kyegomez / swarms

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.

Кожна точка охоплює 3 днів.

Повний розв'язаний набір залежностей із графа залежностей GitHub: 33 прямих і 98 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 100 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 1 мають відомі сповіщення, з них 1 прямі. 31 не вдалося оцінити — немає резолвленої версії, непідтримувана екосистема або поза наведеним переліком пакетів.

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.

{
  "data": {
    "repo": {
      "topics": [
        "artificial-intelligence",
        "langchain",
        "machine-learning",
        "swarms",
        "agents",
        "prompt-engineering",
        "prompt-toolkit",
        "prompting",
        "tree-of-thoughts",
        "ai",
        "chatgpt",
        "gpt4all",
        "huggingface",
        "langchain-python",
        "agentic-workflow",
        "multi-agent-systems",
        "agentic-ai",
        "claude-code"
      ],
      "is_fork": false,
      "size_kb": 187416,
      "has_wiki": true,
      "homepage": "https://docs.swarms.world",
      "languages": {
        "Shell": 12651,
        "Python": 4392095,
        "Dockerfile": 1297,
        "PowerShell": 4574
      },
      "pushed_at": "2026-08-01T12:35:18Z",
      "created_at": "2023-05-11T01:09:00Z",
      "owner_type": "User",
      "updated_at": "2026-08-01T12:35:22Z",
      "description": "The Enterprise-Grade Multi-Agent Orchestration Framework. Website: https://swarms.ai",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "master",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://github.com/kyegomez/swarms",
      "name": "Kye Gomez",
      "type": "User",
      "login": "kyegomez",
      "company": "Swarms",
      "location": "Palo Alto",
      "followers": 3479,
      "avatar_url": "https://avatars.githubusercontent.com/u/98760976?v=4",
      "created_at": "2022-01-31T15:43:17Z",
      "is_verified": null,
      "public_repos": 445,
      "account_age_days": 1642
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "6.8.1",
          "kind": "patch",
          "published_at": "2024-12-27T20:30:59Z"
        },
        {
          "tag": "5.3.7",
          "kind": "patch",
          "published_at": "2024-07-15T04:16:57Z"
        },
        {
          "tag": "2.5.0",
          "kind": "minor",
          "published_at": "2023-12-01T22:40:34Z"
        },
        {
          "tag": "2.4.2",
          "kind": "patch",
          "published_at": "2023-11-25T22:27:54Z"
        },
        {
          "tag": "2.3.1",
          "kind": "patch",
          "published_at": "2023-11-15T02:07:07Z"
        },
        {
          "tag": "2.2.2",
          "kind": "patch",
          "published_at": "2023-11-11T23:22:22Z"
        },
        {
          "tag": "2.2.1",
          "kind": "patch",
          "published_at": "2023-11-11T22:49:14Z"
        },
        {
          "tag": "2.1.9",
          "kind": "patch",
          "published_at": "2023-11-11T22:38:55Z"
        },
        {
          "tag": "2.1.7",
          "kind": "patch",
          "published_at": "2023-11-11T15:14:20Z"
        },
        {
          "tag": "2.0.5",
          "kind": "patch",
          "published_at": "2023-11-07T21:39:49Z"
        },
        {
          "tag": "2.0.2",
          "kind": "patch",
          "published_at": "2023-11-07T01:02:58Z"
        },
        {
          "tag": "1.3.2",
          "kind": "patch",
          "published_at": "2023-08-09T21:56:58Z"
        },
        {
          "tag": "1.3.1",
          "kind": "patch",
          "published_at": "2023-08-09T21:53:59Z"
        },
        {
          "tag": "1.3.0",
          "kind": "minor",
          "published_at": "2023-08-09T21:36:58Z"
        },
        {
          "tag": "1.2.9",
          "kind": "patch",
          "published_at": "2023-08-09T21:30:57Z"
        },
        {
          "tag": "1.2.7",
          "kind": "patch",
          "published_at": "2023-08-09T21:25:38Z"
        },
        {
          "tag": "1.2.6",
          "kind": "patch",
          "published_at": "2023-08-09T20:55:40Z"
        },
        {
          "tag": "1.2.5",
          "kind": "patch",
          "published_at": "2023-08-09T20:41:51Z"
        },
        {
          "tag": "1.2.4",
          "kind": "patch",
          "published_at": "2023-08-09T17:04:58Z"
        },
        {
          "tag": "1.2.3",
          "kind": "patch",
          "published_at": "2023-08-09T16:55:04Z"
        },
        {
          "tag": "1.2.2",
          "kind": "patch",
          "published_at": "2023-08-09T16:50:00Z"
        },
        {
          "tag": "1.2.1",
          "kind": "patch",
          "published_at": "2023-08-09T16:46:09Z"
        },
        {
          "tag": "1.2.0",
          "kind": "minor",
          "published_at": "2023-08-09T14:30:33Z"
        },
        {
          "tag": "1.1.9",
          "kind": "patch",
          "published_at": "2023-08-09T14:11:14Z"
        },
        {
          "tag": "1.1.8",
          "kind": "patch",
          "published_at": "2023-08-09T14:04:08Z"
        },
        {
          "tag": "1.1.7",
          "kind": "patch",
          "published_at": "2023-08-09T13:58:04Z"
        },
        {
          "tag": "1.1.6",
          "kind": "patch",
          "published_at": "2023-08-09T01:50:36Z"
        },
        {
          "tag": "1.1.5",
          "kind": "patch",
          "published_at": "2023-08-08T18:11:29Z"
        },
        {
          "tag": "1.1.41",
          "kind": "patch",
          "published_at": "2023-08-03T18:30:58Z"
        },
        {
          "tag": "1.1.4",
          "kind": "patch",
          "published_at": "2023-08-03T18:28:43Z"
        },
        {
          "tag": "1.1.3",
          "kind": "patch",
          "published_at": "2023-07-29T14:55:57Z"
        },
        {
          "tag": "1.1.2",
          "kind": "patch",
          "published_at": "2023-07-28T17:15:22Z"
        },
        {
          "tag": "1.1.1",
          "kind": "patch",
          "published_at": "2023-07-28T01:02:56Z"
        },
        {
          "tag": "1.1.0",
          "kind": "minor",
          "published_at": "2023-07-28T00:48:24Z"
        },
        {
          "tag": "1.0.9",
          "kind": "patch",
          "published_at": "2023-07-28T00:32:43Z"
        },
        {
          "tag": "1.0.8",
          "kind": "patch",
          "published_at": "2023-07-22T19:41:58Z"
        },
        {
          "tag": "1.0.7",
          "kind": "patch",
          "published_at": "2023-07-22T19:28:10Z"
        },
        {
          "tag": "1.0.6",
          "kind": "patch",
          "published_at": "2023-07-22T19:17:11Z"
        },
        {
          "tag": "1.0.5",
          "kind": "patch",
          "published_at": "2023-07-22T18:24:39Z"
        },
        {
          "tag": "1.0.4",
          "kind": "patch",
          "published_at": "2023-07-22T18:15:46Z"
        },
        {
          "tag": "1.0.3",
          "kind": "patch",
          "published_at": "2023-07-22T18:05:56Z"
        },
        {
          "tag": "1.0.20",
          "kind": "patch",
          "published_at": "2023-07-22T17:38:25Z"
        },
        {
          "tag": "1.0.00",
          "kind": "major",
          "published_at": "2023-07-22T15:52:42Z"
        },
        {
          "tag": "0.9.9",
          "kind": "patch",
          "published_at": "2023-07-22T01:03:40Z"
        },
        {
          "tag": "0.9.8",
          "kind": "patch",
          "published_at": "2023-07-22T00:58:00Z"
        },
        {
          "tag": "0.9.7",
          "kind": "patch",
          "published_at": "2023-07-22T00:52:20Z"
        },
        {
          "tag": "0.9.6",
          "kind": "patch",
          "published_at": "2023-07-22T00:39:33Z"
        },
        {
          "tag": "0.9.5",
          "kind": "patch",
          "published_at": "2023-07-22T00:27:20Z"
        },
        {
          "tag": "0.9.3",
          "kind": "patch",
          "published_at": "2023-07-21T23:35:36Z"
        },
        {
          "tag": "0.9.2",
          "kind": "patch",
          "published_at": "2023-07-21T23:22:07Z"
        },
        {
          "tag": "0.9.1",
          "kind": "patch",
          "published_at": "2023-07-21T23:14:36Z"
        },
        {
          "tag": "0.9.00",
          "kind": "minor",
          "published_at": "2023-07-21T23:09:00Z"
        },
        {
          "tag": "0.9.0",
          "kind": "minor",
          "published_at": "2023-07-21T23:06:59Z"
        },
        {
          "tag": "0.8.9",
          "kind": "patch",
          "published_at": "2023-07-21T23:02:08Z"
        },
        {
          "tag": "0.8.8",
          "kind": "patch",
          "published_at": "2023-07-21T22:57:59Z"
        },
        {
          "tag": "0.8.7",
          "kind": "patch",
          "published_at": "2023-07-21T21:38:47Z"
        },
        {
          "tag": "0.8.6",
          "kind": "patch",
          "published_at": "2023-07-21T21:27:16Z"
        },
        {
          "tag": "0.8.5",
          "kind": "patch",
          "published_at": "2023-07-21T21:24:01Z"
        },
        {
          "tag": "0.8.4",
          "kind": "patch",
          "published_at": "2023-07-18T16:06:07Z"
        },
        {
          "tag": "0.8.3",
          "kind": "patch",
          "published_at": "2023-07-18T16:04:43Z"
        },
        {
          "tag": "0.8.2",
          "kind": "patch",
          "published_at": "2023-07-18T15:05:20Z"
        },
        {
          "tag": "0.8.1",
          "kind": "patch",
          "published_at": "2023-07-13T22:08:40Z"
        },
        {
          "tag": "0.8.0",
          "kind": "minor",
          "published_at": "2023-07-08T21:36:28Z"
        },
        {
          "tag": "0.7.9",
          "kind": "patch",
          "published_at": "2023-07-06T23:21:20Z"
        },
        {
          "tag": "0.7.8",
          "kind": "patch",
          "published_at": "2023-07-06T23:12:26Z"
        },
        {
          "tag": "0.7.7",
          "kind": "patch",
          "published_at": "2023-07-06T23:05:49Z"
        },
        {
          "tag": "0.7.6",
          "kind": "patch",
          "published_at": "2023-07-06T22:53:35Z"
        },
        {
          "tag": "0.7.5",
          "kind": "patch",
          "published_at": "2023-07-06T22:47:32Z"
        },
        {
          "tag": "0.7.4",
          "kind": "patch",
          "published_at": "2023-07-06T22:39:11Z"
        },
        {
          "tag": "0.7.2",
          "kind": "patch",
          "published_at": "2023-07-06T22:34:20Z"
        },
        {
          "tag": "0.7.1",
          "kind": "patch",
          "published_at": "2023-07-06T22:27:16Z"
        },
        {
          "tag": "0.7.01",
          "kind": "patch",
          "published_at": "2023-07-06T22:20:33Z"
        },
        {
          "tag": "0.7.0",
          "kind": "minor",
          "published_at": "2023-07-06T22:18:17Z"
        },
        {
          "tag": "0.6.6",
          "kind": "patch",
          "published_at": "2023-07-06T22:12:33Z"
        },
        {
          "tag": "0.6.5",
          "kind": "patch",
          "published_at": "2023-07-06T22:09:14Z"
        },
        {
          "tag": "0.6.4",
          "kind": "patch",
          "published_at": "2023-07-06T18:32:55Z"
        },
        {
          "tag": "0.6.0",
          "kind": "minor",
          "published_at": "2023-07-05T15:16:05Z"
        },
        {
          "tag": "0.5.9",
          "kind": "patch",
          "published_at": "2023-07-05T14:51:30Z"
        },
        {
          "tag": "0.5.8",
          "kind": "patch",
          "published_at": "2023-07-05T12:31:10Z"
        },
        {
          "tag": "0.5.7",
          "kind": "patch",
          "published_at": "2023-07-05T12:22:58Z"
        },
        {
          "tag": "0.5.6",
          "kind": "patch",
          "published_at": "2023-07-05T03:53:57Z"
        },
        {
          "tag": "0.5.5",
          "kind": "patch",
          "published_at": "2023-07-05T03:21:16Z"
        },
        {
          "tag": "0.5.4",
          "kind": "patch",
          "published_at": "2023-07-05T03:15:01Z"
        },
        {
          "tag": "0.5.3",
          "kind": "patch",
          "published_at": "2023-07-04T23:38:26Z"
        },
        {
          "tag": "0.5.2",
          "kind": "patch",
          "published_at": "2023-07-04T22:00:51Z"
        },
        {
          "tag": "0.5.1",
          "kind": "patch",
          "published_at": "2023-07-04T19:38:19Z"
        },
        {
          "tag": "0.5.0",
          "kind": "minor",
          "published_at": "2023-07-04T19:30:25Z"
        },
        {
          "tag": "0.4.9",
          "kind": "patch",
          "published_at": "2023-07-04T19:12:42Z"
        },
        {
          "tag": "0.4.8",
          "kind": "patch",
          "published_at": "2023-07-04T18:45:24Z"
        },
        {
          "tag": "0.4.7",
          "kind": "patch",
          "published_at": "2023-07-04T18:31:07Z"
        },
        {
          "tag": "0.4.6",
          "kind": "patch",
          "published_at": "2023-07-04T18:15:24Z"
        },
        {
          "tag": "0.4.5",
          "kind": "patch",
          "published_at": "2023-07-04T18:12:43Z"
        },
        {
          "tag": "0.4.4",
          "kind": "patch",
          "published_at": "2023-07-04T17:57:03Z"
        },
        {
          "tag": "0.4.3",
          "kind": "patch",
          "published_at": "2023-07-04T17:43:44Z"
        },
        {
          "tag": "0.4.2",
          "kind": "patch",
          "published_at": "2023-07-04T17:39:54Z"
        },
        {
          "tag": "0.4.1",
          "kind": "patch",
          "published_at": "2023-07-04T17:16:11Z"
        },
        {
          "tag": "0.4.0",
          "kind": "minor",
          "published_at": "2023-07-04T17:00:04Z"
        },
        {
          "tag": "0.3.9",
          "kind": "patch",
          "published_at": "2023-07-04T16:52:27Z"
        },
        {
          "tag": "0.3.8",
          "kind": "patch",
          "published_at": "2023-07-04T13:53:28Z"
        },
        {
          "tag": "0.3.7",
          "kind": "patch",
          "published_at": "2023-07-04T13:50:37Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "297ae6b77c8b1705587491cd3ac1f882ea99c8c7",
          "body": null,
          "is_bot": false,
          "headline": "v14",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-08-01T12:35:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "608058c6d59e3deb62c11620b04a27ce4669f093",
          "body": "…80) (#1783)\n\n* [bugf][deps][pin mcp <2.0.0 so import swarms doesn't break on mcp 2.0]\n\npyproject.toml and requirements.txt declared mcp unbounded (\"*\" / bare), so\na fresh install now resolves to mcp 2.0.0, which removes mcp.server.fastmcp.\nswarms/structs/aop.py imports FastMCP from there and AOP is\n[…]\n\n\n* [bugf][deps][tighten mcp floor to the verified 1.28.1]\n\n1.28 admits 1.28.0, which is not in the compatibility matrix. 1.28.1 is\nthe oldest version verified to import the whole surface swarms uses.",
          "is_bot": false,
          "headline": "[Bug] Pin mcp <2.0.0 so `import swarms` doesn't break on mcp 2.0 (#17…",
          "author_name": "Ayaan Gazali",
          "author_login": "ayaangazali",
          "committed_at": "2026-08-01T12:31:23Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "72bf3fe12858f8e27340ee3dd8c4a7f351848a7a",
          "body": null,
          "is_bot": false,
          "headline": "remove aop from init",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-08-01T12:28:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d92c0a40223934383e9efe01cafdfaa126aa6962",
          "body": null,
          "is_bot": false,
          "headline": "v14 code formatting",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-31T19:28:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3dabed48ffc7ff4aa0a153f115a000e46006fa46",
          "body": "…zena-readme][document v14 zena feature examples]",
          "is_bot": false,
          "headline": "[docs][v14-zena-examples][add v14 changelog example suite][docs][v14-…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-31T17:48:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f5968954ade8b144430e540ae79e3e862188cca",
          "body": "…][docs][class-to-pydantic-example][add runnable schema and defaults example]",
          "is_bot": false,
          "headline": "[feat][class-to-pydantic][build pydantic model from class init params…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-31T16:44:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb5aafc8719bd734163c0a7a69daea06fb63d8ea",
