microsoft / graphrag

每颗 star 和每个 fork 的添加时间，来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方，二者可相互对照：稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时，它会作为增长真实性予以报告。

仅显示最近的历史——该仓库超出采集窗口，因此未采集最早的历史记录。

来自 GitHub 依赖图的完整解析依赖集合：106 个直接依赖与 321 个间接（传递）软件包。仓库提交锁文件时，传递闭包才是完整的。

安装 pypi:graphrag@3.1.1 会引入 113 个包（直接与传递）：其中 0 个存在已知公告，0 个为直接依赖。

没有已知公告影响已评估的依赖。

公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析，且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。

{
  "data": {
    "repo": {
      "topics": [
        "graphrag",
        "rag",
        "llm",
        "llms",
        "gpt",
        "gpt-4",
        "gpt4"
      ],
      "is_fork": false,
      "size_kb": 206585,
      "has_wiki": true,
      "homepage": "https://microsoft.github.io/graphrag/",
      "languages": {
        "HTML": 85,
        "Jinja": 143,
        "Shell": 508,
        "Python": 1710593,
        "Dockerfile": 572,
        "Jupyter Notebook": 223928
      },
      "pushed_at": "2026-07-26T07:09:24Z",
      "created_at": "2024-03-27T17:57:52Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-26T20:32:21Z",
      "description": "A modular graph-based Retrieval-Augmented Generation (RAG) system",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python",
        "Jupyter Notebook"
      ]
    },
    "owner": {
      "blog": "https://opensource.microsoft.com",
      "name": "Microsoft",
      "type": "Organization",
      "login": "microsoft",
      "company": null,
      "location": "Redmond, WA",
      "followers": 125928,
      "avatar_url": "https://avatars.githubusercontent.com/u/6154722?v=4",
      "created_at": "2013-12-10T19:06:48Z",
      "is_verified": null,
      "public_repos": 8222,
      "account_age_days": 4611
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v3.1.1",
          "kind": "patch",
          "published_at": "2026-07-18T01:23:18Z"
        },
        {
          "tag": "v3.1.0",
          "kind": "minor",
          "published_at": "2026-05-28T15:55:40Z"
        },
        {
          "tag": "3.0.9",
          "kind": "patch",
          "published_at": "2026-04-13T19:29:27Z"
        },
        {
          "tag": "v3.0.8",
          "kind": "patch",
          "published_at": "2026-03-27T20:52:00Z"
        },
        {
          "tag": "v3.0.7",
          "kind": "patch",
          "published_at": "2026-03-24T17:21:24Z"
        },
        {
          "tag": "v3.0.6",
          "kind": "patch",
          "published_at": "2026-03-06T20:07:19Z"
        },
        {
          "tag": "v3.0.5",
          "kind": "patch",
          "published_at": "2026-02-27T21:17:58Z"
        },
        {
          "tag": "v3.0.4",
          "kind": "patch",
          "published_at": "2026-02-24T23:06:38Z"
        },
        {
          "tag": "v3.0.2",
          "kind": "patch",
          "published_at": "2026-02-13T18:44:16Z"
        },
        {
          "tag": "v3.0.1",
          "kind": "patch",
          "published_at": "2026-01-28T18:55:20Z"
        },
        {
          "tag": "v3.0.0",
          "kind": "major",
          "published_at": "2026-01-28T18:54:29Z"
        },
        {
          "tag": "v2.7.1",
          "kind": "patch",
          "published_at": "2026-01-26T19:49:10Z"
        },
        {
          "tag": "v2.7.0",
          "kind": "minor",
          "published_at": "2025-10-09T17:36:45Z"
        },
        {
          "tag": "v2.6.0",
          "kind": "minor",
          "published_at": "2025-09-22T22:21:48Z"
        },
        {
          "tag": "v.2.5.0",
          "kind": "other",
          "published_at": "2025-08-14T14:09:46Z"
        },
        {
          "tag": "v.2.4.0",
          "kind": "other",
          "published_at": "2025-07-15T00:56:05Z"
        },
        {
          "tag": "v2.3.0",
          "kind": "minor",
          "published_at": "2025-05-23T21:43:32Z"
        },
        {
          "tag": "v2.2.1",
          "kind": "patch",
          "published_at": "2025-05-01T00:18:20Z"
        },
        {
          "tag": "v2.2.0",
          "kind": "minor",
          "published_at": "2025-04-26T00:21:17Z"
        },
        {
          "tag": "v2.1.0",
          "kind": "minor",
          "published_at": "2025-03-12T00:20:14Z"
        },
        {
          "tag": "v2.0.0",
          "kind": "major",
          "published_at": "2025-02-25T23:53:56Z"
        },
        {
          "tag": "v1.2.0",
          "kind": "minor",
          "published_at": "2025-01-15T21:58:15Z"
        },
        {
          "tag": "v1.1.2",
          "kind": "patch",
          "published_at": "2025-01-09T22:51:17Z"
        },
        {
          "tag": "v1.1.1",
          "kind": "patch",
          "published_at": "2025-01-08T22:19:16Z"
        },
        {
          "tag": "v1.1.0",
          "kind": "minor",
          "published_at": "2025-01-07T22:20:21Z"
        },
        {
          "tag": "v1.0.1",
          "kind": "patch",
          "published_at": "2024-12-18T23:28:49Z"
        },
        {
          "tag": "v1.0.0",
          "kind": "major",
          "published_at": "2024-12-11T23:49:49Z"
        },
        {
          "tag": "v0.9.0",
          "kind": "minor",
          "published_at": "2024-12-06T20:33:29Z"
        },
        {
          "tag": "v0.5.0",
          "kind": "minor",
          "published_at": "2024-11-18T06:10:22Z"
        },
        {
          "tag": "v0.4.1",
          "kind": "patch",
          "published_at": "2024-11-09T00:01:07Z"
        },
        {
          "tag": "v0.4.0",
          "kind": "minor",
          "published_at": "2024-11-06T00:46:22Z"
        },
        {
          "tag": "v0.3.6",
          "kind": "patch",
          "published_at": "2024-09-20T17:33:50Z"
        },
        {
          "tag": "v0.3.5",
          "kind": "patch",
          "published_at": "2024-09-19T17:36:28Z"
        },
        {
          "tag": "v0.3.3",
          "kind": "patch",
          "published_at": "2024-09-10T20:11:16Z"
        },
        {
          "tag": "v0.3.2",
          "kind": "patch",
          "published_at": "2024-08-26T23:59:29Z"
        },
        {
          "tag": "v0.3.1",
          "kind": "patch",
          "published_at": "2024-08-21T23:06:30Z"
        },
        {
          "tag": "v0.3.0",
          "kind": "minor",
          "published_at": "2024-08-13T00:17:56Z"
        },
        {
          "tag": "v0.2.2",
          "kind": "patch",
          "published_at": "2024-08-08T22:50:51Z"
        },
        {
          "tag": "v0.2.1",
          "kind": "patch",
          "published_at": "2024-08-06T00:50:26Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2024-07-25T04:09:52Z"
        },
        {
          "tag": "v0.1.1",
          "kind": "patch",
          "published_at": "2024-07-02T18:49:43Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "14a00ad88fc33cf2b52f4f113f25807556f8e25e",
          "body": null,
          "is_bot": false,
          "headline": "Release v3.1.1 (#2458)",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2026-07-18T01:16:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0bb28657856b8264b4314116d738d81a0b68043c",
          "body": "* Fix JSONL loader for blank and invalid rows\n\n* Sync docs for schema and metadata fields\n\n* Revert \"Sync docs for schema and metadata fields\"\n\nThis reverts commit 55f170f7d25f58ba4494f2dee8c5690fd282c778.",
          "is_bot": false,
          "headline": "Fix JSONL loader handling of blank/invalid lines (#2434)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2026-07-17T21:45:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "82c339a8bf37b8ac3576b906044a49a70c0aac4c",
          "body": "* Sync docs for schema and metadata fields\n\n* Clarify prepend_metadata raw_data note\n\n* Align docs notebooks with v3 model APIs\n\n* Clean notebook formatting in v3 model cells\n\n* Use clean global_search params without pop workaround\n\n* Fix dynamic global search notebook JSON mode param conflict\n\n* Re\n[…]\n-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* remove outputs\n\n---------\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Sync docs for schema and metadata fields (#2435)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2026-07-17T20:41:03Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f5af4d251f03f27886d007fdfdf36d1f5fd8b663",
          "body": "* fix issue-2170\n\n* semversioner change\n\n* test changes\n\n* Potential fix for pull request finding\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* fix syntax mismatch\n\n---------\n\nCo-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix cannot release un-acquired lock in Blob logger (#2457)",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2026-07-17T20:27:16Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "27a3675485f44edfa9c128337f1c13edc5e61284",
          "body": "* fix issue 2265\n\n* add semversioneer\n\n* copilot feedback\n\n---------\n\nCo-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>\nCo-authored-by: Nathan Evans <github@talkswithnumbers.com>",
          "is_bot": false,
          "headline": "Issue 2265: Column length mismatch (#2442)",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2026-07-17T18:46:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "49c0911d0d5a2c29fc60cfe44a5ecb6d8dd7e3c4",
          "body": "…ils.py (#2443)\n\n* fix issue-2330\n\n* semversioner change\n\n* copilot feedback\n\n---------\n\nCo-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>",
          "is_bot": false,
          "headline": "Missing return type hints on generator functions in query/llm/text_ut…",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2026-07-17T18:22:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64a95d3d512fc5765511573cc803de2e30fc2a25",
          "body": "* build(deps): refresh lockfile and bump runtime constraints\n\n- Refresh uv.lock within existing ranges (ruff 0.15.21, pyright 1.1.411)\n- Bump azure-search-documents ~=12.0, pyarrow ~=25.0, aiofiles ~=25.1, lancedb ~=0.34.0, litellm ==1.92.0, pandas ~=3.0 (+ pandas-stubs)\n- Hold graspologic-native on\n[…]\nithub-actions\n- unified-search-app remains excluded (separate project at repo root)\n\n* Bump dependencies.\n\n* Fix type check and tests.\n\n* Fix drift search.\n\n* Fix streaming.\n\n* Fix context management.",
          "is_bot": false,
          "headline": "Dep sweep (#2441)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-07-17T15:38:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "dac4f721ddc14adae9d3183cdc99e7c6ad7d9fca",
          "body": "- Resolves #2381",
          "is_bot": false,
          "headline": "Fix .strip call (#2431)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-07-10T21:00:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "94a2095c6fb35765c9d0a2def9b4cdad26a0408b",
          "body": "…… (#2430)\n\nLoosen service_tier type to str | None to allow for more flexibility in service tier representation.\n\n- Resolves #2389",
          "is_bot": false,
          "headline": "Loosen service_tier type to str | None to allow for more flexibility …",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-07-10T20:56:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "274101505799e24d08e43b52cc3c9f07efe01a23",
          "body": "- Resolves #2254",
          "is_bot": false,
          "headline": "Fix logging bug. (#2429)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-07-10T20:52:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d02c2355c3fed4c49007572fbe951d73258a37f",
          "body": null,
          "is_bot": false,
          "headline": "Update getting started docs. (#2367)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-05-28T16:53:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8679794df31cd766e81800e21b0cae361037490c",
          "body": null,
          "is_bot": false,
          "headline": "Release v3.1.0 (#2366)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-05-28T15:51:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7016ddfd000e5e191faedf2176b51a4a8c6f22a",
          "body": "- Resolves #2331",
          "is_bot": false,
          "headline": "Update litellm dependency. (#2365)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-05-28T15:16:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "de531f0a697d2f35c4f85cb8511141507278404e",
          "body": "* feat: native CosmosTableProvider with namespace partitioning\n\nReplace the parquet-decomposition approach in AzureCosmosStorage with a\nnative CosmosTableProvider that implements TableProvider directly:\n\n- CosmosTableProvider: stores DataFrame rows as Cosmos documents with\n  /namespace partition key\n[…]\natching\n\nUse transactional batches for delete operations instead of\none-at-a-time delete_item calls, mirroring the _batch_upsert pattern.\nFalls back to individual deletes on CosmosBatchOperationError.",
          "is_bot": false,
          "headline": "feat: native CosmosTableProvider with namespace partitioning (#2354)",
          "author_name": "disamhembere",
          "author_login": "disamhembere",
          "committed_at": "2026-05-13T19:25:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0da2a4dd3e1402bd97a7ddd4e6cace8c87a55c8b",
          "body": "Co-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>",
          "is_bot": false,
          "headline": "Release v3.0.9 (#2321)",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2026-04-13T19:21:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "080e665c23372334db75d66b743cf4c0ffcf9fc3",
          "body": "parquet reader impl\n\nCo-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>",
          "is_bot": false,
          "headline": "parquet reader implementation as a new input type (#2320)",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2026-04-09T20:03:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ebc8d61f462b8d25d4ebe317e8b1086c177eadfa",
          "body": "- Addresses #2286\n- Resolves #2263",
          "is_bot": false,
          "headline": "Support client side json validation. (#2306)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-04-07T15:09:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b1f0e6c345832d64fe55a199e110b778dc9e62bf",
          "body": "- Addresses #2258 and #2287\n- Resolves #2249\n\nCo-authored-by: Br1an67 <932039080@qq.com>",
          "is_bot": false,
          "headline": "Fix broken documentation links. (#2305)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-03-30T13:46:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "74239e8e142ee63c46c201e2c880ffc07829998b",
          "body": null,
          "is_bot": false,
          "headline": "Release v3.0.8 (#2299)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-03-27T18:45:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "df2a8b32e07b2bc077a86db30ca69834abfe0ccc",
          "body": "…HSA-7p94-766c-hgjp) (#2298)",
          "is_bot": false,
          "headline": "bump nltk to resolve [CVE-2025-14009](https://github.com/advisories/G…",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-03-27T15:52:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ac142c5ed46cce90e7472748815ec01fecbdf9b8",
          "body": null,
          "is_bot": false,
          "headline": "Release v3.0.7 (#2291)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-03-24T17:15:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f0fd676729553c763851d7f748e3aa0451d337f7",
          "body": "- Response to #2289",
          "is_bot": false,
          "headline": "Pin litellm dependency (#2290)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-03-24T16:30:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3502c22209a0fc8b86a164063fd9fbb40c6c0e7d",
          "body": null,
          "is_bot": false,
          "headline": "reconfigure vector store size (#2281)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-03-17T21:09:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ae2508d37a18f05f5ba72798769344febe0df2d7",
          "body": null,
          "is_bot": false,
          "headline": "Release v3.0.6 (#2267)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-03-06T20:02:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bb9afeb898ad2cc886093b05f1f11c3740bfe819",
          "body": "* fix cooccurences\n\n* unused async fixes",
          "is_bot": false,
          "headline": "nlp streaming (#2264)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-03-03T21:59:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bfd42c1ecd2c4bbc17ff6e0674f8fb6e1ceabffa",
          "body": "* filter phantom relationships\n\n* fix flush size",
          "is_bot": false,
          "headline": "remove relationships with phantom entities (#2261)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-03-03T13:18:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ceb00c4dea349157d7d2fb4e01fc5e40b948eb7",
          "body": null,
          "is_bot": false,
          "headline": "Release v3.0.5 (#2252)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-27T21:17:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6f26d0ec6fdc88e035b4661ff6c839ae423c9257",
          "body": "* vectors bulk load_documents\n\n* vector load\n\n* add upsert work into dictionary\n\n* fic dictionary",
          "is_bot": false,
          "headline": "vector load_documents in batches (#2251)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-27T20:59:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64c55522fd7ecc5044f302d0f8b7ac72bad598f3",
          "body": "* fix\n\n* fix test with inline content\n\n* fix format",
          "is_bot": false,
          "headline": "fix csv file reader (#2248)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-25T01:10:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a82d186fd2ca128ebbfa04f7b3675a338f855320",
          "body": "* Release v3.0.4\n\n* release v3.0.4",
          "is_bot": false,
          "headline": "Release v3.0.4 (#2247)",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2026-02-24T22:51:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a29d278255a7f2a129c355a0b5c6936bd399114",
          "body": "Co-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>",
          "is_bot": false,
          "headline": "Release v3.0.3 (#2245)",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2026-02-24T20:54:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47fae953930235e11ede77140346e0d0cd24ef0b",
          "body": "add stats write",
          "is_bot": false,
