ScrapeGraphAI / Scrapegraph-ai

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：23 个直接依赖与 204 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:scrapegraphai@2.1.6 会引入 100 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。

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          "body": "## [2.1.6](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v2.1.5...v2.1.6) (2026-07-20)\n\n### Bug Fixes\n\n* update MiniMax model metadata and endpoints ([#1103](https://github.com/ScrapeGraphAI/Scrapegraph-ai/issues/1103)) ([e5f8f2b](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/e5f8f2bf008cd7ce7f3d5980bf6f98e6153b2264))",
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          "headline": "fix: pop model_tokens so it is not forwarded to the model client (#1100)",
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        },
        {
          "oid": "9ad7e8496ae2f9f399392cab80118d5c74dc41bc",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-06-25T07:51:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef3523b1e1c62052b5c0e6b14cebe7933441a7e5",
          "body": "Add a comparison table and guidance clarifying the difference between\nthe open-source library and the managed cloud API (Python/JS SDKs),\nso users can pick the right option.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(readme): add Open Source vs Managed API comparison (#1091)",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-06-25T07:50:35Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "037a42ed73354c8b3eabd9dcc28236152602ef9e",
          "body": "The Unit Tests job ran the entire tests/ tree, which includes provider\ngraph tests (tests/graphs/*), integration tests and browser/network\nsuites. Without API keys these fail, and tests/test_chromium.py launches\na real headless browser that hangs forever — the last run was killed at\nGitHub's 6h limi\n[…]\nture hang can't burn the full runner budget. The excluded suites\nshould be re-added once mocked or gated behind markers + secrets.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: run only deterministic unit suites in Test Suite workflow (#1095)",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-06-25T07:50:16Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7fc9c57a0bb861d829f38ed672e35c5ba0e6c79c",
          "body": "## [2.1.4](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v2.1.3...v2.1.4) (2026-06-23)\n\n### Bug Fixes\n\n* lazy imports to prevent torchcodec FFmpeg DLL crash on Windows ([#1089](https://github.com/ScrapeGraphAI/Scrapegraph-ai/issues/1089)) ([#1092](https://github.com/ScrapeGraphAI/Scrapegra\n[…]\nafb14197ec6c))\n\n### Docs\n\n* swap Integrations infographic for new API banner; fix CTA links ([71ab440](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/71ab4406867ef02c22349c2dedc18c57d8bdfdec))",
          "is_bot": false,
          "headline": "ci(release): 2.1.4 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-06-23T09:00:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e5c2a4292174bae948731379c88aafb14197ec6c",
          "body": "…#1089) (#1092)\n\nRemove BaseLoader inheritance from ChromiumLoader and use lazy imports\nfor PyPDFLoader and AsyncChromiumLoader to avoid triggering the\nsentence_transformers -> torchcodec -> FFmpeg native DLL loading chain\nat import time, which crashes on systems where FFmpeg DLLs are not\navailable.\n[…]\nasmateLoader\n- fetch_node.py: lazy PyPDFLoader import\n- robots_node.py: lazy AsyncChromiumLoader import\n- conftest.py: torchcodec module mock\n\nCo-authored-by: Ege BULUT <egebulut.iletisim@outlook.com>",
          "is_bot": false,
          "headline": "fix: lazy imports to prevent torchcodec FFmpeg DLL crash on Windows (…",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-06-23T08:58:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "71ab4406867ef02c22349c2dedc18c57d8bdfdec",
          "body": "Replace the sgai-hero infographic with the rebuilt API banner (linked\nto scrapegraphai.com) and point the CTA links at scrapegraphai.com.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: swap Integrations infographic for new API banner; fix CTA links",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-06-09T07:28:00Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "cfb815fb0bba3dfc8262a24a7ddab28e22e13893",