          "body": "call_agent_tool builds a `call` dict but passes an undefined\n`tool_call_request` to aexecute_tool_calls, so the example raises NameError\nat runtime and flake8 fails the build for the whole repo (F821 undefined\nname, plus F841 for the unused `call`). Passing `call` fixes both: the\nexample runs, and the CI build/lint steps go green.",
          "is_bot": false,
          "headline": "[bugf][examples][fix undefined name in aop client example] (#1779)",
          "author_name": "Ayaan Gazali",
          "author_login": "ayaangazali",
          "committed_at": "2026-07-31T16:06:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0e25e3a712213be4686dd7459e0280c8c5530d9f",
          "body": "…[builder-system-prompt][add extensive roster design prompt][improvement][package-exports][export builder and prompt from swarms][docs][builder-examples][add auto agent builder example suite]",
          "is_bot": false,
          "headline": "[feat][auto-agent-builder][add agent roster generation harness][feat]…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-31T12:53:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ab1d0e92697d902ca54a79be8821a317d3fc2019",
          "body": "…d once per process] (#1768)\n\nget_image_base64 (swarms/utils/image_file_b64.py) had no caching, so when it is\nreached with a URL it performed a fresh network GET on every call. An agent\nre-sends the same `img` into call_llm on every loop iteration and every retry\n(agent.py:1479, :2140, :2379), so th\n[…]\nhed here.\n\nblack 24.2.0 --check clean; ruff output matches the repo baseline.\n\nAddresses #1744 (the URL-fetch half; see SCOPE above)\n\nCo-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[perf][vision][cache remote image fetches so a URL image is downloade…",
          "author_name": "Ayaan Gazali",
          "author_login": "ayaangazali",
          "committed_at": "2026-07-29T22:56:32Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1e095ef94c590c4fb8014af48168cfda0f2a0c00",
          "body": "…ll] (#1769)\n\nAgent accepted llm_base_url and llm_api_key, stored both, and then dropped\nthem, so an agent pointed at an OpenAI-compatible endpoint that is not the\ndefault provider silently called the default provider instead.\n\nTwo independent layers were each broken:\n\nLLMManager.llm_handling built \n[…]\nms, so even a directly constructed LiteLLM ignored it.\nbase_url was already forwarded.\n\nBoth are set only when present, so the provider env-var fallback stays the\ndefault for callers who pass neither.",
          "is_bot": false,
          "headline": "[bugf][agent][forward llm_base_url and llm_api_key to the provider ca…",
          "author_name": "Ayaan Gazali",
          "author_login": "ayaangazali",
          "committed_at": "2026-07-29T18:16:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c69e6b0dc1cdeb2df5f946c99580a10707be614d",
          "body": "Eleven runnable files under examples/ imported OpenAIChat from swarm_models,\nwhich is not a dependency of this project and is not published as an extra, so\neach failed at import with ModuleNotFoundError before running a single line.\n\nEach one built a provider client and passed it to Agent(llm=...). \n[…]\n-level swarms import. The module stays\nfree of import-time side effects: four Constant assignments, zero Import and\nzero Call nodes.\n\nCo-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[bugf][examples][drop the non-existent swarm_models dependency] (#1770)",
          "author_name": "Ayaan Gazali",
          "author_login": "ayaangazali",
          "committed_at": "2026-07-29T12:58:07Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f31483cc950e92d4889757c1222ae4b6ba79d072",
          "body": "…ead in async helpers] (#1767)\n\nIssue #1745 asks to swap the deprecated asyncio.get_event_loop() for\nget_running_loop() in base_structure.py's async helpers. Every one of those\nsites has the shape\n\n    loop = asyncio.get_event_loop()\n    return await loop.run_in_executor(None, fn, *args, **kwargs)\n\n\n[…]\nver calls arun), social_algorithms 608, or\nmulti_agent_exec 62. Those five were exercised manually, A/B against master.\n\nFixes #1745\n\nCo-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[bugf][asyncio][replace deprecated get_event_loop with asyncio.to_thr…",
          "author_name": "Ayaan Gazali",
          "author_login": "ayaangazali",
          "committed_at": "2026-07-29T12:53:06Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4e33f70cdc9cfe231f2434abea107901cd3ebad0",
          "body": "…PU count] (#1766)\n\nAgent calls are network-bound LLM requests, so deriving pool size from\nos.cpu_count() was the wrong signal — it under-subscribed on small machines\nand over-subscribed relative to what the workload actually needs.\n\n- concurrent_workflow: add max_workers param and _resolve_max_work\n[…]\ndocstrings on ConcurrentWorkflow and the HierarchicalSwarm pydantic\nmodels, and drops the unused activate_auto_prompt_engineering().\n\nCo-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[perf][concurrency][size agent thread pools for I/O-bound work, not C…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-28T21:06:49Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "19ec88d5d2bccb768701a87bd722acfa70f8db1e",
          "body": "…hon reimplementations][perf][graph-workflow][share one thread pool per run and inline single-node layers][perf][graph-workflow][single adjacency pass for compile and validation][feat][benchmarks][add graphworkflow vs langgraph benchmark suite] (#1764)\n\nRustworkxBackend reimplemented in Python what \n[…]\n> 0.30 ms\n  chain    first_run   163.8 ms -> 1.04 ms\n  chain    steady_run   11.3 ms -> 0.31 ms\n\nAll 58 tests in tests/structs/test_graph_workflow.py pass, and pass\nidentically on the pre-change code.",
          "is_bot": false,
          "headline": "[perf][graph-workflow][use native rustworkx algorithms instead of pyt…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-28T16:45:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "72a167cc1fa2f717b396d9fdca2ce60134bb68f2",
          "body": "…][feat][graphworkflow-example][add fanout fanin graph workflow example] (#1740)\n\nAdds runnable examples that back the Kimi K3 getting-started and\nGraphWorkflow-vs-LangGraph blog posts:\n\n- models/openrouter/kimi_k3_single_agent.py — single Kimi K3 agent\n- models/ollama/kimi_k3_local_agent.py       —\n[…]\n-out/fan-in DAG\n\nAll verified: every file compiles; the GraphWorkflow and GroupChat\nexamples run end to end against a stubbed model.\n\nCo-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[feat][kimi-examples][add kimi k3 agent groupchat and ollama examples…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-27T22:35:59Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8bd8d2275b25d6aa8c14d17e44e299e6165cc6d1",
          "body": null,
          "is_bot": false,
          "headline": "clean up docs",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-27T19:40:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8b0fc9e4645603ad94d5fcf4da86e3b9c71f4743",
          "body": "…ugf][token-file-perms][write oauth token cache 0600 atomically][feat][ssrf-tests][add regression suite for url guard][docs][readme-examples][move examples table into examples readme] (#1734)",
          "is_bot": false,
          "headline": "[bugf][ssrf-guard][resolve hostnames and block numeric ip bypasses][b…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-27T19:30:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f29587bd81e0b159c640183adbe42e8b6ef96398",
          "body": "…#1733)\n\n* [bugf][component-ids][generate unique ids per instance not per import][improvement][id-generator][consolidate four id generators into one][bugf][telemetry-config][sanitize init config and drop memory addresses][improvement][span-parentage-tests][assert nested traces instead of flat ones]\n\n[…]\nports][docs][formatting][apply formatter to id tests]\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[BUGF] Unique ids per component instance, via a single id generator (…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-27T19:15:46Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7ff38472475c323be032631e5be469bc01a14a66",
          "body": "… out][docs][env-example][document telemetry opt out values] (#1732)\n\nCo-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[improvement][telemetry-default][enable telemetry by default with opt…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-27T18:42:51Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "933c0a4b313251871ca26158b364c737c0d2fe1f",
          "body": "…[mcp-manager][add unified mcp manager with oauth][improvement][agent-managers][extract llm skills marketplace into managers][bugf][span-nesting][fix orphaned spans in runs and threads][improvement][mcp-migration][remove mcp client tools module][bugf][marketplace-tags][fix publish crash when capabil\n[…]\n stdio][improvement][mcp-examples][reorganize examples into agents servers client][feat][manager-tests][add tests for new agent managers][docs][mcp-reference][rewrite mcp docs for manager api] (#1731)",
          "is_bot": false,
          "headline": "[feat][otel-telemetry][add opentelemetry tracing across swarms][feat]…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-27T18:29:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "af77ff6e6bd55ac7de9a624ee28deab957a8d12a",
          "body": null,
          "is_bot": false,
          "headline": "code owners",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-23T20:46:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aa7892a44c265da2967747cf25a3c32d8d06cc80",
          "body": "…on-examples][add auction swarm example scripts][docs][auction-readme][add auction swarm usage readme]",
          "is_bot": false,
          "headline": "[bugf][event-loop][fix deprecated asyncio get event loop][feat][aucti…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-21T16:59:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "243a740ea189a1f51c1961e75c8b66922aa140eb",
          "body": null,
          "is_bot": false,
          "headline": "format auto generate swarm config",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-21T15:02:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a1b36461591a7a192bd5d09671f9c8442099d6db",
          "body": "…oncurrentworkflow-aborts-th\n\n[FEAT][Add on_error flag to ConcurrentWorkflow and handle agent failures gracefully in _run]",
          "is_bot": false,
          "headline": "Merge pull request #1723 from IlumCI/surgeon/issue-1613-improvement-c…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-21T14:38:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "77c4414f9a2db7726da0b00260f5fac9482caa7d",
          "body": "Removed error handling for invalid 'on_error' values.",
          "is_bot": false,
          "headline": "Simplify error handling in concurrent workflow",
          "author_name": "CI-DEV",
          "author_login": "IlumCI",
          "committed_at": "2026-07-21T12:56:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c74d0e858545443335f4f10aa3fc78bdcaba085a",
          "body": "…][improvement][auto-swarm-builder][replace legacy params with swarm type][feat][hierarchical-swarm][add planning judge and parallel workers][improvement][agent-defaults][update reasoning and memory defaults][bugf][example-models][replace swarm-models with model name][bugf][asb-examples][fix execution type to swarm type][feat][spec-only-example][add auto swarm builder spec example][docs][swarm-docs][update swarm router and builder docs][improvement][swarm-tests][update swarm and builder tests]",
          "is_bot": false,
          "headline": "[improvement][swarm-router][remove dead params and refactor factories…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-21T00:49:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3e01bd81c0d20c72ff24e6dd44531246b2d9bbc",
          "body": "…orkflow-aborts-th",
          "is_bot": false,
          "headline": "Merge branch 'master' into surgeon/issue-1613-improvement-concurrentw…",
          "author_name": "CI-DEV",
          "author_login": "IlumCI",
          "committed_at": "2026-07-20T17:23:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0c4f73ed431b080a746c7e70b20468499b3fbc02",
          "body": "Reintroduce validation for 'on_error' parameter to ensure it is either 'store' or 'raise'.",
          "is_bot": false,
          "headline": "Validate 'on_error' parameter in concurrent workflow",
          "author_name": "CI-DEV",
          "author_login": "IlumCI",
          "committed_at": "2026-07-20T17:23:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d149757cc6b7ba1c737b538aab8dc3e5eacbc87b",
          "body": "…-writer-emits-raw-swarm-arc\n\nBUGF-AUTOSWARM][Validate swarm_architecture.max_loops as integer before code generation]",
          "is_bot": false,
          "headline": "Merge pull request #1722 from IlumCI/surgeon/issue-1535-bug-autoswarm…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-20T17:07:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4bf2bbf56e3baaf666dda622bfabe48acbfc58f9",
          "body": "…its-raw-swarm-arc",
          "is_bot": false,
          "headline": "Merge branch 'master' into surgeon/issue-1535-bug-autoswarm-writer-em…",
          "author_name": "CI-DEV",
          "author_login": "IlumCI",
          "committed_at": "2026-07-20T17:04:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5b860c3aef1d20bcec7664cb4a1de1010603a916",
          "body": "…cefully in _run\n\nWrap future.result() in try/except in the non-dashboard path. When on_error='store' (default), capture the error as a conversation entry with role '{agent_name} (failed)' and continue. When on_error='raise', preserve the old fail-fast behavior.\n\nFixes #1613",
          "is_bot": false,
          "headline": "Add on_error flag to ConcurrentWorkflow and handle agent failures gra…",
          "author_name": "Ilum",
          "author_login": null,
          "committed_at": "2026-07-20T09:33:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e1da119f50a716fb2af99699d6499f4230435995",
          "body": "…s][docs][swarm-router][expand director settings docstrings][docs][groupchat][document auto equip parameter]",
          "is_bot": false,
          "headline": "[docs][hierarchical-swarm][document director settings and retry param…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-19T21:03:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "05155f8aeee2e2073903a95bf4d6c8e463d87559",
          "body": "…arm][improvement][version-bump][bump package version to 13 0 2]",
          "is_bot": false,
          "headline": "[feat][director-settings][forward director settings to hierarchicalsw…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-19T20:53:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d7c1deb8a37aead90c581b5de579e1f89a7874c3",
          "body": "Convert the value to int() to prevent code injection from non-integer strings.\nRaise ValueError if conversion fails.",
          "is_bot": false,
          "headline": "Validate swarm_architecture.max_loops as integer before code generation",
          "author_name": "Ilum",
          "author_login": null,
          "committed_at": "2026-07-19T17:23:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "15f7d854eebe606b546daa439a6e864e5fdf9728",
          "body": null,
          "is_bot": false,
          "headline": "update swarms and new kimi example",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-18T20:23:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b4babf397f023cedcae2b44c6595fea640e17d71",
          "body": "…feat][worker-recovery][add worker retry and task reassignment][improvement][final-output][force director and workers to final output][improvement][example-prompt][expand trading agent system prompt][docs][readme-temperature][add temperature param to readme example][feat][k3-kimi-example][add openrouter kimi k3 blood type agent][feat][groupchat-example][add reshoring groupchat example][feat][hierarchical-recovery-example][add hierarchical swarm recovery example]",
          "is_bot": false,
          "headline": "[feat][director-settings][add configurable director agent overrides][…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-17T15:48:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3106f0c13bba4cefaf8ab0b5f50336905b8d0f4b",
          "body": null,
          "is_bot": false,
          "headline": "update example",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-13T16:49:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4e251de02a54b51f840e4648717d66c9afba0759",
          "body": null,
          "is_bot": false,
          "headline": "gpt5.6-sol example in examples/models/openai folder",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-13T16:45:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b021ded78a29d6f7510641bb4742f4a2ad5c9621",
          "body": null,