          "headline": "write stats per workflow (#2244)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-23T22:17:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1cedb796b3e26f432743e9884b62f6c23c8a37b0",
          "body": "* streaming create_final_documents\n\n* add semversioner",
          "is_bot": false,
          "headline": "streaming create_final_documents (#2243)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-23T17:16:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba9169a2328598bf80220554bd86e0aa77050f55",
          "body": "* add streaming\n\n* add patch\n\n* fix spelling\n\n* add improvements and test",
          "is_bot": false,
          "headline": "streaming finalize_graph  (#2240)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-23T16:57:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cd0c405887cdb53d96c5598ea03083080ba232e2",
          "body": "…s (#2236)\n\n* feat(graphrag-vectors): add filtering, timestamps, and CRUD operations\n\nImplement the vector store enhancements from the graphrag-vectors-design spec:\n\nNew modules:\n- filtering.py: Pydantic-based filter expression system with F builder,\n  operator overloads, JSON serialization, client-\n[…]\nuet, embeddings.text_unit_text.parquet)\n- Add CPY001, SLF001, DTZ005 to notebook lint ignores in pyproject.toml\n\n* refactor: extract model/tokenizer creation from generate_text_embeddings into callers",
          "is_bot": false,
          "headline": "feat(graphrag-vectors): add filtering, timestamps, and CRUD operation…",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2026-02-20T23:39:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "97045b55fe5f672dec3c8ac514862251d524459d",
          "body": "* addd streaming\n\n* fixes",
          "is_bot": false,
          "headline": "generate_text_embeddings streaming (#2241)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-20T22:53:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf1034a7eba75d15a1e1ea48d152dcc90a22387d",
          "body": "* addd streaming to create_final_text_units - also removed pandas from its internal workflow logic\n\n* fix comment\n\n* fix test\n\n* fix typo\n\n* add suggestion\n\n* add csv tests data\n\n* fix spell",
          "is_bot": false,
          "headline": "Streaming create_final_text_units (#2238)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-20T14:18:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ac7ce32b61390402fd83e381cf40837a61ad4fe1",
          "body": "* add manual release instructions\n\n* create streaming\n\n* fix deleted file\n\n* addd file\n\n* fix check\n\n* add consistency\n\n* fix logic",
          "is_bot": false,
          "headline": "Streaming create communities (#2237)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-19T18:39:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d9f0dcf3004a83ef55398eada11fecd75f7307a",
          "body": "* add release doc\n\n* fix spellcheck",
          "is_bot": false,
          "headline": "add release doc (#2235)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-19T00:14:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "20d30fd93b4f3260e8f9522925063bcff4791133",
          "body": "* work in progress\n\n* cosmosdb output error fix\n\n* semserver update\n\n* remove unnecessary code\n\n* clean code\n\n* remove unnecessary prints",
          "is_bot": false,
          "headline": "Cosmosdb communities bug (#2232)",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2026-02-17T21:59:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79d7a70c945f7f6b2623072895145c8da0dd83ae",
          "body": "* add smoke tests for output csv\n\n* change text fixture test\n\n* change test\n\n* add semver\n\n* run format\n\n---------\n\nCo-authored-by: Nathan Evans <github@talkswithnumbers.com>",
          "is_bot": false,
          "headline": "modify smoke tests to include csv table provider (#2229)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-13T22:23:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "71445a3f44c17294e11ffac88017ab06b28a9a67",
          "body": "* add streaming read\n\n* fix formatting\n\n* create csv streaming write\n\n* add parquettable to simulate streaming\n\n* add sample rows return\n\n* add load_input_documents and truncate mode to Table\n\n* add semver\n\n* addd csv output reader fix\n\n* run formatter\n\n* add csv config",
          "is_bot": false,
          "headline": "load_input_documents and create_base_text_units streaming (#2221)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-13T20:59:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9032b796541dcf7688ab7dc7f9f371201ec6c7c3",
          "body": null,
          "is_bot": false,
          "headline": "Release v3.0.2 (#2230)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-13T18:39:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e1c92cc00608f49fbdcc48efb8f803bdd1644b1e",
          "body": "* Replace NX-based compute_degree with DataFrame-only implementation\n\n- Add graphrag.graphs package with compute_degree operating directly on\n  relationships DataFrames instead of building NetworkX graphs\n- Update finalize_entities and finalize_relationships to use the new\n  utility, eliminating NX \n[…]\nc.py\n- Add side-by-side modularity tests (9 tests comparing DF vs NX)\n\n* Add semversioner patch for NetworkX removal\n\n* Spelling\n\n* Spelling config\n\n* Fix British English spellings to American English",
          "is_bot": false,
          "headline": "Remove networkx (#2228)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2026-02-13T17:28:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8d4080c4146c540c2cb4f0b392ff6587664fa782",
          "body": "* add profiling\n\n* add unit test for profiling\n\n* fix property name",
          "is_bot": false,
          "headline": "add memory profiling (#2227)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-11T23:15:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0321329a0f445184a374f05b6f7b6cd0592e7edb",
          "body": "…#2226)\n\n* Add async iterator support to InputReader and use in load workflows\n\nInputReader now implements __aiter__ so it can be used as `async for doc in reader`. The core iteration logic is in _iterate_files(), and read_files() delegates to the iterator for batch loading. Both load_input_documents and load_update_documents workflows now use the async iterator with dataclasses.asdict for DataFrame construction.\n\n* Format",
          "is_bot": false,
          "headline": "Add async iterator support to InputReader and use in load workflows (…",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2026-02-11T22:34:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e48bb041104fb9edcc24af41ca6b80954b3fdaad",
          "body": "* Move document ID, human_readable_id, and raw_data setup from create_final_documents into load workflows\n\nConsolidates core document field initialization (id string cast, human_readable_id index, raw_data default) into load_input_documents and load_update_documents so that create_final_documents only handles the text unit join. Also applies the same setup in the run_pipeline input_documents bypass paths.\n\n* Remove overzealous input document assignment\n\n* Semver\n\n* Format",
          "is_bot": false,
          "headline": "Streamline workflows (#2225)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2026-02-11T22:01:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8832370208e4daea46c771a65dacc9e7b92b2425",
          "body": "* add notebook example support for each package\n\n* add notebook example support for each package\n\n* semversioner change\n\n* feedback implemented for notebooks\n\n* feedback implemented for notebooks\n\n* feedback implemented for notebooks\n\n---------\n\nCo-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>",
          "is_bot": false,
          "headline": "Add notebook example support for each package (#2205)",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2026-02-11T20:54:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e3278c03570ff5645e8bdcb95ddd9e60370f0114",
          "body": "* Add DataReader class for typed dataframe loading\n\nIntroduce DataReader that wraps TableProvider and applies type coercion\nfunctions when loading dataframes from weakly-typed formats (e.g. CSV).\n\n- Add DataReader class with methods for each table type: entities,\n  relationships, communities, commun\n[…]\nate DataReader into CLI query's _resolve_output_files for typed\n  loading across all search types (global, local, drift, basic)\n- Export DataReader from data_model package __init__\n\n* Fix column check",
          "is_bot": false,
          "headline": "Add DataReader class for typed dataframe loading (#2220)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2026-02-10T16:03:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "158a9577b0a78de21349107c07cc0011408f5e9c",
          "body": "* add csv table provider\n\n* add in provider\n\n* add semver\n\n* change list_tables to list()",
          "is_bot": false,
          "headline": "add csv table provider (#2215)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-09T15:37:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8a11925e7ba28d65376a1a8fb04f1de4e16ec105",
          "body": "- Fixes: #2203",
          "is_bot": false,
          "headline": "Remove unnecessary response format check. (#2213)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-02-06T22:01:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "035484ddf6ec8238ec22b5dacd76f260e57005b0",
          "body": "* Add table provider factory\n\n* Semver",
          "is_bot": false,
          "headline": "Table factory (#2214)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2026-02-06T21:08:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7b3ce0bdea8acd903a09c9526f6e7ab0748b671",
          "body": null,
          "is_bot": false,
          "headline": "update vector store example. (#2202)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-02-05T21:51:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9121c49ff9a70c6eca1fb75df13d5321cf35d6c1",
          "body": "* make graphrag-llm supports 3.13\n\n* Semver\n\n---------\n\nCo-authored-by: Deo <liangzhanzhao@metrodata.cn>\nCo-authored-by: Zhanzhao (Deo) Liang <liangzhanzhao1985@gmail.com>",
          "is_bot": false,
          "headline": "Python 3.13 (#2208)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2026-02-05T21:29:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e3b71efafcff73bf6e6c29adde15e9000e7941be",
          "body": "* write dataframe\n\n* changed some workflows\n\n* 1a\n\n* add fixed files\n\n* add versioning\n\n* add patch and remove utility\n\n* pr changes",
          "is_bot": false,
          "headline": "add TableProvider to enable future row-by-row streaming (#2189)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-05T13:21:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a9e1a9f84f6e2393f40186ab2b4f90da93b37e6a",
          "body": null,
          "is_bot": false,
          "headline": "Release v3.0.1 (#2195)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-01-28T17:05:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d39ebed61ec4cd85d1491fbe1ccc71904371c61d",
          "body": "* fix missing project urls\n\n* fix missing deps.",
          "is_bot": false,
          "headline": "Fix deps (#2193)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-01-27T23:03:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1add9a5a8d21aca2e3c4b00b8cfd76aa4998e2b2",
          "body": null,
          "is_bot": false,
          "headline": "Release v3.0.0 (#2191)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-01-27T21:58:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4c8ef97760f0b82da6e019cfb8f8892e9498ea94",
          "body": "* Remove graph embedding and UMAP (#2048)\n\n* Remove umap/layout operation\n\n* Remove graph embedding\n\n* Bump unified-search to GR 2.5.0\n\n* Remove graph vis from unified-search\n\n* Remove file filtering (#2050)\n\n* Remove document filtering\n\n* Semver\n\n* Fix integ tests\n\n* Fix file find tuple\n\n* Fix anot\n[…]\n8998+gaudyb@users.noreply.github.com>\nCo-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>\nCo-authored-by: Andres Morales <86074752+andresmor-ms@users.noreply.github.com>",
          "is_bot": false,
          "headline": "V3/main (#2190)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-01-27T18:23:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e5d6bc5dcdd2884631dcb14f159bd800a955b88e",
          "body": "Debug publish workflow",
          "is_bot": false,
          "headline": "Update Python publish workflow for PyPI (#2188)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2026-01-26T22:43:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "53be7cb720098884109e03b9838f7b970f1860e1",
          "body": null,
          "is_bot": false,
          "headline": "Release v2.7.1 (#2187)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-01-26T19:11:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d7bc72e3cad60177498e827dd1772b5047e5f18a",
          "body": null,
          "is_bot": false,
          "headline": "Release v2.7.1 (#2186)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-01-26T18:04:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e52f81176b9cf97c5a2d5720104b4560c2cc2e26",
          "body": null,
          "is_bot": false,
          "headline": "Pin pandas (#2179)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2026-01-26T17:30:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fdb7e3835badc483f50605db476d8636aeea7156",
          "body": null,
          "is_bot": false,
          "headline": "Release v2.7.0 (#2087)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-10-09T04:33:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ac8a7f5eefd5b1c94bc51876d3772ad7466438c8",
          "body": "* Add deprecation warnings for fnllm and multi-search\n\n* Fix dangling token_encoder refs\n\n* Fix local_search notebook\n\n* Fix global search dynamic notebook\n\n* Fix global search notebook\n\n* Fix drift notebook\n\n* Switch example notebooks to use LiteLLM config\n\n* Properly annotate dev deps as a group\n\n* Semver\n\n* Remove --extra dev\n\n* Remove llm_model variable\n\n* Ignore ruff ASYNC240\n\n* Add note about expected broken notebook in docs\n\n* Fix custom vector store notebook\n\n* Push tokenizer throughout",
          "is_bot": false,
          "headline": "Housekeeping (#2086)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-10-07T23:21:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c86b0a7bbc2084e096b5bcffc06045ae4a4eafe",
          "body": "* Spruce up init_config output, including LiteLLM default\n\n* Remove deployment_name requirement for Azure\n\n* Semver\n\n* Add model_provider\n\n* Add default model_provider\n\n* Remove OBE test\n\n* Update minimal config for tests\n\n* Add model_provider to verb tests",
          "is_bot": false,
          "headline": "Init config cleanup (#2084)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-10-06T19:06:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2bd3922d8d04920fca240964ed933748ec87f1c4",
          "body": "* Fix scope for Azure auth with LiteLLM\n\n* Change internal language on max_attempts to max_retries\n\n* Rework model config connectivity validation\n\n* Semver\n\n* Swtich smoke tests to LiteLLM\n\n* Take out temporary retry_strategy = none since it is not fnllm compatible\n\n* Bump smoke test timeout\n\n* Bump\n[…]\n params\n\n* Update smoke test bounds\n\n* Remove covariates from min-csv smoke\n\n* Smoke: adjust communities, remove drift\n\n* Remove secrets where they aren't necessary\n\n* Clean out old env var references",
          "is_bot": false,
          "headline": "Litellm auth fix (#2083)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-10-06T17:54:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7f996cf584dac81bd681b35e74f6c262038e7aa4",
          "body": "* Add basic search to overview\n\n* Add info on input documents DataFrame\n\n* Add info on factories to docs\n\n* Add consumption warning and switch to \"christmas\" for folder name\n\n* Add logger to factories list\n\n* Add litellm docs. (#2058)\n\n* Fix version for input docs\n\n* Spelling\n\n---------\n\nCo-authored-by: Derek Worthen <worthend.derek@gmail.com>",
          "is_bot": false,
          "headline": "Docs/2.6.0 (#2070)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-09-23T21:48:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9bc899fe9584e48d4b7749632313acf66d08e8f3",
          "body": null,
          "is_bot": false,
          "headline": "Release v2.6.0 (#2068)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-09-22T22:16:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2b70e4a4f356af623bdc1137a968bb7c6dfd56bb",
          "body": "* Add LiteLLM chat and embedding model providers.\n\n* Fix code review findings.\n\n* Add litellm.\n\n* Fix formatting.\n\n* Update dictionary.\n\n* Update litellm.\n\n* Fix embedding.\n\n* Remove manual use of tiktoken and replace with\nTokenizer interface. Adds support for encoding\nand decoding the models suppor\n[…]\nial retry.\n\n* Update validation.\n\n* Update validation.\n\n* Add litellm request logging layer.\n\n* Update cache key.\n\n* Update defaults.\n\n---------\n\nCo-authored-by: Alonso Guevara <alonsog@microsoft.com>",
          "is_bot": false,
          "headline": "Tokenizer (#2051)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2025-09-22T19:55:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "82cd3b7df2fee38f66ceeefdd4a14f690601cfaf",
          "body": "* progress on vector customization\n\n* fix for lancedb vectors\n\n* cosmosdb implementation\n\n* uv run poe format\n\n* clean test for vector store\n\n* semversioner update\n\n* test_factory.py integration test fixes\n\n* fixes for cosmosdb test\n\n* integration test fix for lancedb\n\n* uv fix for format\n\n* test fi\n[…]\ntest validation\n\n* validation cosmosdb\n\n* validate cosmosdb\n\n* fix cosmosdb\n\n* fix small feedback from PR\n\n---------\n\nCo-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>",
          "is_bot": false,
          "headline": "Custom vector store schema implementation (#2062)",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2025-09-19T17:11:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "075cadd59accecb7fa84d166eaf1485cd44a86a3",
