": 63,
            "calibration": "2026-08-02"
          }
        }
      ],
      "value": 63,
      "inputs": {
        "security": 53,
        "vitality": 77,
        "community": 47,
        "governance": 58,
        "calibration": "2026-08-02",
        "engineering": 61,
        "ai_readiness": 36,
        "weighted_overall_raw": 59
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 77,
        "weight": 0.21,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "commits_last_year": 125,
              "human_commit_share": 1,
              "days_since_last_push": 15,
              "active_weeks_last_year": 11
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 15 days ago",
                "points": 28.8,
                "status": "partial",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 15
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "11/52 weeks with commits",
                "points": 7.6,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 11
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "125 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 125
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7",
                "points": 7,
                "status": "partial",
                "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": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "releases_count": 11,
              "latest_release_tag": "v2.7.2",
              "releases_from_tags": false,
              "days_since_latest_release": 15,
              "mean_days_between_releases": 12.6
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "11 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 15 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 15
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~12.6 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 12.6
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "exceptional",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "repository_too_young",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "weak",
        "name": "Community & Adoption",
        "value": 47,
        "weight": 0.17,
        "metrics": [
          {
            "key": "popularity",
            "band": "at_risk",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 24,
            "inputs": {
              "forks": 3,
              "stars": 22,
              "watchers": 0,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "22 stars",
                "points": 21.4,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 22
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "3 forks",
                "points": 2.5,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "0 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": null,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "readme_badge_services": [],
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "weak",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 42,
            "inputs": {
              "packages": [
                "mcpsec"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 319
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "319 downloads/month across pypi",
                "points": 33.4,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 319,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "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": 10,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 1,
              "top_contributor_share": 1
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 79,
            "inputs": {
              "merged_prs": 8,
              "open_issues": 0,
              "closed_issues": 2,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
              "prs_decided_30d": null,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 1,
              "first_time_authors_30d": null,
              "first_time_prs_merged_30d": null,
              "first_time_prs_decided_30d": null
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 42,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "8/9 decided PRs merged",
                "points": 26.7,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 8,
                      "decided": 9
                    }
                  }
                ],
                "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": {
                      "days": 30
                    }
                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/8 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "followers": 56,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "manthanghasadiya",
              "public_repos": 68,
              "account_age_days": 2198
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "56 followers of manthanghasadiya",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 56,
                      "login": "manthanghasadiya"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "68 public repos, account ~6 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 68
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 6
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "mcpsec"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 15
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 15 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 15
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "20 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 20
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 61,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "8 out of 8 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "topics": [
                "ai-security",
                "appsec",
                "cybersecurity",
                "fuzzer",
                "mcp",
                "mcp-server",
                "mcp-tools",
                "model-context-protocol",
                "pentesting",
                "ssrf",
                "vulnerability-scanners"
              ],
              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "11 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "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": 53,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "weak",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 46,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.6
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "8 out of 8 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/8 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "good",
            "name": "Dependency advisories",
            "note": "Matched the pypi:mcpsec@2.7.2 runtime dependency closure — what installing the published package pulls in — 69 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:mcpsec@2.7.2",
                  "assessed": 69
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 79,
            "inputs": {
              "source": "osv",
              "advisories": 6,
              "affected_packages": 1,
              "assessed_packages": 69,
              "unassessed_packages": 0,
              "affected_by_severity": "high 1",
              "direct_affected_packages": 1
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "1 affected: mcp 1.23.3 (high 7.6)",
                "points": 13.7,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 1,
                      "packages": "mcp 1.23.3 (high 7.6)"
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "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": 69,
              "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": 2
            },
            "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": "weak",
        "name": "AI Readiness",
        "value": 36,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.8,
              "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": "80 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 80,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 32,
            "inputs": {
              "has_nix": true,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Nix",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Nix"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 52,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 273565,
              "source_files_sampled": 146,
              "oversized_source_files": 7
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "7/146 source files over 60KB",
                "points": 52.4,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 146,
                      "oversized": 7
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 20,
            "inputs": {
              "example_dirs": [],
              "has_mcp_signal": true,
              "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": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": [
        "mcp-server",
        "library",
        "cli"
      ],
      "scores": {
        "cli": 4,
        "library": 6,
        "mcp-server": 11
      },
      "primary": "mcp-server",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "dependencies",
          "label": "cli",
          "source": "dep:typer",
          "weight": 4
        },
        {
          "tier": "dependencies",
          "label": "mcp-server",
          "source": "dep:mcp",
          "weight": 4
        },
        {
          "tier": "structure",
          "label": "mcp-server",
          "source": "mcp_signal",
          "weight": 3
        },
        {
          "tier": "tags",
          "label": "mcp-server",
          "source": "tag:mcp-server",
          "weight": 2
        },
        {
          "tier": "tags",
          "label": "mcp-server",
          "source": "tag:mcp-tools",
          "weight": 2
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": true,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-28T04:43:32.757420Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/manthanghasadiya/mcpsec.svg",
  "full_name": "manthanghasadiya/mcpsec",
  "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 статистикаPyPI.