          "is_bot": false,
          "headline": "update claude md",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-10T14:54:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d23052918a42c44c3be979b252e3e4fc70aeab4e",
          "body": null,
          "is_bot": false,
          "headline": "minimax 3 example",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-10T12:35:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ddfa78199be6a767c1910839345af0733a5634b0",
          "body": null,
          "is_bot": false,
          "headline": "update prompt caching examples",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-08T22:04:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ea08cec503dbf3565e8e3771f67063487cb3e9e8",
          "body": "Revert \"[FEAT-AGENT][Added Fugu agent from Sakana AI]\"",
          "is_bot": false,
          "headline": "Merge pull request #1711 from kyegomez/revert-1703-fugu",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-08T20:21:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "94d7c9129fdc9e5cfe8a43ed874b148ab07195cc",
          "body": null,
          "is_bot": false,
          "headline": "Revert \"[FEAT-AGENT][Added Fugu agent from Sakana AI]\"",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-08T20:21:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c5ec1e13a19dcb6c46b4bf98cb0e24d18ffa0c15",
          "body": "[FEAT-AGENT][Added Fugu agent from Sakana AI]",
          "is_bot": false,
          "headline": "Merge pull request #1703 from IlumCI/fugu",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-08T20:20:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28455d0c7032ebf9ebed12f2c8608ea6495980cd",
          "body": null,
          "is_bot": false,
          "headline": "update example links",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-07T23:02:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e41657e1d7a2362e3d23b43f7ca20d5788aa71f",
          "body": null,
          "is_bot": false,
          "headline": "organize single agent examples",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-07T21:16:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1769ccf6d8987ad83a090d9923736bfcaae3c3a7",
          "body": "…ovement][llms-unfurl][extract llms into provider folders][docs][models-readme][rewrite readme provider index]",
          "is_bot": false,
          "headline": "[improvement][models-reorg][organize model examples by provider][impr…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-07T21:08:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "149d07fdce0ae464e04ec65f59f1dc0f74f49b19",
          "body": "…][docs-nav][register openrouter tutorial in nav]",
          "is_bot": false,
          "headline": "[docs][openrouter-tutorial][add openrouter multi agent tutorial][docs…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-07T21:02:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "39182eecee9400969f5d470512f5229702d44446",
          "body": null,
          "is_bot": false,
          "headline": "Update example_basic.py",
          "author_name": "CI-DEV",
          "author_login": "IlumCI",
          "committed_at": "2026-07-06T17:17:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "120c0ab214675031dfba3620ccbacbb9628c3d7a",
          "body": null,
          "is_bot": false,
          "headline": "Update example_with_workers.py",
          "author_name": "CI-DEV",
          "author_login": "IlumCI",
          "committed_at": "2026-07-06T17:16:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "866c1787c7c31e2e785faa3ae1759b61f44d6792",
          "body": "Updated MODEL_TIER dictionary to include new models and adjusted existing model tiers.",
          "is_bot": false,
          "headline": "Revise MODEL_TIER with new model entries",
          "author_name": "CI-DEV",
          "author_login": "IlumCI",
          "committed_at": "2026-07-06T09:10:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "16829e37696e41366ff4f2a0b0bf983a1d3a07df",
          "body": null,
          "is_bot": false,
          "headline": "Delete examples/single_agent/fugu_example.py",
          "author_name": "CI-DEV",
          "author_login": "IlumCI",
          "committed_at": "2026-07-02T16:57:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a58577846c9eeef07e91794bf60fa7aaebdaa5d",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into fugu",
          "author_name": "CI-DEV",
          "author_login": "IlumCI",
          "committed_at": "2026-07-02T16:06:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28ef88dd660ed6e276ba185fac5b6c3e6438b369",
          "body": null,
          "is_bot": false,
          "headline": "Delete PR.md",
          "author_name": "CI-DEV",
          "author_login": "IlumCI",
          "committed_at": "2026-07-02T14:37:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3033f5d68b6afd1bbf42ea39c02475691a8b27e8",
          "body": null,
          "is_bot": false,
          "headline": "Delete examples/multi_agent/fugu_agent/README.md",
          "author_name": "CI-DEV",
          "author_login": "IlumCI",
          "committed_at": "2026-07-02T14:36:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cc9e86b0855b16d7b8c7a06fdf459b28ad11475d",
          "body": null,
          "is_bot": false,
          "headline": "docs: update PR.md to reflect new FuguAgent location in examples",
          "author_name": "Lummy",
          "author_login": null,
          "committed_at": "2026-07-02T14:36:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aa9ee139f52fa2253fe395382ac714ac7c11b5ca",
          "body": "- Remove FuguAgent from swarms/agents/__init__.py exports\n- Remove FuguAgent from SwarmType literal and _create_fugu_agent() in swarm_router.py\n- Move FuguAgent implementation to examples/multi_agent/fugu_agent/ with improvements:\n  - Replace dataclasses with pydantic models (AgentTask, AgentTaskRes\n[…]\nte example files (example_basic.py, example_with_workers.py)\n- Update examples/single_agent/fugu_example.py to redirect to new location with deprecation warning\n- Add README.md with full documentation",
          "is_bot": false,
          "headline": "refactor: move FuguAgent to examples/multi_agent/fugu_agent",
          "author_name": "Lummy",
          "author_login": null,
          "committed_at": "2026-07-02T14:32:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fa864a5bc65edc045feef3dbd50262ee4722e370",
          "body": "…d] (#1692)\n\n* Added computer-use tools\n\n* Add PyTorch model creation and debugging example\n\nThis script provides an example of using an agent to create and debug a PyTorch model. It outlines the workflow for developing the model, including planning, creating, testing, fixing, and reporting.\n\n* Add create_computer_use_tools to __all__ exports\n\n* Refactor file handling functions to include workspace_root\n\n* Update print statement from 'Hello' to 'Goodbye'",
          "is_bot": false,
          "headline": "[FEAT-TOOLS][Added proper computer-use tools, fully working and teste…",
          "author_name": "CI-DEV",
          "author_login": "IlumCI",
          "committed_at": "2026-07-02T12:21:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0d1ab2eaf6612e00d7da5cd0c55448561a140400",
          "body": "[feat] [MixtureOfAgents] workers receive task + prev-layer synthesis instead of full transcript",
          "is_bot": false,
          "headline": "Merge pull request #1681 from adichaudhary/feat/mixture-stop-pass",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-07-01T11:38:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3505755f9a0cba2a6073534ba3ce61126feb2f89",
          "body": "[feat] [HierarchicalSwarms] rebuild only changed panel in HierarchicalSwarmDashboard on each update",
          "is_bot": false,
          "headline": "Merge pull request #1680 from adichaudhary/feat/dashboard-refresh",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-28T13:17:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af19f7dce8546ae33ca00b8afcf700a254c9d353",
          "body": null,
          "is_bot": false,
          "headline": "Revert hiearchical_swarm.py changes to match master",
          "author_name": "adichaudhary",
          "author_login": "adichaudhary",
          "committed_at": "2026-06-25T21:05:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8b0c10a4c92c565e7d0cfda21e6d6e5b4dfb6a0b",
          "body": null,
          "is_bot": false,
          "headline": "small clean up",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-24T21:52:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7fa9bea72e4d663d1a20bc93b8e0a2f176f25f8e",
          "body": "…existing utils module",
          "is_bot": false,
          "headline": "move HierarchicalSwarmDashboard out of hiearchical_swarm.py into its …",
          "author_name": "adichaudhary",
          "author_login": "adichaudhary",
          "committed_at": "2026-06-23T23:10:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b85e4dc8a02eaee841ca6e46b1a68603fd168748",
          "body": "  turn][feat][recency-penalty][discourage same agent\n  monologuing][improvement][extract-decide-prompt][move prompt to prompts\n  folder][improvement][verbose-printing][gate panel output on\n  verbose][docs][groupchat-example][replace example with simpler version]",
          "is_bot": false,
          "headline": "[feat][turn-based-groupchat][single speaker bidding per",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-23T16:05:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dda124eb9120941495d2991d70ec95c9d97800c8",
          "body": "  loader][improvement][remove-csv-module][delete standalone csv to\n  agent][docs][csv-example-update][update csv example imports and api]",
          "is_bot": false,
          "headline": "[improvement][csv-loader-migration][merge csv loader into agent",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-22T21:35:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b06183040073e6b8705e62e84486772bfd084dd",
          "body": null,
          "is_bot": false,
          "headline": "new group chat examples",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-20T14:03:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ffa1cc2bf5ba35d925379695ef300f91321ddca2",
          "body": "…ashboard.py",
          "is_bot": false,
          "headline": "Revert unnecessary dirty-panel changes to unused hierarchical_swarm_d…",
          "author_name": "adichaudhary",
          "author_login": "adichaudhary",
          "committed_at": "2026-06-18T21:06:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "075decbb14bdf9cd746801c6f3c53e6f6fdd6bc3",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into feat/dashboard-refresh",
          "author_name": "adichaudhary",
          "author_login": "adichaudhary",
          "committed_at": "2026-06-18T21:01:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4af278b72cfecb50f9da2489dcf21101e9d8c52c",
          "body": "…t bids on a task, and the highest scoring bidder(s) get awarded the work (#1687)\n\n* [feat][AuctionSwarm] added AuctionSwarm: agents submit confidence/cost bids on a task, and the highest scoring bidder(s) get awarded the work\n\n* fixed AuctionSwarm bid-tool cleanup race, leaked bidding memory, and add cost/output safeguards\n\n* remove AuctionSwarm and BID_TOOL from structs __init__",
          "is_bot": false,
          "headline": "[feat][AuctionSwarm] added AuctionSwarm: agents submit confidence/cos…",
          "author_name": "Adi Chaudhary",
          "author_login": "adichaudhary",
          "committed_at": "2026-06-18T18:33:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1701e393064ae33566e11d147938a84c612a180d",
          "body": null,
          "is_bot": false,
          "headline": "update swarm router docs",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-13T23:09:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b7e9e16690a12e107c88a72c0d4da1a5dba8f08c",
          "body": null,
          "is_bot": false,
          "headline": "gpt-4.1 -> gpt5.4",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-12T19:30:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4e8b69ef4832b7fa2dea7a1e486cfe38cbd6fd2d",
          "body": null,
          "is_bot": false,
          "headline": "format",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-12T19:27:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fc2f2b8bfa2bb047e7150b4d208fd8fc43cfedbe",
          "body": null,
          "is_bot": false,
          "headline": "new changelog folder in examples/ + new swarms v13 examples",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-12T19:24:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e307b20eab43cd1c411d7915e578a7b726991d0c",
          "body": "  agents][bugf][router-groupchat-params][forward output type and\n  verbose to groupchat][feat][groupchat-examples][add dynamic and\n  router groupchat examples][docs][example-readmes][list new examples\n  in readmes][improvement][version-bump][bump package version to\n  12.0.3]",
          "is_bot": false,
          "headline": "[feat][auto-equip-respond][auto inject respond tool into groupchat",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-11T21:44:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b4179d786840d53a329760491ded1cc08a90527f",
          "body": null,
          "is_bot": false,
          "headline": "Remove mixture of agents example and test files",
          "author_name": "adichaudhary",
          "author_login": "adichaudhary",
          "committed_at": "2026-06-10T02:56:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f01705d221cec256734ccdfe8bc685261905945e",
          "body": null,
          "is_bot": false,
          "headline": "Remove dashboard example and test files",
          "author_name": "adichaudhary",
          "author_login": "adichaudhary",
          "committed_at": "2026-06-10T02:56:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "604613ff853c1a0cbf051cf14ae5b1dd0dd6c3d3",
          "body": "  chat][feat][respond-tool][export respond tool for groupchat\n  agents][improvement][drop-speaker-functions][remove speaker function\n  api from router and\n  exports][improvement][agent-tools-default][default\n  tools_list_dictionary to empty\n  list][improvement][groupchat-examples-refresh][update gro\n[…]\nt examples][feat][fable-agent-example][add fable\n  single agent example][docs][groupchat-docs][rewrite groupchat docs\n  and guides][improvement][groupchat-tests][rewrite groupchat tests for\n  new api]",
          "is_bot": false,
          "headline": "[feat][async-groupchat][rewrite groupchat as self-selecting async",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-09T23:08:43Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ac59f9527abbba3a9bc9bfd6452396d623c8738d",
          "body": null,
          "is_bot": false,
          "headline": "improve docs",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-09T13:22:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "67fb89f948c7f77be836964ca05ec201b7ad9713",
          "body": null,
          "is_bot": false,
          "headline": "format fixes",
          "author_name": "adichaudhary",
          "author_login": "adichaudhary",
          "committed_at": "2026-06-09T04:03:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f73b1d8339bebc0c15c10d8c62e2f91f84cac459",
          "body": null,
          "is_bot": false,
          "headline": "formatting fixed",
          "author_name": "adichaudhary",
          "author_login": "adichaudhary",
          "committed_at": "2026-06-09T04:01:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "96b5a31dbe9d8872be3eb8da6c7355fb8d10b0b6",
          "body": null,
          "is_bot": false,
          "headline": "update MoA docstrings and strengthen aggregator test assertion",
          "author_name": "adichaudhary",
          "author_login": "adichaudhary",
          "committed_at": "2026-06-09T03:50:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f424a5c7fb3c123e9ab18e098f5ed00fac60da4a",
          "body": "…instead of full transcript",
          "is_bot": false,
          "headline": "[feat] [MixtureOfAgents] workers receive task + prev-layer synthesis …",
          "author_name": "adichaudhary",
          "author_login": "adichaudhary",
          "committed_at": "2026-06-09T03:45:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "58ef56888c22ed06774d21361e138241a6cf4ffd",
          "body": "… upstream refactor",
          "is_bot": false,
          "headline": "fix: apply dirty-panel changes to new dashboard module location after…",
          "author_name": "adichaudhary",
          "author_login": "adichaudhary",
          "committed_at": "2026-06-09T03:32:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a29b30357bda0bbbd71eae7642b90ddbf5ab7a0",
          "body": "… expand tests",