          "body": "Updated instructions for using managed auth on Azure.",
          "is_bot": false,
          "headline": "Clarify managed auth setup in Azure documentation (#2064)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-09-18T21:58:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d7a50b7f0abd2b39d18394c8458f28aa9c85672",
          "body": "* Remove hard-coded community reports rate limiter\n\n* Semver\n\n* Format\n\n* Add memory cache factory",
          "is_bot": false,
          "headline": "Remove community reports rate limiter (#2056)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-09-18T20:40:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2bf7e7c018873d115cca2a67eef2eb719fcc6a31",
          "body": null,
          "is_bot": false,
          "headline": "Fix multi-index search (#2063)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-09-18T19:49:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c66b7c30f43223184b4321fb525eb735ae2c81e",
          "body": "* Make async mode configurable for NLP extraction\n\n* Semver",
          "is_bot": false,
          "headline": "Configure async for NLP extraction (#2059)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-09-16T18:52:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a398cc38bb75c17ee37894f2f2a751e2231d9347",
          "body": "\"no-entity-types\" is an incorrect configuration parameter.\n\nCo-authored-by: Alonso Guevara <alonsog@microsoft.com>",
          "is_bot": false,
          "headline": "Update command to use no-discover-entity-types (#2038)",
          "author_name": "Chenghua Duan",
          "author_login": "Wonderdch",
          "committed_at": "2025-09-09T22:46:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ac95c917d3f3f871972e9f56cf932942fe5954cd",
          "body": null,
          "is_bot": false,
          "headline": "Update fnllm. (#2043)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2025-09-05T15:52:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1cb20b66f5dcac5a4689c6150a9906d8bdb5ef1a",
          "body": "* Add optional input_documents to index API\n\n* Semver\n\n* Add input dataframe example notebook\n\n* Format\n\n* Fix docs and notebook",
          "is_bot": false,
          "headline": "Input docs API parameter (#2034)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-09-02T23:15:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2030f94eb4f6be162f89d1ab5ecb0bbe3ef3b589",
          "body": "…consistent registration patterns and add custom vector store documentation (#2006)\n\n* Initial plan\n\n* Refactor VectorStoreFactory to use registration functionality like StorageFactory\n\nCo-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com>\n\n* Fix linting issues in VectorStoreFactor\n[…]\n.github.com>\nCo-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com>\nCo-authored-by: Josh Bradley <joshbradley@microsoft.com>\nCo-authored-by: Nathan Evans <github@talkswithnumbers.com>",
          "is_bot": false,
          "headline": "Refactor CacheFactory, StorageFactory, and VectorStoreFactory to use …",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2025-08-28T20:53:07Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "69ad36e7353fb05d73b17bab15fa424d5b40b7a1",
          "body": "* Fix all human_readable_id columns to start at 0\n\n* Semver",
          "is_bot": false,
          "headline": "Fix id baseline (#2036)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-08-27T18:15:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "30bdb35cc8145d184e5689639827d0c9432b5622",
          "body": "* Invert embedding table loading logic\n\n* Semver",
          "is_bot": false,
          "headline": "Selective embeddings loading (#2035)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-08-27T18:12:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "77fb7d9d7ddf8326632c54f8824438118adcc3bc",
          "body": "* Turn down blob/cosmos exception reporting to match file storage\n\n* Restore indexing-engine.log\n\n* Restore some basic console logging and progress for index CLI\n\n* Semver\n\n* Ignore small ruff complaints\n\n* Fix CLI console printing",
          "is_bot": false,
          "headline": "Logging improvements (#2030)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-08-25T21:56:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "469ee8568f2659e82aa5d3939a88e4f5be5290d9",
          "body": null,
          "is_bot": false,
          "headline": "Release v2.5.0 (#2028)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-08-14T14:06:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7c28c70d5c9a98074ce31512f215ac52e3ae2426",
          "body": "* Initial plan\n\n* Switch from Poetry to uv for package management\n\nCo-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com>\n\n* Clean up build artifacts and update gitignore\n\nCo-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com>\n\n* remove build artifacts\n\n* remove har\n[…]\neply.github.com>\nCo-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com>\nCo-authored-by: Josh Bradley <joshbradley@microsoft.com>\nCo-authored-by: Alonso Guevara <alonsog@microsoft.com>",
          "is_bot": false,
          "headline": "Switch from Poetry to uv for package management (#2008)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2025-08-14T00:57:25Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "57132052102d777d71ec69bc20be288fc01eb02a",
          "body": "* Users/snehitgajjar/add optional api param for pipeline state (#2019)\n\n* Add support for additional context for PipelineState\n\n* Clean up\n\n* Clean up\n\n* Clean up\n\n* Nit\n\n---------\n\nCo-authored-by: Snehit Gajjar <snehitgajjar@microsoft.com>\n\n* Semver\n\n* Update graphrag/api/index.py\n\nCo-authored-by: \n[…]\ntion\n\n---------\n\nCo-authored-by: Snehit Gajjar <snehit.gajjar@gmail.com>\nCo-authored-by: Snehit Gajjar <snehitgajjar@microsoft.com>\nCo-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Feat/additional context (#2021)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-08-08T22:59:24Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1da138061501aa4f8065d2e8783193e2cbe920b1",
          "body": "* Release v2.4.0\n\n* Update changelog",
          "is_bot": false,
          "headline": "Release v2.4.0 (#1994)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-07-15T00:54:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dce02563eb9dcdb85b3553c8807c180e3dd8f2a9",
          "body": "* default embeddings tpm/rpm to null\n\n* Semver",
          "is_bot": false,
          "headline": "Fix/fnllm embedding limiter defaults (#1993)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-07-15T00:00:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "13bf315a35fbb997cf5ed335b53a41250fde507c",
          "body": "* Initial plan for issue\n\n* Refactored StorageFactory to use a registration-based approach\n\nCo-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com>\n\n* Added semversioner change record\n\nCo-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com>\n\n* Fix Python CI test failu\n[…]\nby: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com>\nCo-authored-by: Josh Bradley <joshbradley@microsoft.com>",
          "is_bot": false,
          "headline": "Refactor StorageFactory class to use registration functionality (#1944)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2025-07-10T18:08:44Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e84df28e6429e338595e1b7730be2a89153b6c18",
          "body": "…ging module (#1956)\n\n* Initial plan for issue\n\n* Implement standard logging module and integrate with existing loggers\n\nCo-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com>\n\n* Add test cases and improve documentation for standard logging\n\nCo-authored-by: jgbradley1 <654554+jgbrad\n[…]\nby: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com>\nCo-authored-by: Josh Bradley <joshbradley@microsoft.com>",
          "is_bot": false,
          "headline": "Improve internal logging functionality by using Python's standard log…",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2025-07-10T00:29:03Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "27c6de846f9326992e946d46c2cabc7b49b44983",
          "body": "* Update docs\n\n* Fix prompt links",
          "is_bot": false,
          "headline": "Update docs for 2.0+ (#1984)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-06-23T20:49:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1df89727c3d372436a3fb58e992f2b6f989a7ae9",
          "body": "* Move covariate run conditional\n\n* All pipeline registration\n\n* Fix method name construction\n\n* Rename context storage -> output_storage\n\n* Rename OutputConfig as generic StorageConfig\n\n* Reuse Storage model under InputConfig\n\n* Move input storage creation out of document loading\n\n* Move document loading into workflows\n\n* Semver\n\n* Fix smoke test config for new workflows\n\n* Fix unit tests\n\n---------\n\nCo-authored-by: Alonso Guevara <alonsog@microsoft.com>",
          "is_bot": false,
          "headline": "Pipeline registration (#1940)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-06-12T23:14:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "17e431cf42ac4969199c736547a0cc6840e49f2c",
          "body": null,
          "is_bot": false,
          "headline": "Update typer (#1958)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-06-02T21:20:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a42ac81afade8392586ad3d4f879b3c4789d9d1",
          "body": null,
          "is_bot": false,
          "headline": "Release v2.3.0 (#1951)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-05-23T21:19:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f1e2041f077c7078b51da2e12fe3724fd2978976",
          "body": "* Fix Reduce Response for non streaming calls\n\n* Semver",
          "is_bot": false,
          "headline": "Fix/drift search reduce (#1948)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-05-23T14:07:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7fba9522d4f8421e0800f7114b6f04ca5ca1b4b7",
          "body": "* Add full_response to llm provider output\n\n* Semver\n\n* Small leftover cleanup\n\n* Add pyi to suppress Pyright errors. full_content is optional\n\n* Format\n\n* Add missing stubs",
          "is_bot": false,
          "headline": "Task/raw model answer (#1947)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-05-22T14:22:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb4fe72a739ab935df7e66cea8cef9eb3a90cad9",
          "body": "* Add missing string formatter\n\n* Semver",
          "is_bot": false,
          "headline": "Fix/global reduce prompt (#1942)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-05-20T23:00:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f5a472ab1426f98150ddf405902ffdde11f4bc9b",
          "body": null,
          "is_bot": false,
          "headline": "Upgrade pyarrow dependency to >=17.0.0 to fix CVE-2024-52338 (#1939)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2025-05-20T22:34:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "24018c6155effed428cfd17b2389d8fbe574e1db",
          "body": "* Remove max retries. Update Typer args\n\n* Format\n\n* Semver\n\n* Fix typo\n\n* Ruff and Typos\n\n* Format",
          "is_bot": false,
          "headline": "Task/remove dynamic retries (#1941)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-05-20T17:48:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "36948b8d2e57bf19a857aec7b02cffa4c8b7d53d",
          "body": "* Add text unit ids to Community model\n\n* Add graph utilities\n\n* Turn off LCC for clustering by default\n\n* Simplify embeddings config/flow\n\n* Semver",
          "is_bot": false,
          "headline": "Various minor updates (#1932)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-05-16T21:48:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ee1b2db4a0b9bc7c14b07f9a0ca3bc27b6873477",
          "body": "* Update to latest fnllm\n\n* Semver + smoke tests\n\n* Add --method to smoke tests indexing\n\n* format...\n\n* Adjust embeddings limiter",
          "is_bot": false,
          "headline": "Update to latest fnllm (#1930)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-05-15T20:57:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 41,
      "commits_last_year": 85,
      "latest_release_at": "2026-07-18T01:23:18Z",
      "latest_release_tag": "v3.1.1",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 23,
      "days_since_latest_release": 8,
      "mean_days_between_releases": 18.9
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 87,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "graphrag",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/graphrag/",
          "is_deprecated": false,
          "latest_version": "3.1.1",
          "repository_url": "https://github.com/microsoft/graphrag",
          "versions_count": 47,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 74788,
          "first_published_at": "2024-03-26T17:34:11.797082Z",
          "latest_published_at": "2026-07-18T01:18:20.710204Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 8
        },
        {
          "name": "graphrag-llm",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/graphrag-llm/",
          "is_deprecated": false,
          "latest_version": "3.1.1",
          "repository_url": "https://github.com/microsoft/graphrag",
          "versions_count": 12,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2026-01-27T22:04:24.282966Z",
          "latest_published_at": "2026-07-18T01:18:30.216339Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 8
        },
        {
          "name": "graphrag-cache",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/graphrag-cache/",
          "is_deprecated": false,
          "latest_version": "3.1.1",
          "repository_url": "https://github.com/microsoft/graphrag",
          "versions_count": 12,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2026-01-27T22:04:15.134707Z",
          "latest_published_at": "2026-07-18T01:18:23.096488Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 8
        },
        {
          "name": "graphrag-input",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/graphrag-input/",
          "is_deprecated": false,
          "latest_version": "3.1.1",
          "repository_url": "https://github.com/microsoft/graphrag",
          "versions_count": 12,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2026-01-27T22:04:22.230833Z",
          "latest_published_at": "2026-07-18T01:18:28.194753Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 8
        },
        {
          "name": "graphrag-common",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/graphrag-common/",
          "is_deprecated": false,
          "latest_version": "3.1.1",
          "repository_url": "https://github.com/microsoft/graphrag",
          "versions_count": 12,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 31981,
          "first_published_at": "2026-01-27T22:04:19.386828Z",
          "latest_published_at": "2026-07-18T01:18:26.424218Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 8
        },
        {
          "name": "graphrag-storage",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/graphrag-storage/",
          "is_deprecated": false,
          "latest_version": "3.1.1",
          "repository_url": "https://github.com/microsoft/graphrag",
          "versions_count": 12,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2026-01-27T22:04:26.527913Z",
          "latest_published_at": "2026-07-18T01:18:32.144824Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 8
        },
        {
          "name": "graphrag-vectors",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/graphrag-vectors/",
          "is_deprecated": false,
          "latest_version": "3.1.1",
          "repository_url": "https://github.com/microsoft/graphrag",
          "versions_count": 12,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2026-01-27T22:04:28.264869Z",
          "latest_published_at": "2026-07-18T01:18:34.040877Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 8
        },
        {
          "name": "graphrag-chunking",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/graphrag-chunking/",
          "is_deprecated": false,
          "latest_version": "3.1.1",
          "repository_url": "https://github.com/microsoft/graphrag",
          "versions_count": 12,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2026-01-27T22:04:16.887696Z",
          "latest_published_at": "2026-07-18T01:18:24.788431Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 8
        }
      ]
    },
    "popularity": {
      "forks": 3673,
      "stars": 34856,
      "watchers": 196,
      "fork_history": {
        "days": [
          {
            "date": "2025-08-01",
            "count": 3
          },
          {
            "date": "2025-08-02",
            "count": 1
          },
          {
            "date": "2025-08-03",
            "count": 2
          },
          {
            "date": "2025-08-04",
            "count": 1
          },
          {
            "date": "2025-08-05",
            "count": 3
          },
          {
            "date": "2025-08-06",
            "count": 4
          },
          {
            "date": "2025-08-07",
            "count": 3
          },
          {
            "date": "2025-08-08",
            "count": 4
          },
          {
            "date": "2025-08-09",
            "count": 2
          },
          {
            "date": "2025-08-10",
            "count": 2
          },
          {
            "date": "2025-08-11",
            "count": 3
          },
          {
            "date": "2025-08-12",
            "count": 5
          },
          {
            "date": "2025-08-13",
            "count": 3
          },
          {
            "date": "2025-08-14",
            "count": 3
          },
          {
            "date": "2025-08-15",
            "count": 1
          },
          {
            "date": "2025-08-16",
            "count": 1
          },
          {
            "date": "2025-08-17",
            "count": 2
          },
          {
            "date": "2025-08-18",
            "count": 3
          },
          {
            "date": "2025-08-20",
            "count": 3
          },
          {
            "date": "2025-08-21",
            "count": 1
          },
          {