          "is_bot": false,
          "headline": "guard unknown section in _refresh_section, deduplicate force_refresh,…",
          "author_name": "adichaudhary",
          "author_login": "adichaudhary",
          "committed_at": "2026-06-09T03:31:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "22602eafc71facbcb36f75c8453ca7fc91f726aa",
          "body": "…h update",
          "is_bot": false,
          "headline": "perf: rebuild only changed panel in HierarchicalSwarmDashboard on eac…",
          "author_name": "adichaudhary",
          "author_login": "adichaudhary",
          "committed_at": "2026-06-09T03:31:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "069c2d47733f0763aadf288a89108343aa54f354",
          "body": null,
          "is_bot": false,
          "headline": "readme",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-08T23:58:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a6302e45d6b132e074dd4393e4e810a2338d94d5",
          "body": "  return_all_agent_names][feat][find-agent-by-id][add shared\n  id-based agent lookup helper][improvement][reuse-id-lookup][use\n  shared id lookup in registry base swarm and\n  utils][improvement][drop-stopping-conditions][remove unused\n  stopping condition helpers][improvement][self-moa-mixin][inheri\n[…]\n][moa-cleanup][remove dead commented\n  blocks from mixture of\n  agents][bugf][majority-voting-callback][reraise streaming\n  callback errors][improvement][example-update][refresh example\n  task prompt]",
          "is_bot": false,
          "headline": "[improvement][rename-helper][rename get_all_agent_names to",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-08T20:53:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1ff794f5ab6e47e0779a630b323c63a0e76a9a80",
          "body": "  find_agent_by_name][improvement][rearrange-list-shape][store agents as\n  list and use shared lookup][improvement][router-list-shape][store agents\n  as list and reuse cached\n  lookup][improvement][agent-router-lookup][replace dual linear scans with\n  cached lookup][improvement][social-algorithms-cl\n[…]\n full\n  docstrings to multi_agent_router\n  functions][feat][refactor-smoke-examples][add example scripts for\n  refactored modules][docs][perf-audit-move][relocate performance audit\n  into docs folder]",
          "is_bot": false,
          "headline": "[improvement][find-agent-cache][add cached name index to",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-08T20:18:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f599c2be5a03e15232b42b0632834076cf6dd48b",
          "body": "…odules][feat][swarm-variant][replace\n\n  grok flags with variant param][improvement][swarm-router-cleanup][extract message helpers and rewrite\n  docs][improvement][drop-rules-param][remove unused rules constructor\n  argument][improvement][agent-executor-reuse][use shared executor instead of inline\n \n[…]\namples][feat][router-concurrent-example][add swarm router concurrent\n  example][docs][performance-audit][add performance audit document][improvement][heavy-swarm-tests][update\n  tests for variant api]",
          "is_bot": false,
          "headline": "[improvement][heavy-swarm-refactor][extract agents and dashboard to m…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-08T18:57:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "24107e7a8d08d8cb98eb3457a73e5eddc29160fa",
          "body": null,
          "is_bot": false,
          "headline": "make round robin have diverse model names",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-07T12:15:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e258dfaa98cf3625531feb138dbffdc6b1db3d1",
          "body": "…at][turn-awareness][add prev next speaker context][improvement][verbose-logging][gate logs behind verbose flag][improvement][remove-tenacity][drop retry decorator from round robin][improvement][drop-callback][delete unused callback hook][improvement][prompt-extract][move prompts to module functions\n[…]\nment review example][feat][design-review][add engineering design review example][improvement][unify-imports][use top level swarms import in examples][improvement][version-bump][bump version to 12 0 2]",
          "is_bot": false,
          "headline": "[feat][round-robin-rewrite][replace shuffle with true round robin][fe…",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-07T12:07:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6f98a5f480d6f45de8afdb6028eaedcb23be33d3",
          "body": "  document class][improvement][drop-ape][remove auto prompt\n  generation logic][improvement][swarm-router-mixin][inherit\n  serializable mixin in swarm router][feat][swarm-type-tests][add\n  run tests for all swarm types][improvement][test-cleanup][remove\n   obsolete swarm router\n  tests][improvement]\n[…]\nxamples][docs][models-readme][add models examples\n  readme][improvement][drop-stale-examples][remove ui and multi\n  mcp guide examples][improvement][gitignore-cleanup][drop models\n  gitignore entries]",
          "is_bot": false,
          "headline": "[improvement][swarm-router-cleanup][remove unused params and",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-05T18:40:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "03962415658c03c535304ae3f2047a587d3b773b",
          "body": "  mixin][improvement][remove-rules-param][drop unused rules\n  constructor\n  argument][improvement][remove-conversation-cache][revert\n  ineffective conversation string\n  cache][improvement][skip-telemetry-logging][remove\n  log_agent_data calls from run][docs][example-simplify][simplify\n  multi-stage example output]",
          "is_bot": false,
          "headline": "[improvement][serializable-mixin][extract to_dict into reusable",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-05T18:17:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9cde6643cfa101eb5f16e11aa8ed2ef0564dc6d7",
          "body": "[FEAT] [GraphWorkflow] implemented sub-workflow composition",
          "is_bot": false,
          "headline": "Merge pull request #1620 from adichaudhary/graph-workflow-composition",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-03T15:19:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "75c76d2fde7619f7a8561c73ae7426b9d04c98e0",
          "body": null,
          "is_bot": false,
          "headline": "hiring section in readme",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-03T14:37:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0be1448d2774d89d5c37d0249f922f3b43524060",
          "body": null,
          "is_bot": false,
          "headline": "format swarms folder correctly",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-03T14:34:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "71ef5940c86e40a0bec1b95febda845cc426af2a",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into graph-workflow-composition",
          "author_name": "adichaudhary",
          "author_login": "adichaudhary",
          "committed_at": "2026-06-03T01:12:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6063c332404269cbcaa6e608f73dbe71438d4fed",
          "body": "[FEAT] [GraphWorkflow] add validate(raise_on_error) and compile-time structural validation",
          "is_bot": false,
          "headline": "Merge pull request #1623 from adichaudhary/graph-workflow-valid",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-02T23:01:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "57afc6be61878c1a530964e9be56f4eb58c82754",
          "body": null,
          "is_bot": false,
          "headline": "format agent rearrange examples",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-02T12:17:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "be5275755d496bbc1d555ea8978e287f4ad59837",
          "body": null,
          "is_bot": false,
          "headline": "readme update",
          "author_name": "Kye Gomez",
          "author_login": "kyegomez",
          "committed_at": "2026-06-02T12:16:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 100,
      "commits_last_year": 1036,
      "latest_release_at": "2024-12-27T20:30:59Z",
      "latest_release_tag": "6.8.1",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 52,
      "days_since_latest_release": 581,
      "mean_days_between_releases": 46.2
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 100,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "swarms",
          "exists": true,
          "license": "Apache-2.0",
          "keywords": [
            "artificial intelligence",
            "deep learning",
            "optimizers",
            "Prompt Engineering",
            "swarms",
            "agents",
            "llms",
            "transformers",
            "multi-agent",
            "swarms of agents",
            "Enterprise-Grade Agents",
            "Production-Grade Agents",
            "Agents",
            "Multi-Grade-Agents",
            "Swarms",
            "Transformers",
            "LLMs",
            "Prompt Engineering",
            "Agents",
            "Generative Agents",
            "Generative AI",
            "Agent Marketplace",
            "Agent Store",
            "quant",
            "finance",
            "algorithmic trading",
            "portfolio optimization",
            "risk management",
            "financial modeling",
            "machine learning for finance",
            "natural language processing for finance",
            "Development Status :: 4 - Beta",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: Apache Software License",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Topic :: Scientific/Engineering :: Artificial Intelligence"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/swarms/",
          "is_deprecated": false,
          "latest_version": "14.0.0",
          "repository_url": "https://github.com/kyegomez/swarms",
          "versions_count": 617,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 36843,
          "first_published_at": "2023-06-29T19:58:42.666542Z",
          "latest_published_at": "2026-08-01T12:35:36.375536Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        }
      ]
    },
    "popularity": {
      "forks": 976,
      "stars": 7014,
      "watchers": 66,
      "fork_history": {
        "days": [
          {
            "date": "2023-06-28",
            "count": 3
          },
          {
            "date": "2023-07-03",
            "count": 1
          },
          {
            "date": "2023-07-04",
            "count": 1
          },
          {
            "date": "2023-07-05",
            "count": 2
          },
          {
            "date": "2023-07-06",
            "count": 1
          },
          {
            "date": "2023-07-12",
            "count": 1
          },
          {
            "date": "2023-07-18",
            "count": 1
          },
          {
            "date": "2023-07-22",
            "count": 1
          },
          {
            "date": "2023-07-30",
            "count": 1
          },
          {
            "date": "2023-08-08",
            "count": 2
          },
          {
            "date": "2023-08-10",
            "count": 1
          },
          {
            "date": "2023-08-13",
            "count": 1
          },
          {
            "date": "2023-08-16",
            "count": 1
          },
          {
            "date": "2023-08-19",
            "count": 1
          },
          {
            "date": "2023-08-22",
            "count": 1
          },
          {
            "date": "2023-09-07",
            "count": 1
          },
          {
            "date": "2023-09-22",
            "count": 1
          },
          {
            "date": "2023-09-24",
            "count": 1
          },
          {
            "date": "2023-09-29",
            "count": 1
          },
          {
            "date": "2023-10-06",
            "count": 1
          },
          {
            "date": "2023-10-07",
            "count": 1
          },
          {
            "date": "2023-10-11",
            "count": 1
          },
          {
            "date": "2023-10-20",
            "count": 1
          },
          {
            "date": "2023-10-23",
            "count": 2
          },
          {
            "date": "2023-11-03",
            "count": 1
          },
          {
            "date": "2023-11-15",
            "count": 1
          },
          {
            "date": "2023-11-19",
            "count": 1
          },
          {
            "date": "2023-11-24",
            "count": 1
          },
          {
            "date": "2023-12-01",
            "count": 1
          },
          {
            "date": "2023-12-08",
            "count": 1
          },
          {
            "date": "2023-12-18",
            "count": 1
          },
          {
            "date": "2023-12-19",
            "count": 2
          },
          {
            "date": "2023-12-23",
            "count": 1
          },
          {
            "date": "2023-12-24",
            "count": 2
          },
          {
            "date": "2024-01-01",
            "count": 1
          },
          {
            "date": "2024-01-03",
            "count": 1
          },
          {
            "date": "2024-01-04",
            "count": 1
          },
          {
            "date": "2024-01-06",
            "count": 2
          },
          {
            "date": "2024-01-11",
            "count": 1
          },
          {
            "date": "2024-01-27",
            "count": 1
          },
          {
            "date": "2024-02-03",
            "count": 2
          },
          {
            "date": "2024-02-04",
            "count": 1
          },
          {
            "date": "2024-02-05",
            "count": 2
          },
          {
            "date": "2024-02-06",
            "count": 1
          },
          {
            "date": "2024-02-08",
            "count": 1
          },
          {
            "date": "2024-02-09",
            "count": 1
          },
          {
            "date": "2024-02-14",
            "count": 1
          },
          {
            "date": "2024-02-15",
            "count": 1
          },
          {
            "date": "2024-02-21",
            "count": 2
          },
          {
            "date": "2024-02-26",
            "count": 1
          },
          {
            "date": "2024-03-01",
            "count": 1
          },
          {
            "date": "2024-03-04",
            "count": 2
          },
          {
            "date": "2024-03-06",
            "count": 1
          },
          {
            "date": "2024-03-09",
            "count": 2
          },
          {
            "date": "2024-03-13",
            "count": 1
          },
          {
            "date": "2024-03-20",
            "count": 1
          },
          {
            "date": "2024-03-26",
            "count": 1
          },
          {
            "date": "2024-04-03",
            "count": 1
          },
          {
            "date": "2024-04-09",
            "count": 1
          },
          {
            "date": "2024-04-11",
            "count": 1
          },
          {
            "date": "2024-04-13",
            "count": 1
          },
          {
            "date": "2024-04-18",
            "count": 1
          },
          {
            "date": "2024-04-20",
            "count": 1
          },
          {
            "date": "2024-04-22",
            "count": 1
          },
          {
            "date": "2024-04-24",
            "count": 1
          },
          {
            "date": "2024-04-28",
            "count": 1
          },
          {
            "date": "2024-04-30",
            "count": 1
          },
          {
            "date": "2024-05-04",
            "count": 1
          },
          {
            "date": "2024-05-06",
            "count": 1
          },
          {
            "date": "2024-05-08",
            "count": 2
          },
          {
            "date": "2024-05-18",
            "count": 1
          },
          {
            "date": "2024-05-21",
            "count": 1
          },
          {
            "date": "2024-05-27",
            "count": 2
          },
          {
            "date": "2024-05-28",
            "count": 1
          },
          {
            "date": "2024-05-29",
            "count": 1
          },
          {
            "date": "2024-05-30",
            "count": 1
          },
          {
            "date": "2024-05-31",
            "count": 2
          },
          {
            "date": "2024-06-01",
            "count": 1
          },
          {
            "date": "2024-06-02",
            "count": 1
          },
          {
            "date": "2024-06-07",
            "count": 1
          },
          {
            "date": "2024-06-12",
            "count": 1
          },
          {