            "date": "2025-08-22",
            "count": 3
          },
          {
            "date": "2025-08-24",
            "count": 2
          },
          {
            "date": "2025-08-25",
            "count": 3
          },
          {
            "date": "2025-08-27",
            "count": 4
          },
          {
            "date": "2025-08-28",
            "count": 2
          },
          {
            "date": "2025-08-29",
            "count": 2
          },
          {
            "date": "2025-08-30",
            "count": 2
          },
          {
            "date": "2025-08-31",
            "count": 8
          },
          {
            "date": "2025-09-01",
            "count": 6
          },
          {
            "date": "2025-09-02",
            "count": 6
          },
          {
            "date": "2025-09-03",
            "count": 2
          },
          {
            "date": "2025-09-04",
            "count": 7
          },
          {
            "date": "2025-09-05",
            "count": 2
          },
          {
            "date": "2025-09-06",
            "count": 2
          },
          {
            "date": "2025-09-08",
            "count": 5
          },
          {
            "date": "2025-09-09",
            "count": 5
          },
          {
            "date": "2025-09-10",
            "count": 4
          },
          {
            "date": "2025-09-11",
            "count": 2
          },
          {
            "date": "2025-09-12",
            "count": 3
          },
          {
            "date": "2025-09-14",
            "count": 5
          },
          {
            "date": "2025-09-15",
            "count": 3
          },
          {
            "date": "2025-09-16",
            "count": 4
          },
          {
            "date": "2025-09-17",
            "count": 2
          },
          {
            "date": "2025-09-18",
            "count": 5
          },
          {
            "date": "2025-09-19",
            "count": 3
          },
          {
            "date": "2025-09-20",
            "count": 2
          },
          {
            "date": "2025-09-21",
            "count": 2
          },
          {
            "date": "2025-09-22",
            "count": 3
          },
          {
            "date": "2025-09-23",
            "count": 2
          },
          {
            "date": "2025-09-24",
            "count": 6
          },
          {
            "date": "2025-09-25",
            "count": 3
          },
          {
            "date": "2025-09-26",
            "count": 3
          },
          {
            "date": "2025-09-27",
            "count": 1
          },
          {
            "date": "2025-09-28",
            "count": 6
          },
          {
            "date": "2025-09-29",
            "count": 1
          },
          {
            "date": "2025-09-30",
            "count": 5
          },
          {
            "date": "2025-10-01",
            "count": 4
          },
          {
            "date": "2025-10-03",
            "count": 2
          },
          {
            "date": "2025-10-04",
            "count": 2
          },
          {
            "date": "2025-10-05",
            "count": 3
          },
          {
            "date": "2025-10-06",
            "count": 3
          },
          {
            "date": "2025-10-08",
            "count": 4
          },
          {
            "date": "2025-10-09",
            "count": 8
          },
          {
            "date": "2025-10-11",
            "count": 2
          },
          {
            "date": "2025-10-12",
            "count": 2
          },
          {
            "date": "2025-10-13",
            "count": 1
          },
          {
            "date": "2025-10-14",
            "count": 1
          },
          {
            "date": "2025-10-15",
            "count": 4
          },
          {
            "date": "2025-10-16",
            "count": 5
          },
          {
            "date": "2025-10-18",
            "count": 4
          },
          {
            "date": "2025-10-19",
            "count": 1
          },
          {
            "date": "2025-10-20",
            "count": 3
          },
          {
            "date": "2025-10-21",
            "count": 1
          },
          {
            "date": "2025-10-22",
            "count": 2
          },
          {
            "date": "2025-10-23",
            "count": 1
          },
          {
            "date": "2025-10-24",
            "count": 1
          },
          {
            "date": "2025-10-25",
            "count": 4
          },
          {
            "date": "2025-10-26",
            "count": 2
          },
          {
            "date": "2025-10-27",
            "count": 2
          },
          {
            "date": "2025-10-28",
            "count": 3
          },
          {
            "date": "2025-10-30",
            "count": 4
          },
          {
            "date": "2025-10-31",
            "count": 4
          },
          {
            "date": "2025-11-01",
            "count": 2
          },
          {
            "date": "2025-11-02",
            "count": 2
          },
          {
            "date": "2025-11-03",
            "count": 2
          },
          {
            "date": "2025-11-04",
            "count": 1
          },
          {
            "date": "2025-11-05",
            "count": 1
          },
          {
            "date": "2025-11-06",
            "count": 5
          },
          {
            "date": "2025-11-07",
            "count": 1
          },
          {
            "date": "2025-11-08",
            "count": 4
          },
          {
            "date": "2025-11-09",
            "count": 1
          },
          {
            "date": "2025-11-10",
            "count": 3
          },
          {
            "date": "2025-11-11",
            "count": 3
          },
          {
            "date": "2025-11-12",
            "count": 4
          },
          {
            "date": "2025-11-13",
            "count": 2
          },
          {
            "date": "2025-11-14",
            "count": 3
          },
          {
            "date": "2025-11-15",
            "count": 4
          },
          {
            "date": "2025-11-16",
            "count": 4
          },
          {
            "date": "2025-11-18",
            "count": 4
          },
          {
            "date": "2025-11-19",
            "count": 3
          },
          {
            "date": "2025-11-20",
            "count": 4
          },
          {
            "date": "2025-11-21",
            "count": 5
          },
          {
            "date": "2025-11-23",
            "count": 1
          },
          {
            "date": "2025-11-24",
            "count": 3
          },
          {
            "date": "2025-11-25",
            "count": 2
          },
          {
            "date": "2025-11-26",
            "count": 4
          },
          {
            "date": "2025-11-27",
            "count": 1
          },
          {
            "date": "2025-11-28",
            "count": 3
          },
          {
            "date": "2025-11-29",
            "count": 1
          },
          {
            "date": "2025-11-30",
            "count": 5
          },
          {
            "date": "2025-12-01",
            "count": 5
          },
          {
            "date": "2025-12-02",
            "count": 2
          },
          {
            "date": "2025-12-03",
            "count": 2
          },
          {
            "date": "2025-12-06",
            "count": 2
          },
          {
            "date": "2025-12-07",
            "count": 1
          },
          {
            "date": "2025-12-08",
            "count": 4
          },
          {
            "date": "2025-12-09",
            "count": 1
          },
          {
            "date": "2025-12-10",
            "count": 7
          },
          {
            "date": "2025-12-11",
            "count": 3
          },
          {
            "date": "2025-12-12",
            "count": 3
          },
          {
            "date": "2025-12-14",
            "count": 1
          },
          {
            "date": "2025-12-15",
            "count": 2
          },
          {
            "date": "2025-12-16",
            "count": 5
          },
          {
            "date": "2025-12-17",
            "count": 3
          },
          {
            "date": "2025-12-18",
            "count": 3
          },
          {
            "date": "2025-12-19",
            "count": 3
          },
          {
            "date": "2025-12-20",
            "count": 1
          },
          {
            "date": "2025-12-21",
            "count": 2
          },
          {
            "date": "2025-12-22",
            "count": 2
          },
          {
            "date": "2025-12-23",
            "count": 3
          },
          {
            "date": "2025-12-24",
            "count": 1
          },
          {
            "date": "2025-12-25",
            "count": 1
          },
          {
            "date": "2025-12-26",
            "count": 1
          },
          {
            "date": "2025-12-27",
            "count": 1
          },
          {
            "date": "2025-12-28",
            "count": 2
          },
          {
            "date": "2025-12-29",
            "count": 7
          },
          {
            "date": "2025-12-30",
            "count": 2
          },
          {
            "date": "2026-01-01",
            "count": 1
          },
          {
            "date": "2026-01-02",
            "count": 4
          },
          {
            "date": "2026-01-04",
            "count": 3
          },
          {
            "date": "2026-01-05",
            "count": 2
          },
          {
            "date": "2026-01-06",
            "count": 2
          },
          {
            "date": "2026-01-07",
            "count": 1
          },
          {
            "date": "2026-01-08",
            "count": 1
          },
          {
            "date": "2026-01-09",
            "count": 5
          },
          {
            "date": "2026-01-10",
            "count": 5
          },
          {
            "date": "2026-01-11",
            "count": 2
          },
          {
            "date": "2026-01-13",
            "count": 4
          },
          {
            "date": "2026-01-14",
            "count": 4
          },
          {
            "date": "2026-01-15",
            "count": 5
          },
          {
            "date": "2026-01-16",
            "count": 1
          },
          {
            "date": "2026-01-17",
            "count": 1
          },
          {
            "date": "2026-01-18",
            "count": 3
          },
          {
            "date": "2026-01-19",
            "count": 4
          },
          {
            "date": "2026-01-20",
            "count": 1
          },
          {
            "date": "2026-01-21",
            "count": 2
          },
          {
            "date": "2026-01-22",
            "count": 1
          },
          {
            "date": "2026-01-23",
            "count": 1
          },
          {
            "date": "2026-01-24",
            "count": 1
          },
          {
            "date": "2026-01-25",
            "count": 3
          },
          {
            "date": "2026-01-26",
            "count": 3
          },
          {
            "date": "2026-01-27",
            "count": 3
          },
          {
            "date": "2026-01-28",
            "count": 3
          },
          {
            "date": "2026-01-29",
            "count": 4
          },
          {
            "date": "2026-01-30",
            "count": 1
          },
          {
            "date": "2026-02-01",
            "count": 3
          },
          {
            "date": "2026-02-02",
            "count": 4
          },
          {
            "date": "2026-02-03",
            "count": 2
          },
          {
            "date": "2026-02-04",
            "count": 5
          },
          {
            "date": "2026-02-05",
            "count": 3
          },
          {
            "date": "2026-02-06",
            "count": 3
          },
          {
            "date": "2026-02-07",
            "count": 2
          },
          {
            "date": "2026-02-08",
            "count": 2
          },
          {
            "date": "2026-02-09",
            "count": 5
          },
          {
            "date": "2026-02-10",
            "count": 1
          },
          {
            "date": "2026-02-12",
            "count": 2
          },
          {
            "date": "2026-02-13",
            "count": 4
          },
          {
            "date": "2026-02-14",
            "count": 1
          },
          {
            "date": "2026-02-15",
            "count": 2
          },
          {
            "date": "2026-02-16",
            "count": 3
          },
          {
            "date": "2026-02-18",
            "count": 3
          },
          {
            "date": "2026-02-19",
            "count": 1
          },
          {
            "date": "2026-02-20",
            "count": 2
          },
          {
            "date": "2026-02-21",
            "count": 2
          },
          {
            "date": "2026-02-22",
            "count": 1
          },
          {
            "date": "2026-02-23",
            "count": 3
          },
          {
            "date": "2026-02-24",
            "count": 3
          },
          {
            "date": "2026-02-25",
            "count": 2
          },
          {
            "date": "2026-02-26",
            "count": 1
          },
          {
            "date": "2026-02-27",
            "count": 1
          },
          {
            "date": "2026-02-28",
            "count": 1
          },
          {
            "date": "2026-03-01",
            "count": 3
          },
          {
            "date": "2026-03-02",
            "count": 2
          },
          {
            "date": "2026-03-03",
            "count": 2
          },
          {
            "date": "2026-03-04",
            "count": 2
          },
          {
            "date": "2026-03-05",
            "count": 9
          },
          {
            "date": "2026-03-06",
            "count": 4
          },
          {
            "date": "2026-03-08",
            "count": 5
          },
          {
            "date": "2026-03-09",
            "count": 3
          },
          {
            "date": "2026-03-10",
            "count": 4
          },
          {
            "date": "2026-03-11",
            "count": 4
          },
          {
            "date": "2026-03-12",
            "count": 4
          },
          {
            "date": "2026-03-13",
            "count": 2
          },
          {
            "date": "2026-03-14",
            "count": 3
          },
          {
            "date": "2026-03-15",
            "count": 3
          },
          {
            "date": "2026-03-16",
            "count": 1
          },
          {
            "date": "2026-03-17",
            "count": 3
          },
          {
            "date": "2026-03-18",
            "count": 3
          },
          {
            "date": "2026-03-19",
            "count": 4
          },
          {
            "date": "2026-03-20",
            "count": 3
          },
          {
            "date": "2026-03-21",
            "count": 3
          },
          {
            "date": "2026-03-22",
            "count": 3
          },
          {
            "date": "2026-03-23",
            "count": 3
          },
          {
            "date": "2026-03-24",
            "count": 2
          },
          {
            "date": "2026-03-26",
            "count": 2
          },
          {
            "date": "2026-03-27",
            "count": 4
          },
          {
            "date": "2026-03-28",
            "count": 1
          },
          {
            "date": "2026-03-29",
            "count": 4
          },
          {
            "date": "2026-03-30",
            "count": 2
          },
          {
            "date": "2026-03-31",
            "count": 2
          },
          {
            "date": "2026-04-01",
            "count": 2
          },
          {
            "date": "2026-04-02",
            "count": 1
          },
          {
            "date": "2026-04-03",
            "count": 2
          },
          {
            "date": "2026-04-04",
            "count": 1
          },
          {
            "date": "2026-04-05",
            "count": 3
          },
          {
            "date": "2026-04-06",
            "count": 2
          },
          {
            "date": "2026-04-07",
            "count": 4
          },
          {
            "date": "2026-04-08",
            "count": 3
          },
          {
            "date": "2026-04-09",
            "count": 4
          },
          {
            "date": "2026-04-10",
            "count": 2
          },
          {
            "date": "2026-04-11",
            "count": 2
          },
          {
            "date": "2026-04-12",
            "count": 3
          },
          {
            "date": "2026-04-13",
            "count": 4
          },
          {
            "date": "2026-04-14",
            "count": 6
          },
          {
            "date": "2026-04-15",
            "count": 8
          },
          {
            "date": "2026-04-16",
            "count": 4
          },
          {
            "date": "2026-04-17",
            "count": 2
          },
          {
            "date": "2026-04-18",
            "count": 4
          },
          {
            "date": "2026-04-19",
            "count": 2
          },
          {
            "date": "2026-04-20",
            "count": 6
          },
          {
            "date": "2026-04-21",
            "count": 5
          },
          {
            "date": "2026-04-22",
            "count": 5
          },
          {
            "date": "2026-04-23",
            "count": 1
          },
          {
            "date": "2026-04-24",
            "count": 2
          },
          {
            "date": "2026-04-25",
            "count": 3
          },
          {
            "date": "2026-04-27",
            "count": 2
          },
          {
            "date": "2026-04-28",
            "count": 5
          },
          {
            "date": "2026-04-29",
            "count": 6
          },
          {
            "date": "2026-04-30",
            "count": 6
          },
          {
            "date": "2026-05-01",
            "count": 12
          },
          {
            "date": "2026-05-02",
            "count": 6
          },
          {
            "date": "2026-05-03",
            "count": 5
          },
          {
            "date": "2026-05-04",
            "count": 3
          },
          {
            "date": "2026-05-05",
            "count": 1
          },
          {
            "date": "2026-05-06",
            "count": 2
          },
          {
            "date": "2026-05-07",
            "count": 4
          },
          {
            "date": "2026-05-08",
            "count": 6
          },
          {
            "date": "2026-05-09",
            "count": 1
          },
          {
            "date": "2026-05-10",
            "count": 3
          },
          {
            "date": "2026-05-11",
            "count": 4
          },
          {
            "date": "2026-05-12",
            "count": 4
          },
          {
            "date": "2026-05-13",
            "count": 2
          },
          {
            "date": "2026-05-14",
            "count": 2
          },
          {
            "date": "2026-05-15",
            "count": 1
          },
          {
            "date": "2026-05-16",
            "count": 1
          },
          {
            "date": "2026-05-17",
            "count": 4
          },
          {
            "date": "2026-05-18",
            "count": 4
          },
          {
            "date": "2026-05-19",
            "count": 3
          },
          {
            "date": "2026-05-21",
            "count": 7
          },
          {
            "date": "2026-05-22",
            "count": 4
          },
          {
            "date": "2026-05-23",
            "count": 1
          },
          {
            "date": "2026-05-24",
            "count": 2
          },
          {
            "date": "2026-05-25",
            "count": 3
          },
          {
            "date": "2026-05-26",
            "count": 1
          },
          {
            "date": "2026-05-27",
            "count": 3
          },
          {
            "date": "2026-05-28",
            "count": 3
          },
          {
            "date": "2026-05-29",
            "count": 4
          },
          {
            "date": "2026-05-30",
            "count": 6
          },
          {
            "date": "2026-06-01",
            "count": 6
          },
          {
            "date": "2026-06-02",
            "count": 3
          },
          {
            "date": "2026-06-03",
            "count": 4
          },
          {
            "date": "2026-06-04",
            "count": 2
          },
          {
            "date": "2026-06-05",
            "count": 2
          },
          {
            "date": "2026-06-06",
            "count": 3
          },
          {
            "date": "2026-06-07",
            "count": 2
          },
          {
            "date": "2026-06-08",
            "count": 5
          },
          {
            "date": "2026-06-09",
            "count": 5
          },
          {
            "date": "2026-06-10",
            "count": 2
          },
          {
            "date": "2026-06-11",
            "count": 4
          },
          {
            "date": "2026-06-12",
            "count": 6
          },
          {
            "date": "2026-06-13",
            "count": 5
          },
          {
            "date": "2026-06-14",
            "count": 3
          },
          {
            "date": "2026-06-15",
            "count": 5
          },
          {
            "date": "2026-06-16",
            "count": 5
          },
          {
            "date": "2026-06-17",
            "count": 2
          },
          {
            "date": "2026-06-19",
            "count": 3
          },
          {
            "date": "2026-06-20",
            "count": 3
          },
          {
            "date": "2026-06-21",
            "count": 5
          },
          {
            "date": "2026-06-22",
            "count": 4
          },
          {
            "date": "2026-06-23",
            "count": 5
          },
          {
            "date": "2026-06-24",
            "count": 1
          },
          {
            "date": "2026-06-25",
            "count": 2
          },
          {
            "date": "2026-06-26",
            "count": 2
          },
          {
            "date": "2026-06-28",
            "count": 3
          },
          {
            "date": "2026-06-30",
            "count": 2
          },
          {
            "date": "2026-07-01",
            "count": 2
          },
          {
            "date": "2026-07-02",
            "count": 1
          },
          {
            "date": "2026-07-03",
            "count": 4
          },
          {
            "date": "2026-07-04",
            "count": 1
          },
          {
            "date": "2026-07-05",
            "count": 3
          },
          {
            "date": "2026-07-06",
            "count": 3
          },
          {
            "date": "2026-07-07",
            "count": 1
          },
          {
            "date": "2026-07-08",
            "count": 2
          },
          {
            "date": "2026-07-09",
            "count": 7
          },
          {
            "date": "2026-07-10",
            "count": 2
          },
          {
            "date": "2026-07-11",
            "count": 3
          },
          {
            "date": "2026-07-12",
            "count": 4
          },
          {
            "date": "2026-07-13",
            "count": 5
          },
          {
            "date": "2026-07-14",
            "count": 1
          },
          {
            "date": "2026-07-15",
            "count": 1
          },
          {
            "date": "2026-07-16",
            "count": 1
          },
          {
            "date": "2026-07-17",
            "count": 5
          },
          {
            "date": "2026-07-18",
            "count": 1
          },
          {
            "date": "2026-07-19",
            "count": 1
          },
          {
            "date": "2026-07-20",
            "count": 4
          },
          {
            "date": "2026-07-21",
            "count": 7
          },
          {
            "date": "2026-07-22",
            "count": 8
          },
          {
            "date": "2026-07-23",
            "count": 5
          },
          {
            "date": "2026-07-24",
            "count": 8
          },
          {
            "date": "2026-07-26",
            "count": 4
          }
        ],
        "complete": false,
        "collected": 1000,
        "total_forks": 3673
      },
      "star_history": null,
      "open_issues_and_prs": 61
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [
        "packages/graphrag-cache/graphrag_cache/py.typed",
        "packages/graphrag-common/graphrag_common/py.typed",
        "packages/graphrag-llm/graphrag_llm/py.typed",
        "packages/graphrag-storage/graphrag_storage/py.typed",
        "packages/graphrag/graphrag/py.typed"
      ],
      "toolchain_manifests": [],
      "largest_source_bytes": 22070,
      "source_files_sampled": 573,
      "oversized_source_files": 0,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml",
        "unified-search-app/pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 113,
        "malicious_count": 0,
        "assessed_package": "pypi:graphrag@3.1.1",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "streamlit",
          "manifest": "unified-search-app/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==1.43.0"
        },
        {
          "name": "azure-search-documents",
          "manifest": "unified-search-app/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=11.4"
        },
        {
          "name": "azure-storage-blob",
          "manifest": "unified-search-app/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=12.20"
        },
        {
          "name": "azure-identity",
          "manifest": "unified-search-app/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=1.16"
        },
        {
          "name": "graphrag",
          "manifest": "unified-search-app/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==2.5.0"
        },
        {
          "name": "altair",
          "manifest": "unified-search-app/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=5.3"
        },
        {
          "name": "streamlit-agraph",
          "manifest": "unified-search-app/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=0.0.45"
        },
        {
          "name": "st-tabs",
          "manifest": "unified-search-app/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=0.1"
        },
        {
          "name": "spacy",
          "manifest": "unified-search-app/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=3.8"
        },
        {
          "name": "graphrag-common",
          "manifest": "packages/graphrag-cache/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graphrag-storage",
          "manifest": "packages/graphrag-cache/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graphrag-common",
          "manifest": "packages/graphrag-chunking/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "pydantic",
          "manifest": "packages/graphrag-chunking/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=2.10"
        },
        {
          "name": "python-dotenv",
          "manifest": "packages/graphrag-common/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=1.0"
        },
        {
          "name": "pyyaml",
          "manifest": "packages/graphrag-common/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=6.0"
        },
        {
          "name": "toml",
          "manifest": "packages/graphrag-common/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=0.10"
        },
        {
          "name": "graphrag-common",
          "manifest": "packages/graphrag-input/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graphrag-storage",
          "manifest": "packages/graphrag-input/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "pydantic",
          "manifest": "packages/graphrag-input/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=2.10"
        },
        {
          "name": "markitdown",
          "manifest": "packages/graphrag-input/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=0.1.0"
        },
        {
          "name": "pyarrow",
          "manifest": "packages/graphrag-input/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=14.0.0"
        },
        {
          "name": "azure-identity",
          "manifest": "packages/graphrag-llm/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=1.25"
        },
        {
          "name": "fastapi",
          "manifest": "packages/graphrag-llm/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.136.3,<1.0"
        },
        {
          "name": "graphrag-cache",
          "manifest": "packages/graphrag-llm/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graphrag-common",
          "manifest": "packages/graphrag-llm/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "jinja2",
          "manifest": "packages/graphrag-llm/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=3.1"
        },
        {
          "name": "litellm",
          "manifest": "packages/graphrag-llm/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==1.92.0"
        },
        {
          "name": "nest-asyncio2",
          "manifest": "packages/graphrag-llm/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=1.7"
        },
        {
          "name": "orjson",
          "manifest": "packages/graphrag-llm/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.11.6,<4.0"
        },
        {
          "name": "pydantic",
          "manifest": "packages/graphrag-llm/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=2.10"
        },
        {
          "name": "typing-extensions",
          "manifest": "packages/graphrag-llm/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=4.12"
        },
        {
          "name": "aiofiles",
          "manifest": "packages/graphrag-storage/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=25.1"
        },
        {
          "name": "azure-cosmos",
          "manifest": "packages/graphrag-storage/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=4.9"
        },
        {
          "name": "azure-identity",
          "manifest": "packages/graphrag-storage/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=1.25"
        },
        {
          "name": "azure-storage-blob",
          "manifest": "packages/graphrag-storage/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=12.24"
        },
        {
          "name": "graphrag-common",
          "manifest": "packages/graphrag-storage/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "pandas",
          "manifest": "packages/graphrag-storage/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=3.0"
        },
        {
          "name": "pydantic",
          "manifest": "packages/graphrag-storage/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=2.10"
        },
        {
          "name": "azure-core",
          "manifest": "packages/graphrag-vectors/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=1.32"
        },
        {
          "name": "azure-cosmos",
          "manifest": "packages/graphrag-vectors/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=4.9"
        },
        {
          "name": "azure-identity",
          "manifest": "packages/graphrag-vectors/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=1.25"
        },
        {
          "name": "azure-search-documents",
          "manifest": "packages/graphrag-vectors/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=12.0"
        },
        {
          "name": "graphrag-common",
          "manifest": "packages/graphrag-vectors/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "lancedb",
          "manifest": "packages/graphrag-vectors/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=0.34.0"
        },
        {
          "name": "numpy",
          "manifest": "packages/graphrag-vectors/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=2.1"
        },
        {
          "name": "pyarrow",
          "manifest": "packages/graphrag-vectors/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=25.0"
        },
        {
          "name": "pydantic",
          "manifest": "packages/graphrag-vectors/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=2.10"
        },
        {
          "name": "azure-identity",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=1.25"
        },
        {
          "name": "azure-search-documents",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=12.0"
        },
        {
          "name": "azure-storage-blob",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=12.24"
        },
        {
          "name": "devtools",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=0.12"
        },
        {
          "name": "graphrag-cache",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graphrag-chunking",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graphrag-common",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graphrag-input",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graphrag-llm",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graphrag-storage",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graphrag-vectors",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graspologic-native",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.2,<1.3"
        },
        {
          "name": "json-repair",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=0.30"
        },
        {
          "name": "networkx",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=3.4"
        },
        {
          "name": "nltk",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=3.9"
        },
        {
          "name": "numpy",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=2.1"
        },
        {
          "name": "pandas",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=3.0"
        },
        {
          "name": "pyarrow",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=25.0"
        },
        {
          "name": "pydantic",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=2.10"
        },
        {
          "name": "spacy",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=3.8"
        },
        {
          "name": "blis",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=1.0"
        },
        {
          "name": "textblob",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=0.18"
        },
        {
          "name": "tqdm",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=4.67"
        },
        {
          "name": "typing-extensions",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=4.12"
        },
        {
          "name": "typer",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=0.16"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "aiofiles",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "aiofiles",
            "direct": true,
            "version": "24.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiofiles",
            "direct": true,
            "version": "25.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "altair",
            "direct": true,
            "version": "5.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-core",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "azure-core",
            "direct": true,
            "version": "1.35.0",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-core",
            "direct": true,
            "version": "1.41.0",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-cosmos",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "azure-cosmos",
            "direct": true,
            "version": "4.16.1",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-cosmos",
            "direct": true,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-identity",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "azure-identity",