            "date": "2024-06-13",
            "count": 1
          },
          {
            "date": "2024-06-18",
            "count": 2
          },
          {
            "date": "2024-06-19",
            "count": 1
          },
          {
            "date": "2024-06-26",
            "count": 1
          },
          {
            "date": "2024-06-30",
            "count": 1
          },
          {
            "date": "2024-07-03",
            "count": 1
          },
          {
            "date": "2024-07-05",
            "count": 1
          },
          {
            "date": "2024-07-08",
            "count": 1
          },
          {
            "date": "2024-07-10",
            "count": 1
          },
          {
            "date": "2024-07-13",
            "count": 3
          },
          {
            "date": "2024-07-15",
            "count": 1
          },
          {
            "date": "2024-07-16",
            "count": 1
          },
          {
            "date": "2024-07-19",
            "count": 2
          },
          {
            "date": "2024-07-23",
            "count": 1
          },
          {
            "date": "2024-07-25",
            "count": 1
          },
          {
            "date": "2024-07-28",
            "count": 1
          },
          {
            "date": "2024-07-29",
            "count": 1
          },
          {
            "date": "2024-07-31",
            "count": 1
          },
          {
            "date": "2024-08-02",
            "count": 1
          },
          {
            "date": "2024-08-03",
            "count": 1
          },
          {
            "date": "2024-08-04",
            "count": 2
          },
          {
            "date": "2024-08-10",
            "count": 2
          },
          {
            "date": "2024-08-11",
            "count": 1
          },
          {
            "date": "2024-08-12",
            "count": 1
          },
          {
            "date": "2024-08-13",
            "count": 1
          },
          {
            "date": "2024-08-16",
            "count": 1
          },
          {
            "date": "2024-08-17",
            "count": 2
          },
          {
            "date": "2024-08-26",
            "count": 1
          },
          {
            "date": "2024-08-27",
            "count": 1
          },
          {
            "date": "2024-08-28",
            "count": 1
          },
          {
            "date": "2024-08-31",
            "count": 2
          },
          {
            "date": "2024-09-02",
            "count": 1
          },
          {
            "date": "2024-09-03",
            "count": 2
          },
          {
            "date": "2024-09-05",
            "count": 1
          },
          {
            "date": "2024-09-07",
            "count": 1
          },
          {
            "date": "2024-09-08",
            "count": 1
          },
          {
            "date": "2024-09-09",
            "count": 2
          },
          {
            "date": "2024-09-11",
            "count": 1
          },
          {
            "date": "2024-09-17",
            "count": 1
          },
          {
            "date": "2024-09-21",
            "count": 1
          },
          {
            "date": "2024-09-28",
            "count": 1
          },
          {
            "date": "2024-10-01",
            "count": 2
          },
          {
            "date": "2024-10-02",
            "count": 2
          },
          {
            "date": "2024-10-03",
            "count": 2
          },
          {
            "date": "2024-10-04",
            "count": 1
          },
          {
            "date": "2024-10-05",
            "count": 1
          },
          {
            "date": "2024-10-10",
            "count": 1
          },
          {
            "date": "2024-10-12",
            "count": 8
          },
          {
            "date": "2024-10-13",
            "count": 12
          },
          {
            "date": "2024-10-14",
            "count": 8
          },
          {
            "date": "2024-10-15",
            "count": 3
          },
          {
            "date": "2024-10-16",
            "count": 6
          },
          {
            "date": "2024-10-17",
            "count": 1
          },
          {
            "date": "2024-10-18",
            "count": 3
          },
          {
            "date": "2024-10-19",
            "count": 1
          },
          {
            "date": "2024-10-21",
            "count": 2
          },
          {
            "date": "2024-10-23",
            "count": 1
          },
          {
            "date": "2024-10-24",
            "count": 1
          },
          {
            "date": "2024-10-25",
            "count": 1
          },
          {
            "date": "2024-10-28",
            "count": 2
          },
          {
            "date": "2024-10-30",
            "count": 1
          },
          {
            "date": "2024-10-31",
            "count": 1
          },
          {
            "date": "2024-11-07",
            "count": 1
          },
          {
            "date": "2024-11-08",
            "count": 1
          },
          {
            "date": "2024-11-10",
            "count": 2
          },
          {
            "date": "2024-11-14",
            "count": 2
          },
          {
            "date": "2024-11-15",
            "count": 1
          },
          {
            "date": "2024-11-16",
            "count": 1
          },
          {
            "date": "2024-11-17",
            "count": 1
          },
          {
            "date": "2024-11-19",
            "count": 1
          },
          {
            "date": "2024-11-20",
            "count": 1
          },
          {
            "date": "2024-11-21",
            "count": 2
          },
          {
            "date": "2024-11-22",
            "count": 1
          },
          {
            "date": "2024-11-25",
            "count": 2
          },
          {
            "date": "2024-11-26",
            "count": 1
          },
          {
            "date": "2024-11-29",
            "count": 2
          },
          {
            "date": "2024-11-30",
            "count": 1
          },
          {
            "date": "2024-12-04",
            "count": 1
          },
          {
            "date": "2024-12-06",
            "count": 2
          },
          {
            "date": "2024-12-08",
            "count": 3
          },
          {
            "date": "2024-12-09",
            "count": 2
          },
          {
            "date": "2024-12-10",
            "count": 3
          },
          {
            "date": "2024-12-11",
            "count": 2
          },
          {
            "date": "2024-12-14",
            "count": 1
          },
          {
            "date": "2024-12-19",
            "count": 1
          },
          {
            "date": "2024-12-20",
            "count": 9
          },
          {
            "date": "2024-12-21",
            "count": 3
          },
          {
            "date": "2024-12-22",
            "count": 2
          },
          {
            "date": "2024-12-24",
            "count": 5
          },
          {
            "date": "2024-12-26",
            "count": 1
          },
          {
            "date": "2024-12-28",
            "count": 1
          },
          {
            "date": "2024-12-29",
            "count": 1
          },
          {
            "date": "2024-12-30",
            "count": 1
          },
          {
            "date": "2024-12-31",
            "count": 6
          },
          {
            "date": "2025-01-01",
            "count": 1
          },
          {
            "date": "2025-01-02",
            "count": 3
          },
          {
            "date": "2025-01-03",
            "count": 6
          },
          {
            "date": "2025-01-04",
            "count": 9
          },
          {
            "date": "2025-01-05",
            "count": 28
          },
          {
            "date": "2025-01-06",
            "count": 25
          },
          {
            "date": "2025-01-07",
            "count": 23
          },
          {
            "date": "2025-01-08",
            "count": 15
          },
          {
            "date": "2025-01-09",
            "count": 10
          },
          {
            "date": "2025-01-10",
            "count": 10
          },
          {
            "date": "2025-01-11",
            "count": 4
          },
          {
            "date": "2025-01-12",
            "count": 4
          },
          {
            "date": "2025-01-13",
            "count": 4
          },
          {
            "date": "2025-01-14",
            "count": 2
          },
          {
            "date": "2025-01-15",
            "count": 2
          },
          {
            "date": "2025-01-16",
            "count": 2
          },
          {
            "date": "2025-01-17",
            "count": 5
          },
          {
            "date": "2025-01-18",
            "count": 2
          },
          {
            "date": "2025-01-19",
            "count": 1
          },
          {
            "date": "2025-01-20",
            "count": 2
          },
          {
            "date": "2025-01-21",
            "count": 1
          },
          {
            "date": "2025-01-22",
            "count": 6
          },
          {
            "date": "2025-01-23",
            "count": 4
          },
          {
            "date": "2025-01-26",
            "count": 1
          },
          {
            "date": "2025-01-28",
            "count": 2
          },
          {
            "date": "2025-01-29",
            "count": 1
          },
          {
            "date": "2025-01-30",
            "count": 4
          },
          {
            "date": "2025-01-31",
            "count": 1
          },
          {
            "date": "2025-02-01",
            "count": 1
          },
          {
            "date": "2025-02-03",
            "count": 1
          },
          {
            "date": "2025-02-05",
            "count": 1
          },
          {
            "date": "2025-02-06",
            "count": 1
          },
          {
            "date": "2025-02-07",
            "count": 1
          },
          {
            "date": "2025-02-09",
            "count": 5
          },
          {
            "date": "2025-02-14",
            "count": 2
          },
          {
            "date": "2025-02-15",
            "count": 1
          },
          {
            "date": "2025-02-16",
            "count": 2
          },
          {
            "date": "2025-02-17",
            "count": 1
          },
          {
            "date": "2025-02-19",
            "count": 1
          },
          {
            "date": "2025-02-20",
            "count": 2
          },
          {
            "date": "2025-02-21",
            "count": 2
          },
          {
            "date": "2025-02-22",
            "count": 3
          },
          {
            "date": "2025-02-23",
            "count": 2
          },
          {
            "date": "2025-02-24",
            "count": 1
          },
          {
            "date": "2025-02-28",
            "count": 1
          },
          {
            "date": "2025-03-02",
            "count": 2
          },
          {
            "date": "2025-03-04",
            "count": 1
          },
          {
            "date": "2025-03-05",
            "count": 2
          },
          {
            "date": "2025-03-10",
            "count": 1
          },
          {
            "date": "2025-03-11",
            "count": 1
          },
          {
            "date": "2025-03-12",
            "count": 2
          },
          {
            "date": "2025-03-14",
            "count": 1
          },
          {
            "date": "2025-03-21",
            "count": 1
          },
          {
            "date": "2025-03-22",
            "count": 1
          },
          {
            "date": "2025-03-23",
            "count": 2
          },
          {
            "date": "2025-03-25",
            "count": 1
          },
          {
            "date": "2025-03-26",
            "count": 1
          },
          {
            "date": "2025-03-28",
            "count": 2
          },
          {
            "date": "2025-03-29",
            "count": 1
          },
          {
            "date": "2025-03-30",
            "count": 1
          },
          {
            "date": "2025-04-02",
            "count": 1
          },
          {
            "date": "2025-04-05",
            "count": 1
          },
          {
            "date": "2025-04-08",
            "count": 1
          },
          {
            "date": "2025-04-11",
            "count": 1
          },
          {
            "date": "2025-04-14",
            "count": 1
          },
          {
            "date": "2025-04-15",
            "count": 1
          },
          {
            "date": "2025-04-17",
            "count": 2
          },
          {
            "date": "2025-04-19",
            "count": 1
          },
          {
            "date": "2025-04-23",
            "count": 1
          },
          {
            "date": "2025-04-24",
            "count": 1
          },
          {
            "date": "2025-04-25",
            "count": 1
          },
          {
            "date": "2025-04-27",
            "count": 2
          },
          {
            "date": "2025-04-28",
            "count": 2
          },
          {
            "date": "2025-05-05",
            "count": 1
          },
          {
            "date": "2025-05-06",
            "count": 1
          },
          {
            "date": "2025-05-10",
            "count": 1
          },
          {
            "date": "2025-05-11",
            "count": 1
          },
          {
            "date": "2025-05-13",
            "count": 1
          },
          {
            "date": "2025-05-15",
            "count": 1
          },
          {
            "date": "2025-05-17",
            "count": 1
          },
          {
            "date": "2025-05-18",
            "count": 2
          },
          {
            "date": "2025-05-20",
            "count": 1
          },
          {
            "date": "2025-05-21",
            "count": 1
          },
          {
            "date": "2025-05-27",
            "count": 2
          },
          {
            "date": "2025-05-28",
            "count": 1
          },
          {
            "date": "2025-05-29",
            "count": 1
          },
          {
            "date": "2025-06-02",
            "count": 1
          },
          {
            "date": "2025-06-03",
            "count": 1
          },
          {
            "date": "2025-06-06",
            "count": 1
          },
          {
            "date": "2025-06-08",
            "count": 3
          },
          {
            "date": "2025-06-10",
            "count": 1
          },
          {
            "date": "2025-06-16",
            "count": 1
          },
          {
            "date": "2025-06-18",
            "count": 1
          },
          {
            "date": "2025-06-19",
            "count": 1
          },
          {
            "date": "2025-06-20",
            "count": 1
          },
          {
            "date": "2025-06-22",
            "count": 1
          },
          {
            "date": "2025-06-24",
            "count": 1
          },
          {
            "date": "2025-06-25",
            "count": 2
          },
          {
            "date": "2025-06-28",
            "count": 1
          },
          {
            "date": "2025-07-03",
            "count": 1
          },
          {
            "date": "2025-07-06",
            "count": 2
          },
          {
            "date": "2025-07-07",
            "count": 1
          },
          {
            "date": "2025-07-09",
            "count": 1
          },
          {
            "date": "2025-07-11",
            "count": 1
          },
          {
            "date": "2025-07-12",
            "count": 1
          },
          {
            "date": "2025-07-15",
            "count": 1
          },
          {
            "date": "2025-07-24",
            "count": 1
          },
          {
            "date": "2025-07-30",
            "count": 3
          },
          {
            "date": "2025-07-31",
            "count": 2
          },
          {
            "date": "2025-08-01",
            "count": 1
          },
          {
            "date": "2025-08-02",
            "count": 1
          },
          {
            "date": "2025-08-06",
            "count": 1
          },
          {
            "date": "2025-08-09",