            "direct": true,
            "version": "1.23.1",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-identity",
            "direct": true,
            "version": "1.25.3",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-search-documents",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "azure-search-documents",
            "direct": true,
            "version": "11.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-search-documents",
            "direct": true,
            "version": "12.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-storage-blob",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "azure-storage-blob",
            "direct": true,
            "version": "12.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-storage-blob",
            "direct": true,
            "version": "12.30.0",
            "ecosystem": "pypi"
          },
          {
            "name": "blis",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "blis",
            "direct": true,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "blis",
            "direct": true,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "devtools",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "devtools",
            "direct": true,
            "version": "0.12.2",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": true,
            "version": "0.139.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag",
            "direct": true,
            "version": "2.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag",
            "direct": true,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-cache",
            "direct": true,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-cache",
            "direct": true,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-chunking",
            "direct": true,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-chunking",
            "direct": true,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-common",
            "direct": true,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-common",
            "direct": true,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-input",
            "direct": true,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-input",
            "direct": true,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-llm",
            "direct": true,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-llm",
            "direct": true,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-storage",
            "direct": true,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-storage",
            "direct": true,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-vectors",
            "direct": true,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-vectors",
            "direct": true,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "graspologic-native",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "graspologic-native",
            "direct": true,
            "version": "1.2.5",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": true,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "json-repair",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "json-repair",
            "direct": true,
            "version": "0.30.3",
            "ecosystem": "pypi"
          },
          {
            "name": "json-repair",
            "direct": true,
            "version": "0.61.4",
            "ecosystem": "pypi"
          },
          {
            "name": "lancedb",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "lancedb",
            "direct": true,
            "version": "0.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "lancedb",
            "direct": true,
            "version": "0.34.0",
            "ecosystem": "pypi"
          },
          {
            "name": "litellm",
            "direct": true,
            "version": "1.86.2",
            "ecosystem": "pypi"
          },
          {
            "name": "litellm",
            "direct": true,
            "version": "1.92.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markitdown",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "markitdown",
            "direct": true,
            "version": "0.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "nest-asyncio2",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "nest-asyncio2",
            "direct": true,
            "version": "1.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": true,
            "version": "3.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": true,
            "version": "3.5",
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": true,
            "version": "3.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nltk",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "nltk",
            "direct": true,
            "version": "3.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nltk",
            "direct": true,
            "version": "3.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "1.26.4",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "2.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "2.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "orjson",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "orjson",
            "direct": true,
            "version": "3.11.9",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": "2.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow",
            "direct": true,
            "version": "21.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow",
            "direct": true,
            "version": "25.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": true,
            "version": "2.11.7",
            "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": "1.1.1",
            "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": "6.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": true,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "spacy",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "spacy",
            "direct": true,
            "version": "3.8.14",
            "ecosystem": "pypi"
          },
          {
            "name": "spacy",
            "direct": true,
            "version": "3.8.7",
            "ecosystem": "pypi"
          },
          {
            "name": "st-tabs",
            "direct": true,
            "version": "0.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "streamlit",
            "direct": true,
            "version": "1.43.0",
            "ecosystem": "pypi"
          },
          {
            "name": "streamlit-agraph",
            "direct": true,
            "version": "0.0.45",
            "ecosystem": "pypi"
          },
          {
            "name": "textblob",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "textblob",
            "direct": true,
            "version": "0.18.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "textblob",
            "direct": true,
            "version": "0.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "toml",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "toml",
            "direct": true,
            "version": "0.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": true,
            "version": "4.67.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": true,
            "version": "4.68.4",
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": true,
            "version": "0.17.4",
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": true,
            "version": "0.26.8",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": true,
            "version": "4.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": true,
            "version": "4.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohappyeyeballs",
            "direct": false,
            "version": "2.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohttp",
            "direct": false,
            "version": "3.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiolimiter",
            "direct": false,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiosignal",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-doc",
            "direct": false,
            "version": "0.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anytree",
            "direct": false,
            "version": "2.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "appnope",
            "direct": false,
            "version": "0.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "argon2-cffi",
            "direct": false,
            "version": "25.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "argon2-cffi-bindings",
            "direct": false,
            "version": "25.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "arrow",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "asttokens",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "async-lru",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "25.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "26.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "autograd",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-common",
            "direct": false,
            "version": "1.1.28",
            "ecosystem": "pypi"
          },
          {
            "name": "babel",
            "direct": false,
            "version": "2.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "backports-datetime-fromisoformat",
            "direct": false,
            "version": "2.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "backrefs",
            "direct": false,
            "version": "7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "beartype",
            "direct": false,
            "version": "0.18.5",
            "ecosystem": "pypi"
          },
          {
            "name": "beautifulsoup4",
            "direct": false,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "bleach",
            "direct": false,
            "version": "6.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "blinker",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cachetools",
            "direct": false,
            "version": "5.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "catalogue",
            "direct": false,
            "version": "2.0.10",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2025.7.14",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2026.6.17",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "1.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.9",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.1.8",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "cloudpathlib",
            "direct": false,
            "version": "0.21.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cloudpathlib",
            "direct": false,
            "version": "0.24.0",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "coloredlogs",
            "direct": false,
            "version": "15.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "comm",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "confection",
            "direct": false,
            "version": "0.1.5",
            "ecosystem": "pypi"
          },
          {
            "name": "confection",
            "direct": false,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "contourpy",
            "direct": false,
            "version": "1.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "contourpy",
            "direct": false,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": "7.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": "45.0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": "49.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cycler",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cymem",
            "direct": false,
            "version": "2.0.11",
            "ecosystem": "pypi"
          },
          {
            "name": "cymem",
            "direct": false,
            "version": "2.0.13",
            "ecosystem": "pypi"
          },
          {
            "name": "debugpy",
            "direct": false,
            "version": "1.8.15",
            "ecosystem": "pypi"
          },
          {
            "name": "debugpy",
            "direct": false,
            "version": "1.8.21",
            "ecosystem": "pypi"
          },
          {
            "name": "decorator",
            "direct": false,
            "version": "5.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "decorator",
            "direct": false,
            "version": "5.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "defusedxml",
            "direct": false,
            "version": "0.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "deprecation",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "deptry",
            "direct": false,
            "version": "0.25.1",
            "ecosystem": "pypi"
          },
          {
            "name": "distro",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "environs",
            "direct": false,
            "version": "11.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "exceptiongroup",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "execnet",
            "direct": false,
            "version": "2.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "executing",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "executing",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastjsonschema",
            "direct": false,
            "version": "2.21.2",
            "ecosystem": "pypi"
          },
          {
            "name": "fastuuid",
            "direct": false,
            "version": "0.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.29.7",
            "ecosystem": "pypi"
          },
          {
            "name": "flatbuffers",
            "direct": false,
            "version": "25.12.19",
            "ecosystem": "pypi"
          },
          {
            "name": "fnllm",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fonttools",
            "direct": false,
            "version": "4.59.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fqdn",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "frozenlist",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": false,
            "version": "2026.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "future",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gensim",
            "direct": false,
            "version": "4.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "ghp-import",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gitdb",
            "direct": false,
            "version": "4.0.12",
            "ecosystem": "pypi"
          },
          {
            "name": "gitpython",
            "direct": false,
            "version": "3.1.45",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-monorepo",
            "direct": false,
            "version": "0.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graspologic",
            "direct": false,
            "version": "3.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hatchling",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "hf-xet",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "httpcore",
            "direct": false,
            "version": "1.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": false,
            "version": "0.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "huggingface-hub",
            "direct": false,
            "version": "1.23.0",
            "ecosystem": "pypi"
          },
          {
            "name": "humanfriendly",
            "direct": false,
            "version": "10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hyppo",
            "direct": false,
            "version": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.10",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.18",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-metadata",
            "direct": false,
            "version": "8.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipykernel",
            "direct": false,
            "version": "6.30.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipykernel",
            "direct": false,
            "version": "7.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": false,
            "version": "8.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": false,
            "version": "9.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": false,
            "version": "9.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython-pygments-lexers",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ipywidgets",
            "direct": false,
            "version": "8.1.8",
            "ecosystem": "pypi"
          },
          {
            "name": "isodate",
            "direct": false,
            "version": "0.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "isoduration",
            "direct": false,
            "version": "20.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jedi",
            "direct": false,
            "version": "0.19.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jedi",
            "direct": false,
            "version": "0.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jiter",
            "direct": false,
            "version": "0.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jiter",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": "1.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "json5",
            "direct": false,
            "version": "0.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonpointer",
            "direct": false,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.25.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2025.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2025.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-builder",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-client",
            "direct": false,
            "version": "8.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-client",
            "direct": false,
            "version": "8.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-console",
            "direct": false,
            "version": "6.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-core",
            "direct": false,
            "version": "5.8.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-core",