            "count": 2
          },
          {
            "date": "2025-08-10",
            "count": 1
          },
          {
            "date": "2025-08-11",
            "count": 2
          },
          {
            "date": "2025-08-13",
            "count": 1
          },
          {
            "date": "2025-08-15",
            "count": 1
          },
          {
            "date": "2025-08-17",
            "count": 1
          },
          {
            "date": "2025-08-19",
            "count": 3
          },
          {
            "date": "2025-08-20",
            "count": 1
          },
          {
            "date": "2025-08-21",
            "count": 1
          },
          {
            "date": "2025-08-24",
            "count": 1
          },
          {
            "date": "2025-08-25",
            "count": 1
          },
          {
            "date": "2025-08-26",
            "count": 2
          },
          {
            "date": "2025-08-29",
            "count": 1
          },
          {
            "date": "2025-08-31",
            "count": 1
          },
          {
            "date": "2025-09-02",
            "count": 1
          },
          {
            "date": "2025-09-04",
            "count": 2
          },
          {
            "date": "2025-09-05",
            "count": 4
          },
          {
            "date": "2025-09-06",
            "count": 1
          },
          {
            "date": "2025-09-09",
            "count": 1
          },
          {
            "date": "2025-09-10",
            "count": 1
          },
          {
            "date": "2025-09-11",
            "count": 1
          },
          {
            "date": "2025-09-13",
            "count": 1
          },
          {
            "date": "2025-09-15",
            "count": 1
          },
          {
            "date": "2025-09-16",
            "count": 1
          },
          {
            "date": "2025-09-17",
            "count": 2
          },
          {
            "date": "2025-09-18",
            "count": 1
          },
          {
            "date": "2025-09-22",
            "count": 2
          },
          {
            "date": "2025-09-24",
            "count": 1
          },
          {
            "date": "2025-09-28",
            "count": 3
          },
          {
            "date": "2025-09-29",
            "count": 1
          },
          {
            "date": "2025-10-03",
            "count": 2
          },
          {
            "date": "2025-10-07",
            "count": 1
          },
          {
            "date": "2025-10-08",
            "count": 1
          },
          {
            "date": "2025-10-11",
            "count": 1
          },
          {
            "date": "2025-10-12",
            "count": 1
          },
          {
            "date": "2025-10-13",
            "count": 1
          },
          {
            "date": "2025-10-18",
            "count": 1
          },
          {
            "date": "2025-10-22",
            "count": 1
          },
          {
            "date": "2025-10-23",
            "count": 1
          },
          {
            "date": "2025-10-24",
            "count": 1
          },
          {
            "date": "2025-10-25",
            "count": 1
          },
          {
            "date": "2025-10-26",
            "count": 9
          },
          {
            "date": "2025-10-31",
            "count": 1
          },
          {
            "date": "2025-11-02",
            "count": 1
          },
          {
            "date": "2025-11-04",
            "count": 2
          },
          {
            "date": "2025-11-05",
            "count": 1
          },
          {
            "date": "2025-11-07",
            "count": 1
          },
          {
            "date": "2025-11-11",
            "count": 1
          },
          {
            "date": "2025-11-12",
            "count": 2
          },
          {
            "date": "2025-11-13",
            "count": 1
          },
          {
            "date": "2025-11-18",
            "count": 2
          },
          {
            "date": "2025-11-20",
            "count": 3
          },
          {
            "date": "2025-11-21",
            "count": 1
          },
          {
            "date": "2025-11-22",
            "count": 1
          },
          {
            "date": "2025-11-23",
            "count": 1
          },
          {
            "date": "2025-11-26",
            "count": 2
          },
          {
            "date": "2025-11-27",
            "count": 2
          },
          {
            "date": "2025-11-29",
            "count": 2
          },
          {
            "date": "2025-12-02",
            "count": 1
          },
          {
            "date": "2025-12-06",
            "count": 4
          },
          {
            "date": "2025-12-10",
            "count": 1
          },
          {
            "date": "2025-12-14",
            "count": 1
          },
          {
            "date": "2025-12-15",
            "count": 1
          },
          {
            "date": "2025-12-16",
            "count": 2
          },
          {
            "date": "2025-12-19",
            "count": 1
          },
          {
            "date": "2025-12-25",
            "count": 1
          },
          {
            "date": "2025-12-27",
            "count": 1
          },
          {
            "date": "2025-12-29",
            "count": 1
          },
          {
            "date": "2025-12-30",
            "count": 1
          },
          {
            "date": "2025-12-31",
            "count": 1
          },
          {
            "date": "2026-01-03",
            "count": 1
          },
          {
            "date": "2026-01-05",
            "count": 1
          },
          {
            "date": "2026-01-09",
            "count": 1
          },
          {
            "date": "2026-01-10",
            "count": 2
          },
          {
            "date": "2026-01-11",
            "count": 1
          },
          {
            "date": "2026-01-14",
            "count": 2
          },
          {
            "date": "2026-01-16",
            "count": 2
          },
          {
            "date": "2026-01-19",
            "count": 3
          },
          {
            "date": "2026-01-25",
            "count": 1
          },
          {
            "date": "2026-01-31",
            "count": 3
          },
          {
            "date": "2026-02-01",
            "count": 1
          },
          {
            "date": "2026-02-03",
            "count": 1
          },
          {
            "date": "2026-02-04",
            "count": 2
          },
          {
            "date": "2026-02-05",
            "count": 1
          },
          {
            "date": "2026-02-07",
            "count": 1
          },
          {
            "date": "2026-02-08",
            "count": 3
          },
          {
            "date": "2026-02-11",
            "count": 1
          },
          {
            "date": "2026-02-12",
            "count": 2
          },
          {
            "date": "2026-02-13",
            "count": 1
          },
          {
            "date": "2026-02-15",
            "count": 3
          },
          {
            "date": "2026-02-16",
            "count": 1
          },
          {
            "date": "2026-02-18",
            "count": 2
          },
          {
            "date": "2026-02-19",
            "count": 2
          },
          {
            "date": "2026-02-21",
            "count": 1
          },
          {
            "date": "2026-02-26",
            "count": 1
          },
          {
            "date": "2026-02-27",
            "count": 1
          },
          {
            "date": "2026-02-28",
            "count": 1
          },
          {
            "date": "2026-03-01",
            "count": 1
          },
          {
            "date": "2026-03-02",
            "count": 1
          },
          {
            "date": "2026-03-03",
            "count": 1
          },
          {
            "date": "2026-03-04",
            "count": 4
          },
          {
            "date": "2026-03-07",
            "count": 1
          },
          {
            "date": "2026-03-08",
            "count": 2
          },
          {
            "date": "2026-03-09",
            "count": 1
          },
          {
            "date": "2026-03-11",
            "count": 1
          },
          {
            "date": "2026-03-16",
            "count": 1
          },
          {
            "date": "2026-03-17",
            "count": 1
          },
          {
            "date": "2026-03-18",
            "count": 1
          },
          {
            "date": "2026-03-19",
            "count": 1
          },
          {
            "date": "2026-03-20",
            "count": 2
          },
          {
            "date": "2026-03-21",
            "count": 4
          },
          {
            "date": "2026-03-22",
            "count": 13
          },
          {
            "date": "2026-03-23",
            "count": 9
          },
          {
            "date": "2026-03-24",
            "count": 4
          },
          {
            "date": "2026-03-25",
            "count": 2
          },
          {
            "date": "2026-03-27",
            "count": 2
          },
          {
            "date": "2026-04-02",
            "count": 1
          },
          {
            "date": "2026-04-03",
            "count": 2
          },
          {
            "date": "2026-04-04",
            "count": 2
          },
          {
            "date": "2026-04-07",
            "count": 2
          },
          {
            "date": "2026-04-09",
            "count": 1
          },
          {
            "date": "2026-04-11",
            "count": 2
          },
          {
            "date": "2026-04-13",
            "count": 2
          },
          {
            "date": "2026-04-14",
            "count": 2
          },
          {
            "date": "2026-04-15",
            "count": 1
          },
          {
            "date": "2026-04-16",
            "count": 2
          },
          {
            "date": "2026-04-17",
            "count": 1
          },
          {
            "date": "2026-04-18",
            "count": 1
          },
          {
            "date": "2026-04-19",
            "count": 7
          },
          {
            "date": "2026-04-20",
            "count": 6
          },
          {
            "date": "2026-04-21",
            "count": 17
          },
          {
            "date": "2026-04-22",
            "count": 4
          },
          {
            "date": "2026-04-23",
            "count": 12
          },
          {
            "date": "2026-04-24",
            "count": 9
          },
          {
            "date": "2026-04-25",
            "count": 4
          },
          {
            "date": "2026-04-26",
            "count": 2
          },
          {
            "date": "2026-04-27",
            "count": 2
          },
          {
            "date": "2026-04-28",
            "count": 4
          },
          {
            "date": "2026-04-29",
            "count": 1
          },
          {
            "date": "2026-04-30",
            "count": 1
          },
          {
            "date": "2026-05-01",
            "count": 1
          },
          {
            "date": "2026-05-02",
            "count": 5
          },
          {
            "date": "2026-05-03",
            "count": 2
          },
          {
            "date": "2026-05-04",
            "count": 2
          },
          {
            "date": "2026-05-06",
            "count": 4
          },
          {
            "date": "2026-05-07",
            "count": 6
          },
          {
            "date": "2026-05-10",
            "count": 3
          },
          {
            "date": "2026-05-11",
            "count": 2
          },
          {
            "date": "2026-05-12",
            "count": 5
          },
          {
            "date": "2026-05-13",
            "count": 4
          },
          {
            "date": "2026-05-14",
            "count": 1
          },
          {
            "date": "2026-05-15",
            "count": 2
          },
          {
            "date": "2026-05-16",
            "count": 2
          },
          {
            "date": "2026-05-17",
            "count": 1
          },
          {
            "date": "2026-05-18",
            "count": 3
          },
          {
            "date": "2026-05-19",
            "count": 1
          },
          {
            "date": "2026-05-20",
            "count": 1
          },
          {
            "date": "2026-05-21",
            "count": 1
          },
          {
            "date": "2026-05-22",
            "count": 2
          },
          {
            "date": "2026-05-24",
            "count": 4
          },
          {
            "date": "2026-05-25",
            "count": 1
          },
          {
            "date": "2026-05-26",
            "count": 2
          },
          {
            "date": "2026-05-27",
            "count": 1
          },
          {
            "date": "2026-05-29",
            "count": 3
          },
          {
            "date": "2026-05-30",
            "count": 4
          },
          {
            "date": "2026-05-31",
            "count": 2
          },
          {
            "date": "2026-06-02",
            "count": 1
          },
          {
            "date": "2026-06-05",
            "count": 3
          },
          {
            "date": "2026-06-06",
            "count": 1
          },
          {
            "date": "2026-06-07",
            "count": 1
          },
          {
            "date": "2026-06-08",
            "count": 2
          },
          {
            "date": "2026-06-10",
            "count": 1
          },
          {
            "date": "2026-06-11",
            "count": 1
          },
          {
            "date": "2026-06-14",
            "count": 2
          },
          {
            "date": "2026-06-15",
            "count": 1
          },
          {
            "date": "2026-06-17",
            "count": 2
          },
          {
            "date": "2026-06-20",
            "count": 2
          },
          {
            "date": "2026-06-21",
            "count": 1
          },
          {
            "date": "2026-06-22",
            "count": 1
          },
          {
            "date": "2026-06-23",
            "count": 1
          },
          {
            "date": "2026-06-24",
            "count": 1
          },
          {
            "date": "2026-06-25",
            "count": 1
          },
          {
            "date": "2026-06-26",
            "count": 1
          },
          {
            "date": "2026-06-27",
            "count": 2
          },
          {
            "date": "2026-07-01",
            "count": 1
          },
          {
            "date": "2026-07-06",
            "count": 1
          },
          {
            "date": "2026-07-07",
            "count": 2
          },
          {
            "date": "2026-07-10",
            "count": 1
          },
          {
            "date": "2026-07-11",
            "count": 1
          },
          {
            "date": "2026-07-12",
            "count": 1
          },
          {
            "date": "2026-07-16",
            "count": 1
          },
          {
            "date": "2026-07-17",
            "count": 2
          },
          {
            "date": "2026-07-18",
            "count": 2
          },
          {
            "date": "2026-07-19",
            "count": 2
          },
          {
            "date": "2026-07-21",
            "count": 4
          },
          {
            "date": "2026-07-23",
            "count": 3
          },
          {
            "date": "2026-07-25",
            "count": 1
          },
          {
            "date": "2026-07-27",
            "count": 1
          },
          {
            "date": "2026-07-28",
            "count": 2
          },
          {
            "date": "2026-07-29",
            "count": 3
          },
          {
            "date": "2026-07-30",
            "count": 1
          },
          {
            "date": "2026-08-01",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 968,
        "total_forks": 976
      },
      "star_history": null,
      "open_issues_and_prs": 85
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "demos",
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": true,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 224404,
      "source_files_sampled": 967,
      "oversized_source_files": 12,
      "agent_instruction_files": [
        "CLAUDE.md"
      ],
      "agent_instruction_max_bytes": 33479
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml",
        "requirements.txt",
        "tests/requirements.txt"
      ],
      "advisories": {
        "error": null,
        "scope": "repository_graph",
        "source": "osv",
        "findings": [
          {
            "name": "litellm",
            "direct": true,
            "version": "1.76.1",
            "severity": "critical",
            "ecosystem": "pypi",
            "cvss_score": 9.8,
            "advisory_ids": [
              "GHSA-4g5m-c9r5-49xf",
              "GHSA-4xpc-pv4p-pm3w",
              "GHSA-53mr-6c8q-9789",
              "GHSA-5jmr-gcrj-2c9q",
              "GHSA-69x8-hrgq-fjj8",
              "GHSA-72m8-9m7m-h278",
              "GHSA-7488-6r32-c95q",
              "GHSA-jjhc-v7c2-5hh6",
              "GHSA-qrc4-49gv-mv9m",
              "GHSA-v4p8-mg3p-g94g"
            ],
            "fixed_version": "1.84.0",
            "advisory_count": 21,
            "oldest_advisory_days": 119
          }
        ],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {
          "critical": 1
        },
        "advisory_count": 21,
        "affected_count": 1,
        "assessed_count": 100,
        "malicious_count": 0,
        "assessed_package": null,
        "unassessed_count": 31,
        "direct_affected_count": 1
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "setuptools",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "asyncio",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.4.3,<5.0"
        },
        {
          "name": "toml",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "loguru",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "pydantic",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "tenacity",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "psutil",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "python-dotenv",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "PyYAML",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "networkx",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "rich",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "litellm",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "1.76.1"
        },
        {
          "name": "httpx",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "requests",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "mcp",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.28.1,<2.0.0"
        },
        {
          "name": "schedule",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "opentelemetry-sdk",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "opentelemetry-exporter-otlp-proto-http",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "asyncio",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "asyncio",
            "direct": true,
            "version": "4.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": true,
            "version": "0.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "litellm",
            "direct": true,
            "version": "1.76.1",
            "ecosystem": "pypi"
          },
          {
            "name": "loguru",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "loguru",
            "direct": true,
            "version": "0.7.3",
            "ecosystem": "pypi"
          },
          {
            "name": "mcp",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mcp",
            "direct": true,
            "version": "1.29.0",
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": true,
            "version": "3.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-http",
            "direct": true,
            "version": "1.44.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-sdk",
            "direct": true,
            "version": "1.44.0",
            "ecosystem": "pypi"
          },
          {
            "name": "psutil",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "psutil",
            "direct": true,
            "version": "7.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": true,
            "version": "2.12.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": true,
            "version": "2.13.4",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": true,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": true,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": true,
            "version": "2.34.2",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": true,
            "version": "15.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "schedule",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "schedule",
            "direct": true,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": true,
            "version": "83.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tenacity",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tenacity",
            "direct": true,
            "version": "9.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "toml",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "toml",
            "direct": true,
            "version": "0.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohappyeyeballs",
            "direct": false,
            "version": "2.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohttp",
            "direct": false,
            "version": "3.14.3",
            "ecosystem": "pypi"
          },
          {
            "name": "aiosignal",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "async-timeout",
            "direct": false,
            "version": "5.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "26.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "black",
            "direct": false,
            "version": "26.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2026.7.22",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.9",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": "50.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "distro",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "exceptiongroup",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "fastuuid",
            "direct": false,
            "version": "0.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.32.2",
            "ecosystem": "pypi"
          },
          {
            "name": "frozenlist",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": false,
            "version": "2026.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "googleapis-common-protos",
            "direct": false,
            "version": "1.75.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gunicorn",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hf-xet",
            "direct": false,
            "version": "1.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "httpcore",
            "direct": false,
            "version": "1.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx-sse",
            "direct": false,
            "version": "0.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "huggingface-hub",
            "direct": false,
            "version": "1.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.18",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-metadata",
            "direct": false,
            "version": "9.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": false,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "jiter",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2025.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "multidict",
            "direct": false,
            "version": "6.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy-extensions",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy-protobuf",
            "direct": false,
            "version": "5.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "openai",
            "direct": false,
            "version": "2.52.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openpyxl",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-api",
            "direct": false,
            "version": "1.44.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-common",
            "direct": false,
            "version": "1.44.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-proto",
            "direct": false,
            "version": "1.44.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-semantic-conventions",
            "direct": false,
            "version": "0.65b0",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "26.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "passlib",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pathspec",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "propcache",
            "direct": false,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "7.35.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.46.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-settings",
            "direct": false,
            "version": "2.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": false,
            "version": "2.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "9.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-asyncio",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "python-jose",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "python-multipart",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "python-multipart",
            "direct": false,
            "version": "0.0.32",
            "ecosystem": "pypi"
          },
          {
            "name": "pytokens",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32",
            "direct": false,
            "version": "312",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": false,
            "version": "0.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "regex",
            "direct": false,
            "version": "2026.7.19",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "0.30.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.15.8",
            "ecosystem": "pypi"
          },
          {
            "name": "seaborn",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "slowapi",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sniffio",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sse-starlette",
            "direct": false,
            "version": "3.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "stagehand",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "swarms",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "swarms-memory",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tiktoken",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tokenizers",
            "direct": false,
            "version": "0.23.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": "4.70.0",
            "ecosystem": "pypi"
          },
          {
            "name": "types-chardet",
            "direct": false,
            "version": "5.0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "types-protobuf",
            "direct": false,
            "version": "7.34.1.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "types-pytz",
            "direct": false,
            "version": "2026.3.1.20260727",
            "ecosystem": "pypi"
          },
          {
            "name": "types-toml",
            "direct": false,
            "version": "0.10.8.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": false,
            "version": "0.52.0",
            "ecosystem": "pypi"
          },
          {
            "name": "win32-setctime",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "yarl",
            "direct": false,
            "version": "1.24.5",
            "ecosystem": "pypi"
          },
          {
            "name": "zipp",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 131,
        "direct_count": 33,
        "indirect_count": 98
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 50,
        "merged_prs": 526,
        "open_issues": 35,
        "closed_ratio": 0.943,
        "closed_issues": 584,
        "closed_unmerged_prs": 553
      },
      "bus_factor": 1,
      "bot_contributors": 2,
      "top_contributors": [
        {
          "type": "User",
          "login": "kyegomez",
          "commits": 1500,
          "avatar_url": "https://avatars.githubusercontent.com/u/98760976?v=4"
        },
        {
          "type": "User",
          "login": "elder-plinius",
          "commits": 258,
          "avatar_url": "https://avatars.githubusercontent.com/u/133052465?v=4"
        },
        {
          "type": "User",
          "login": "IlumCI",
          "commits": 174,
          "avatar_url": "https://avatars.githubusercontent.com/u/154627941?v=4"
        },
        {
          "type": "User",
          "login": "harshalmore31",
          "commits": 132,
          "avatar_url": "https://avatars.githubusercontent.com/u/86048671?v=4"
        },
        {
          "type": "User",
          "login": "evelynmitchell",
          "commits": 119,
          "avatar_url": "https://avatars.githubusercontent.com/u/1007591?v=4"
        },
        {
          "type": "User",
          "login": "Wyatt-Stanke",
          "commits": 102,
          "avatar_url": "https://avatars.githubusercontent.com/u/47758296?v=4"
        },
        {
          "type": "User",
          "login": "Steve-Dusty",
          "commits": 71,
          "avatar_url": "https://avatars.githubusercontent.com/u/66390533?v=4"
        },
        {
          "type": "User",
          "login": "ascender1729",
          "commits": 71,
          "avatar_url": "https://avatars.githubusercontent.com/u/66913595?v=4"
        },
        {
          "type": "User",
          "login": "adichaudhary",
          "commits": 59,
          "avatar_url": "https://avatars.githubusercontent.com/u/72666358?v=4"
        },
        {
          "type": "User",
          "login": "aparekh02",
          "commits": 56,
          "avatar_url": "https://avatars.githubusercontent.com/u/216118064?v=4"
        }
      ],
      "contributors_sampled": 47,
      "top_contributor_share": 0.539
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "RELEASE.yml",
        "dependency-review.yml",
        "label.yml",
        "lint.yml",
        "pyre.yml",
        "python-package.yml",
        "stale.yml",
        "test-main-features.yml",
        "tests.yml",
        "welcome.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": 6,
            "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": "15 out of 15 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": 3,
            "reason": "Found 8/26 approved changesets -- score normalized to 3",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 7 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 27 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 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": 0,
            "reason": "12 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "297ae6b77c8b1705587491cd3ac1f882ea99c8c7",
        "ran_at": "2026-08-01T12:40:35Z",
        "aggregate_score": 5.6,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": true,
      "has_dependabot_config": true
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-08-01T12:36:41Z",
      "oldest_open_prs": [
        {
          "number": 740,
          "created_at": "2025-01-10T03:10:41Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 754,
          "created_at": "2025-01-17T02:48:44Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 770,
          "created_at": "2025-02-07T19:21:19Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 818,
          "created_at": "2025-04-16T08:37:27Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 938,
          "created_at": "2025-07-04T17:52:47Z",
          "last_comment_at": "2025-08-15T16:58:43Z",
          "last_comment_author": "harshalmore31"
        },
        {
          "number": 962,
          "created_at": "2025-07-18T09:08:33Z",
          "last_comment_at": "2025-07-18T09:18:28Z",
          "last_comment_author": "Wxysnx"
        },
        {
          "number": 970,
          "created_at": "2025-07-22T10:10:19Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 983,
          "created_at": "2025-07-25T07:45:53Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 1019,
          "created_at": "2025-08-10T03:14:41Z",
          "last_comment_at": "2026-04-15T20:15:44Z",
          "last_comment_author": "nidhishgajjar"
        },
        {
          "number": 1219,
          "created_at": "2025-11-20T04:47:27Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 1236,
          "created_at": "2025-11-27T17:52:56Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 1260,
          "created_at": "2025-12-18T03:10:02Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 1451,
          "created_at": "2026-03-16T00:48:26Z",
          "last_comment_at": "2026-03-16T00:48:36Z",