            "direct": false,
            "version": "5.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-events",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-lsp",
            "direct": false,
            "version": "2.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-server",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-server-terminals",
            "direct": false,
            "version": "0.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab",
            "direct": false,
            "version": "4.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-pygments",
            "direct": false,
            "version": "0.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-server",
            "direct": false,
            "version": "2.28.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-widgets",
            "direct": false,
            "version": "3.0.16",
            "ecosystem": "pypi"
          },
          {
            "name": "jupytext",
            "direct": false,
            "version": "1.19.4",
            "ecosystem": "pypi"
          },
          {
            "name": "kiwisolver",
            "direct": false,
            "version": "1.4.8",
            "ecosystem": "pypi"
          },
          {
            "name": "lance-namespace",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "lance-namespace-urllib3-client",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "langcodes",
            "direct": false,
            "version": "3.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "language-data",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "lark",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "llvmlite",
            "direct": false,
            "version": "0.44.0",
            "ecosystem": "pypi"
          },
          {
            "name": "magika",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "marisa-trie",
            "direct": false,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown",
            "direct": false,
            "version": "3.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "3.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markdownify",
            "direct": false,
            "version": "1.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "marshmallow",
            "direct": false,
            "version": "4.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": false,
            "version": "3.10.3",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib-inline",
            "direct": false,
            "version": "0.1.7",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib-inline",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mdit-py-plugins",
            "direct": false,
            "version": "0.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mergedeep",
            "direct": false,
            "version": "1.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "mistune",
            "direct": false,
            "version": "3.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs",
            "direct": false,
            "version": "1.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-exclude-search",
            "direct": false,
            "version": "0.6.6",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-get-deps",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-jupyter",
            "direct": false,
            "version": "0.26.3",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-material",
            "direct": false,
            "version": "9.7.6",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-material-extensions",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-typer",
            "direct": false,
            "version": "0.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "mpmath",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "msal",
            "direct": false,
            "version": "1.33.0",
            "ecosystem": "pypi"
          },
          {
            "name": "msal",
            "direct": false,
            "version": "1.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "msal-extensions",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "multidict",
            "direct": false,
            "version": "6.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "murmurhash",
            "direct": false,
            "version": "1.0.13",
            "ecosystem": "pypi"
          },
          {
            "name": "murmurhash",
            "direct": false,
            "version": "1.0.15",
            "ecosystem": "pypi"
          },
          {
            "name": "narwhals",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nbclient",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nbconvert",
            "direct": false,
            "version": "7.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nbformat",
            "direct": false,
            "version": "5.10.4",
            "ecosystem": "pypi"
          },
          {
            "name": "nest-asyncio",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nodeenv",
            "direct": false,
            "version": "1.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nodeenv",
            "direct": false,
            "version": "1.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "notebook",
            "direct": false,
            "version": "7.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "notebook-shim",
            "direct": false,
            "version": "0.2.4",
            "ecosystem": "pypi"
          },
          {
            "name": "numba",
            "direct": false,
            "version": "0.61.2",
            "ecosystem": "pypi"
          },
          {
            "name": "onnxruntime",
            "direct": false,
            "version": "1.20.1",
            "ecosystem": "pypi"
          },
          {
            "name": "openai",
            "direct": false,
            "version": "1.107.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openai",
            "direct": false,
            "version": "2.45.0",
            "ecosystem": "pypi"
          },
          {
            "name": "overrides",
            "direct": false,
            "version": "7.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "24.2",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "26.2",
            "ecosystem": "pypi"
          },
          {
            "name": "paginate",
            "direct": false,
            "version": "0.5.7",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas-stubs",
            "direct": false,
            "version": "3.0.3.260530",
            "ecosystem": "pypi"
          },
          {
            "name": "pandocfilters",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "parso",
            "direct": false,
            "version": "0.8.4",
            "ecosystem": "pypi"
          },
          {
            "name": "parso",
            "direct": false,
            "version": "0.8.7",
            "ecosystem": "pypi"
          },
          {
            "name": "pastel",
            "direct": false,
            "version": "0.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pathspec",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "patsy",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pdfminer-six",
            "direct": false,
            "version": "20260107",
            "ecosystem": "pypi"
          },
          {
            "name": "pdfplumber",
            "direct": false,
            "version": "0.11.10",
            "ecosystem": "pypi"
          },
          {
            "name": "pexpect",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "11.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "12.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.3.8",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "poethepoet",
            "direct": false,
            "version": "0.36.0",
            "ecosystem": "pypi"
          },
          {
            "name": "poethepoet",
            "direct": false,
            "version": "0.48.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pot",
            "direct": false,
            "version": "0.9.5",
            "ecosystem": "pypi"
          },
          {
            "name": "preshed",
            "direct": false,
            "version": "3.0.10",
            "ecosystem": "pypi"
          },
          {
            "name": "preshed",
            "direct": false,
            "version": "3.0.13",
            "ecosystem": "pypi"
          },
          {
            "name": "prometheus-client",
            "direct": false,
            "version": "0.25.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prompt-toolkit",
            "direct": false,
            "version": "3.0.51",
            "ecosystem": "pypi"
          },
          {
            "name": "prompt-toolkit",
            "direct": false,
            "version": "3.0.52",
            "ecosystem": "pypi"
          },
          {
            "name": "propcache",
            "direct": false,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "5.29.5",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "7.35.1",
            "ecosystem": "pypi"
          },
          {
            "name": "psutil",
            "direct": false,
            "version": "7.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "psutil",
            "direct": false,
            "version": "7.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ptyprocess",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pure-eval",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "2.22",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.33.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.46.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pydeck",
            "direct": false,
            "version": "0.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.19.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": false,
            "version": "2.10.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": false,
            "version": "2.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pylance",
            "direct": false,
            "version": "0.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pymdown-extensions",
            "direct": false,
            "version": "11.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pynndescent",
            "direct": false,
            "version": "0.5.13",
            "ecosystem": "pypi"
          },
          {
            "name": "pyparsing",
            "direct": false,
            "version": "3.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pypdfium2",
            "direct": false,
            "version": "5.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyreadline3",
            "direct": false,
            "version": "3.5.6",
            "ecosystem": "pypi"
          },
          {
            "name": "pyright",
            "direct": false,
            "version": "1.1.403",
            "ecosystem": "pypi"
          },
          {
            "name": "pyright",
            "direct": false,
            "version": "1.1.411",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "9.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-asyncio",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-dotenv",
            "direct": false,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-timeout",
            "direct": false,
            "version": "2.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-xdist",
            "direct": false,
            "version": "3.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-json-logger",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytz",
            "direct": false,
            "version": "2025.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32",
            "direct": false,
            "version": "311",
            "ecosystem": "pypi"
          },
          {
            "name": "pywinpty",
            "direct": false,
            "version": "3.0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml-env-tag",
            "direct": false,
            "version": "1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyzmq",
            "direct": false,
            "version": "27.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyzmq",
            "direct": false,
            "version": "27.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rdflib",
            "direct": false,
            "version": "7.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": false,
            "version": "0.36.2",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": false,
            "version": "0.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "regex",
            "direct": false,
            "version": "2024.11.6",
            "ecosystem": "pypi"
          },
          {
            "name": "regex",
            "direct": false,
            "version": "2026.7.10",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.32.4",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.34.2",
            "ecosystem": "pypi"
          },
          {
            "name": "requirements-parser",
            "direct": false,
            "version": "0.13.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rfc3339-validator",
            "direct": false,
            "version": "0.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "rfc3986-validator",
            "direct": false,
            "version": "0.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rfc3987-syntax",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "13.9.4",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "15.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "0.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "2026.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.12.5",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.15.21",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": false,
            "version": "1.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": "1.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "seaborn",
            "direct": false,
            "version": "0.13.2",
            "ecosystem": "pypi"
          },
          {
            "name": "semversioner",
            "direct": false,
            "version": "3.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "send2trash",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": "80.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": "83.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "shellingham",
            "direct": false,
            "version": "1.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "smart-open",
            "direct": false,
            "version": "7.3.0.post1",
            "ecosystem": "pypi"
          },
          {
            "name": "smart-open",
            "direct": false,
            "version": "8.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "smmap",
            "direct": false,
            "version": "5.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "sniffio",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "soupsieve",
            "direct": false,
            "version": "2.8.4",
            "ecosystem": "pypi"
          },
          {
            "name": "spacy-legacy",
            "direct": false,
            "version": "3.0.12",
            "ecosystem": "pypi"
          },
          {
            "name": "spacy-loggers",
            "direct": false,
            "version": "1.0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "srsly",
            "direct": false,
            "version": "2.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "srsly",
            "direct": false,
            "version": "2.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "stack-data",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "statsmodels",
            "direct": false,
            "version": "0.14.5",
            "ecosystem": "pypi"
          },
          {
            "name": "sympy",
            "direct": false,
            "version": "1.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tenacity",
            "direct": false,
            "version": "9.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "terminado",
            "direct": false,
            "version": "0.18.1",
            "ecosystem": "pypi"
          },
          {
            "name": "thinc",
            "direct": false,
            "version": "8.3.13",
            "ecosystem": "pypi"
          },
          {
            "name": "thinc",
            "direct": false,
            "version": "8.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "threadpoolctl",
            "direct": false,
            "version": "3.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tiktoken",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tiktoken",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tinycss2",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tokenizers",
            "direct": false,
            "version": "0.23.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tomlkit",
            "direct": false,
            "version": "0.12.5",
            "ecosystem": "pypi"
          },
          {
            "name": "tornado",
            "direct": false,
            "version": "6.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tornado",
            "direct": false,
            "version": "6.5.7",
            "ecosystem": "pypi"
          },
          {
            "name": "traitlets",
            "direct": false,
            "version": "5.14.3",
            "ecosystem": "pypi"
          },
          {
            "name": "traitlets",
            "direct": false,
            "version": "5.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2025.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2026.3",
            "ecosystem": "pypi"
          },
          {
            "name": "umap-learn",
            "direct": false,
            "version": "0.5.9.post2",
            "ecosystem": "pypi"
          },
          {
            "name": "update-toml",
            "direct": false,
            "version": "0.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "uri-template",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wasabi",
            "direct": false,
            "version": "1.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "watchdog",
            "direct": false,