          "last_comment_author": "github-actions"
        },
        {
          "number": 1459,
          "created_at": "2026-03-17T18:16:01Z",
          "last_comment_at": "2026-04-08T12:21:39Z",
          "last_comment_author": "kyegomez"
        },
        {
          "number": 1492,
          "created_at": "2026-03-21T05:28:59Z",
          "last_comment_at": "2026-05-07T14:40:14Z",
          "last_comment_author": "GopalGB"
        },
        {
          "number": 1493,
          "created_at": "2026-03-21T05:34:31Z",
          "last_comment_at": "2026-05-07T14:40:13Z",
          "last_comment_author": "GopalGB"
        },
        {
          "number": 1511,
          "created_at": "2026-04-03T00:25:56Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 1538,
          "created_at": "2026-04-16T08:24:59Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 1539,
          "created_at": "2026-04-16T08:24:59Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 1540,
          "created_at": "2026-04-16T08:24:59Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ],
      "last_merged_pr_at": "2026-08-01T12:31:23Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": [
        {
          "number": 936,
          "created_at": "2025-07-03T17:15:01Z",
          "last_comment_at": "2025-08-22T17:06:16Z",
          "last_comment_author": "harshalmore31"
        },
        {
          "number": 1261,
          "created_at": "2025-12-19T01:37:58Z",
          "last_comment_at": "2026-06-16T18:38:34Z",
          "last_comment_author": "ferhimedamine"
        },
        {
          "number": 1484,
          "created_at": "2026-03-20T04:33:30Z",
          "last_comment_at": "2026-07-28T02:24:00Z",
          "last_comment_author": "ayaangazali"
        },
        {
          "number": 1485,
          "created_at": "2026-03-20T04:33:45Z",
          "last_comment_at": "2026-07-28T02:24:01Z",
          "last_comment_author": "ayaangazali"
        },
        {
          "number": 1504,
          "created_at": "2026-03-28T05:21:25Z",
          "last_comment_at": "2026-04-16T14:23:02Z",
          "last_comment_author": "rehan243"
        },
        {
          "number": 1536,
          "created_at": "2026-04-16T08:23:52Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 1537,
          "created_at": "2026-04-16T08:23:53Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 1621,
          "created_at": "2026-05-19T01:04:36Z",
          "last_comment_at": "2026-06-05T15:38:56Z",
          "last_comment_author": "rehan243"
        },
        {
          "number": 1718,
          "created_at": "2026-07-17T17:38:43Z",
          "last_comment_at": "2026-07-17T17:38:52Z",
          "last_comment_author": "github-actions"
        },
        {
          "number": 1735,
          "created_at": "2026-07-27T20:02:58Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 1736,
          "created_at": "2026-07-27T20:03:14Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 1738,
          "created_at": "2026-07-27T20:03:32Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 1746,
          "created_at": "2026-07-28T13:48:00Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 1747,
          "created_at": "2026-07-28T14:02:14Z",
          "last_comment_at": "2026-08-01T01:12:43Z",
          "last_comment_author": "ayaangazali"
        },
        {
          "number": 1748,
          "created_at": "2026-07-28T14:02:15Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 1749,
          "created_at": "2026-07-28T14:02:16Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 1750,
          "created_at": "2026-07-28T14:02:29Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 1751,
          "created_at": "2026-07-28T14:02:29Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 1752,
          "created_at": "2026-07-28T14:02:30Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 1753,
          "created_at": "2026-07-28T14:22:19Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/kyegomez/swarms",
    "host": "github.com",
    "name": "swarms",
    "owner": "kyegomez"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "excellent",
      "name": "Overall health",
      "note": "The weighted overall 73 is calibrated to 87 on the published index scale (record calibration 2026-08-02).",
      "notes": [
        {
          "code": "overall_calibration",
          "params": {
            "raw": 73,
            "calibrated": 87,
            "calibration": "2026-08-02"
          }
        }
      ],
      "value": 87,
      "inputs": {
        "security": 55,
        "vitality": 84,
        "community": 89,
        "governance": 67,
        "calibration": "2026-08-02",
        "engineering": 71,
        "ai_readiness": 57,
        "weighted_overall_raw": 73
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 84,
        "weight": 0.21,
        "metrics": [
          {
            "key": "development_activity",
            "band": "exceptional",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "commits_last_year": 1036,
              "human_commit_share": 1,
              "days_since_last_push": 0,
              "active_weeks_last_year": 52
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "52/52 weeks with commits",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 52
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "1036 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 1036
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 27 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "moderate",
            "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": 60,
            "inputs": {
              "releases_count": 100,
              "latest_release_tag": "6.8.1",
              "releases_from_tags": false,
              "days_since_latest_release": 581,
              "mean_days_between_releases": 46.2
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "100 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 100
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 581 days ago",
                "points": 7.2,
                "status": "partial",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 581
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~46.2 days",
                "points": 19.8,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 46.2
                    }
                  }
                ],
                "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": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 3,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 3 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 3
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "excellent",
        "name": "Community & Adoption",
        "value": 89,
        "weight": 0.17,
        "metrics": [
          {
            "key": "popularity",
            "band": "exceptional",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 95,
            "inputs": {
              "forks": 976,
              "stars": 7014,
              "watchers": 66,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "7,014 stars",
                "points": 60,
                "status": "met",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 7014
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "976 forks",
                "points": 24.9,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 976
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "66 watchers",
                "points": 10.1,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 66
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": null,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "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 (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "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": "good",
            "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": 76,
            "inputs": {
              "packages": [
                "swarms"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 36843
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "36,843 downloads/month across pypi",
                "points": 60.9,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 36843,
                      "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": "good",
        "name": "Sustainability & Governance",
        "value": 67,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "weak",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 43,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 47,
              "top_contributor_share": 0.539
            },
            "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 54% of commits",
                "points": 10.4,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 54
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "47 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 47
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 7 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "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": 67,
            "inputs": {
              "merged_prs": 526,
              "open_issues": 35,
              "closed_issues": 584,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
              "prs_decided_30d": null,
              "issue_closed_ratio": 0.943,
              "closed_unmerged_prs": 553,
              "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": "94% of issues closed",
                "points": 39.6,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 94
                    }
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "526/1079 decided PRs merged",
                "points": 14.6,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 526,
                      "decided": 1079
                    }
                  }
                ],
                "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 8/26 approved changesets -- score normalized to 3",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "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": 71,
            "inputs": {
              "followers": 3479,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "kyegomez",
              "public_repos": 445,
              "account_age_days": 1642
            },
            "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": "3,479 followers of kyegomez",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 3479,
                      "login": "kyegomez"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "445 public repos, account ~4 yr old",
                "points": 22,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 445
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 4
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "swarms"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "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 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "617 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 617
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 71,
        "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": "10 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "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": "15 out of 15 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
                "artificial-intelligence",
                "langchain",
                "machine-learning",
                "swarms",
                "agents",
                "prompt-engineering",
                "prompt-toolkit",
                "prompting",
                "tree-of-thoughts",
                "ai",
                "chatgpt",
                "gpt4all",
                "huggingface",
                "langchain-python",
                "agentic-workflow",
                "multi-agent-systems",
                "agentic-ai",
                "claude-code"
              ],
              "has_wiki": true,
              "homepage": "https://docs.swarms.world",
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://docs.swarms.world",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "18 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 18
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 55,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "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": 56,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.6
            },
            "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": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "15 out of 15 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 8/26 approved changesets -- score normalized to 3",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 7 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 27 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file 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": "12 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "moderate",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 100 resolved dependencies against OSV; 31 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 100
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 31
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 53,
            "inputs": {
              "source": "osv",
              "advisories": 21,
              "affected_packages": 1,
              "assessed_packages": 100,
              "unassessed_packages": 31,
              "affected_by_severity": "critical 1",
              "direct_affected_packages": 1
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "1 affected: litellm 1.76.1 (critical 9.8)",
                "points": 7.6,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 1,
                      "packages": "litellm 1.76.1 (critical 9.8)"
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 119 days ago",
                "points": 32.1,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 1,
                      "oldest": 119
                    }
                  }
                ],
                "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": 100,
              "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": 9
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 57,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.47,
              "agent_instruction_files": [
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 33479
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "47 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 25.1,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 47,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "weak",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 47,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.08,
              "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": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "8 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 8,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "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": 54,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 224404,
              "source_files_sampled": 967,
              "oversized_source_files": 12
            },
            "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": "12/967 source files over 60KB",
                "points": 54.3,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 967,
                      "oversized": 12
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "demos",
                "examples"
              ],
              "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": "demos, examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "demos, examples"
                    }
                  }
                ],
                "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": {
      "top": [
        "library",
        "application"
      ],
      "labels": [
        "library",
        "mcp-server"
      ],
      "scores": {
        "library": 8,
        "mcp-server": 7
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "dependencies",
          "label": "mcp-server",
          "source": "dep:mcp",
          "weight": 4
        },
        {
          "tier": "structure",
          "label": "mcp-server",
          "source": "mcp_signal",
          "weight": 3
        },
        {
          "tier": "description",
          "label": "library",
          "source": "description:library",
          "weight": 2
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": true,
      "consumed_by_code": true
    },
    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:swarms@14.0.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-01T12:41:16.272050Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/k/kyegomez/swarms.svg",
  "full_name": "kyegomez/swarms",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}