            "version": "6.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.2.13",
            "ecosystem": "pypi"
          },
          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.8.2",
            "ecosystem": "pypi"
          },
          {
            "name": "weasel",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "weasel",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "webcolors",
            "direct": false,
            "version": "25.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "webencodings",
            "direct": false,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "websocket-client",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "widgetsnbextension",
            "direct": false,
            "version": "4.0.15",
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "1.17.2",
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "2.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "yarl",
            "direct": false,
            "version": "1.24.2",
            "ecosystem": "pypi"
          },
          {
            "name": "zipp",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 427,
        "direct_count": 106,
        "indirect_count": 321
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 57,
        "merged_prs": 746,
        "open_issues": 4,
        "closed_ratio": 0.995,
        "closed_issues": 828,
        "closed_unmerged_prs": 463
      },
      "bus_factor": 2,
      "bot_contributors": 2,
      "top_contributors": [
        {
          "type": "User",
          "login": "AlonsoGuevara",
          "commits": 144,
          "avatar_url": "https://avatars.githubusercontent.com/u/3671933?v=4"
        },
        {
          "type": "User",
          "login": "natoverse",
          "commits": 106,
          "avatar_url": "https://avatars.githubusercontent.com/u/720083?v=4"
        },
        {
          "type": "User",
          "login": "dworthen",
          "commits": 33,
          "avatar_url": "https://avatars.githubusercontent.com/u/624870?v=4"
        },
        {
          "type": "User",
          "login": "jgbradley1",
          "commits": 27,
          "avatar_url": "https://avatars.githubusercontent.com/u/654554?v=4"
        },
        {
          "type": "User",
          "login": "dayesouza",
          "commits": 27,
          "avatar_url": "https://avatars.githubusercontent.com/u/16024923?v=4"
        },
        {
          "type": "User",
          "login": "gaudyb",
          "commits": 15,
          "avatar_url": "https://avatars.githubusercontent.com/u/85708998?v=4"
        },
        {
          "type": "User",
          "login": "KennyZhang1",
          "commits": 11,
          "avatar_url": "https://avatars.githubusercontent.com/u/90438893?v=4"
        },
        {
          "type": "User",
          "login": "darthtrevino",
          "commits": 10,
          "avatar_url": "https://avatars.githubusercontent.com/u/113544?v=4"
        },
        {
          "type": "User",
          "login": "junho85",
          "commits": 8,
          "avatar_url": "https://avatars.githubusercontent.com/u/1219373?v=4"
        },
        {
          "type": "User",
          "login": "andresmor-ms",
          "commits": 5,
          "avatar_url": "https://avatars.githubusercontent.com/u/86074752?v=4"
        }
      ],
      "contributors_sampled": 49,
      "top_contributor_share": 0.329
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "gh-pages.yml",
        "issues-autoresolve.yml",
        "python-checks.yml",
        "python-integration-tests.yml",
        "python-notebook-tests.yml",
        "python-publish.yml",
        "python-smoke-tests.yml",
        "python-unit-tests.yml",
        "semver.yml",
        "spellcheck.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 5,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "30 out of 30 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": 10,
            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 9 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": "14 commit(s) and 8 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": 10,
            "reason": "SAST tool is run on all commits",
            "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": "85 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "14a00ad88fc33cf2b52f4f113f25807556f8e25e",
        "ran_at": "2026-07-26T21:40:27Z",
        "aggregate_score": 6.6,
        "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": "2026-07-26T07:15:35Z",
      "oldest_open_prs": [
        {
          "number": 2201,
          "created_at": "2026-02-02T13:07:11Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2233,
          "created_at": "2026-02-17T03:02:36Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2234,
          "created_at": "2026-02-18T01:25:52Z",
          "last_comment_at": "2026-02-18T21:17:03Z",
          "last_comment_author": "ohharsen"
        },
        {
          "number": 2255,
          "created_at": "2026-03-01T12:43:44Z",
          "last_comment_at": "2026-03-01T12:51:06Z",
          "last_comment_author": "dubin555"
        },
        {
          "number": 2259,
          "created_at": "2026-03-01T17:12:44Z",
          "last_comment_at": "2026-03-08T17:34:06Z",
          "last_comment_author": "Br1an67"
        },
        {
          "number": 2273,
          "created_at": "2026-03-08T08:25:03Z",
          "last_comment_at": "2026-03-08T08:25:13Z",
          "last_comment_author": "microsoft-github-policy-service"
        },
        {
          "number": 2278,
          "created_at": "2026-03-12T08:58:26Z",
          "last_comment_at": "2026-03-17T00:43:59Z",
          "last_comment_author": "suger-m"
        },
        {
          "number": 2304,
          "created_at": "2026-03-29T07:19:17Z",
          "last_comment_at": "2026-03-29T07:23:09Z",
          "last_comment_author": "jiebei-668"
        },
        {
          "number": 2325,
          "created_at": "2026-04-13T07:33:54Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2327,
          "created_at": "2026-04-18T01:45:28Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2329,
          "created_at": "2026-04-21T01:48:27Z",
          "last_comment_at": "2026-04-21T02:26:53Z",
          "last_comment_author": "ilias-laoukili"
        },
        {
          "number": 2333,
          "created_at": "2026-04-21T21:59:13Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2339,
          "created_at": "2026-04-28T02:55:10Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2350,
          "created_at": "2026-05-11T13:33:49Z",
          "last_comment_at": "2026-07-09T16:44:27Z",
          "last_comment_author": "qianzhu18"
        },
        {
          "number": 2363,
          "created_at": "2026-05-23T19:40:54Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2364,
          "created_at": "2026-05-25T10:58:52Z",
          "last_comment_at": "2026-05-25T10:59:07Z",
          "last_comment_author": "microsoft-github-policy-service"
        },
        {
          "number": 2368,
          "created_at": "2026-05-30T08:38:15Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2369,
          "created_at": "2026-05-30T08:38:32Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2370,
          "created_at": "2026-05-30T08:38:37Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2371,
          "created_at": "2026-05-30T08:39:26Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ],
      "last_merged_pr_at": "2026-07-18T01:16:53Z",
      "ci_last_conclusion": "FAILURE",
      "oldest_open_issues": [
        {
          "number": 2239,
          "created_at": "2026-02-20T07:12:15Z",
          "last_comment_at": "2026-03-06T00:55:52Z",
          "last_comment_author": "onestardao"
        },
        {
          "number": 2407,
          "created_at": "2026-06-18T05:59:15Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2427,
          "created_at": "2026-07-08T15:58:16Z",
          "last_comment_at": "2026-07-08T15:59:46Z",
          "last_comment_author": "zfields"
        },
        {
          "number": 2464,
          "created_at": "2026-07-23T18:11:04Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/microsoft/graphrag",
    "host": "github.com",
    "name": "graphrag",
    "owner": "microsoft"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 83,
      "inputs": {
        "security": 73,
        "vitality": 87,
        "community": 92,
        "governance": 80,
        "engineering": 81
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 87,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "commits_last_year": 85,
              "human_commit_share": 1,
              "days_since_last_push": 0,
              "active_weeks_last_year": 23
            },
            "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": "23/52 weeks with commits",
                "points": 15.9,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 23
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "85 commits in the last year",
                "points": 17.4,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 85
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "14 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "releases_count": 41,
              "latest_release_tag": "v3.1.1",
              "releases_from_tags": false,
              "days_since_latest_release": 8,
              "mean_days_between_releases": 18.9
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "41 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 41
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 8 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 8
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~18.9 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 18.9
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "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": 8,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 8 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 8
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "excellent",
        "name": "Community & Adoption",
        "value": 92,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "excellent",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 98,
            "inputs": {
              "forks": 3673,
              "stars": 34856,
              "watchers": 196,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "34,856 stars",
                "points": 60,
                "status": "met",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 34856
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "3,673 forks",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 3673
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "196 watchers",
                "points": 12.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 196
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 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": 84,
            "inputs": {
              "packages": [
                "graphrag",
                "graphrag-llm",
                "graphrag-cache",
                "graphrag-input",
                "graphrag-common",
                "graphrag-storage",
                "graphrag-vectors",
                "graphrag-chunking"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 106769
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "106,769 downloads/month across pypi",
                "points": 67,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 106769,
                      "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": 80,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 49,
              "top_contributor_share": 0.329
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 33% of commits",
                "points": 15.1,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 33
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "49 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 49
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 9 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "merged_prs": 746,
              "open_issues": 4,
              "closed_issues": 828,
              "issue_closed_ratio": 0.995,
              "closed_unmerged_prs": 463
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.5,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "746/1209 decided PRs merged",
                "points": 23.6,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 746,
                      "decided": 1209
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "followers": 125928,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "microsoft",
              "public_repos": 8222,
              "account_age_days": 4611
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "125,928 followers of microsoft",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 125928,
                      "login": "microsoft"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "8222 public repos, account ~12 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 8222
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 12
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "graphrag",
                "graphrag-llm",
                "graphrag-cache",
                "graphrag-input",
                "graphrag-common",
                "graphrag-storage",
                "graphrag-vectors",
                "graphrag-chunking"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 8
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "8 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 8,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 8 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 8
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "47 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 47
                    }
                  }
                ],
                "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": 81,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "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": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "graphrag",
                "rag",
                "llm",
                "llms",
                "gpt",
                "gpt-4",
                "gpt4"
              ],
              "has_wiki": true,
              "homepage": "https://microsoft.github.io/graphrag/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://microsoft.github.io/graphrag/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "7 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 73,
        "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": 66,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 6.6
            },
            "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": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 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": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 9 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": "14 commit(s) and 8 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 run on all commits",
                "points": 5,
                "status": "met",
                "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": "85 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:graphrag@3.1.1 runtime dependency closure — what installing the published package pulls in — 113 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:graphrag@3.1.1",
                  "assessed": 113
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 113,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "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": 113,
              "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": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 15
            },
            "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": 54,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.99,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "99 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 99,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "packages/graphrag-cache/graphrag_cache/py.typed",
                "packages/graphrag-common/graphrag_common/py.typed",
                "packages/graphrag-llm/graphrag_llm/py.typed",
                "packages/graphrag-storage/graphrag_storage/py.typed",
                "packages/graphrag/graphrag/py.typed"
              ],
              "agent_commit_share": 0.07,
              "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": "packages/graphrag-cache/graphrag_cache/py.typed, packages/graphrag-common/graphrag_common/py.typed, packages/graphrag-llm/graphrag_llm/py.typed, packages/graphrag-storage/graphrag_storage/py.typed, packages/graphrag/graphrag/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "packages/graphrag-cache/graphrag_cache/py.typed, packages/graphrag-common/graphrag_common/py.typed, packages/graphrag-llm/graphrag_llm/py.typed, packages/graphrag-storage/graphrag_storage/py.typed, packages/graphrag/graphrag/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "7 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 7,
                      "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": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 22070,
              "source_files_sampled": 573,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (packages/graphrag-cache/graphrag_cache/py.typed, packages/graphrag-common/graphrag_common/py.typed, packages/graphrag-llm/graphrag_llm/py.typed, packages/graphrag-storage/graphrag_storage/py.typed, packages/graphrag/graphrag/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "packages/graphrag-cache/graphrag_cache/py.typed, packages/graphrag-common/graphrag_common/py.typed, packages/graphrag-llm/graphrag_llm/py.typed, packages/graphrag-storage/graphrag_storage/py.typed, packages/graphrag/graphrag/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/573 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 573,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "Could not fetch pypi package 'graphrag-monorepo' from its registry",
    "Could not fetch pypi package 'unified-copilot' from its registry"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T21:40:55.520352Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/microsoft/graphrag.svg",
  "full_name": "microsoft/graphrag",
  "license_state": "standard",
  "license_spdx": "MIT"
}