          "body": "## [2.1.3](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v2.1.2...v2.1.3) (2026-06-02)\n\n### Bug Fixes\n\n* **search:** restore SearchGraph by migrating DuckDuckGo backend to ddgs ([#1083](https://github.com/ScrapeGraphAI/Scrapegraph-ai/issues/1083)) ([2139e37](https://github.com/ScrapeGraphA\n[…]\nh-ai/commit/2139e37c0addfb9039e3b985bb33801f20e4e05b)), closes [#1082](https://github.com/ScrapeGraphAI/Scrapegraph-ai/issues/1082) [#1082](https://github.com/ScrapeGraphAI/Scrapegraph-ai/issues/1082)",
          "is_bot": false,
          "headline": "ci(release): 2.1.3 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-06-02T08:37:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2139e37c0addfb9039e3b985bb33801f20e4e05b",
          "body": "…dgs (#1083)\n\nThe 'duckduckgo-search' package was renamed to 'ddgs'. Recent\nlangchain-community releases import 'from ddgs import DDGS' in their\nDuckDuckGoSearchResults tool, so with the old dependency installed the\ndefault SearchGraph path raised ImportError and returned no results\n(GH #1082).\n\nRep\n[…]\n 'href' field instead of regex-parsing a formatted string.\nSwap the 'duckduckgo-search' dependency for 'ddgs>=9.0.0'.\n\nFixes #1082\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(search): restore SearchGraph by migrating DuckDuckGo backend to d…",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-06-02T08:36:02Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "bdf69f6ce0d76fcca98e00c4005546294710c67d",
          "body": "* feat: add OpenAI Batch API support for SmartScraperMultiGraph (#1036)\n\nAdd SmartScraperMultiBatchGraph that uses the OpenAI Batch API for LLM\ncalls, providing ~50% cost savings when real-time results aren't needed.\n\nKey features:\n- SmartScraperMultiBatchGraph: 3-phase pipeline (fetch/parse → batch\n[…]\nl.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nCo-authored-by: Gabriele Maria Bellavia <gabriele.bellavia.m@gmail.com>\nCo-authored-by: Octopus <liyuan851277048@icloud.com>",
          "is_bot": false,
          "headline": "Pre/beta (#1081)",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-06-02T08:26:41Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "210c99280048863774fa27053412185a5c18150d",
          "body": "## [2.1.2](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v2.1.1...v2.1.2) (2026-06-01)\n\n### Bug Fixes\n\n* **nodes:** update outdated ChatOllama import path to langchain_ollama ([#1076](https://github.com/ScrapeGraphAI/Scrapegraph-ai/issues/1076)) ([e6054cb](https://github.com/ScrapeGraphAI/\n[…]\ns translated READMEs ([#1074](https://github.com/ScrapeGraphAI/Scrapegraph-ai/issues/1074)) ([458d36a](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/458d36a6b83f4a412206cdbe9935a059e9d47f57))",
          "is_bot": false,
          "headline": "ci(release): 2.1.2 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-06-01T16:28:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e6054cbf19a7fe940899ea70b30706f676f86fa7",
          "body": "…a (#1076)\n\nCo-authored-by: bond <DELL@DESKTOP-KF74FPE>",
          "is_bot": false,
          "headline": "fix(nodes): update outdated ChatOllama import path to langchain_ollam…",
          "author_name": "wangjianjun",
          "author_login": "handsome-bond",
          "committed_at": "2026-06-01T16:27:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "458d36a6b83f4a412206cdbe9935a059e9d47f57",
          "body": "* docs: add Spanish documentation, update links, and add hero image to docs\n\n- Add new `spanish.md` documentation file inside `docs/`.\n- Update the \"[Español]\" link in all markdown files (including main `README.md`) to point to the new Spanish doc.\n- Add a hero image snippet after line 37 in all REA\n[…]\nks\n\n---------\n\nCo-authored-by: google-labs-jules[bot] <161369871+google-labs-jules[bot]@users.noreply.github.com>\nCo-authored-by: EmiGM-noobsaibot <182028823+EmiGM-noobsaibot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "docs: 📚 Standardize and fix links across translated READMEs (#1074)",
          "author_name": "Emiliano García",
          "author_login": "EmiGM-noobsaibot",
          "committed_at": "2026-05-21T16:40:47Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ebbf0e088b04b3d39121fc3fa1578ba84a86bd9c",
          "body": "* feat: add OpenAI Batch API support for SmartScraperMultiGraph (#1036)\n\nAdd SmartScraperMultiBatchGraph that uses the OpenAI Batch API for LLM\ncalls, providing ~50% cost savings when real-time results aren't needed.\n\nKey features:\n- SmartScraperMultiBatchGraph: 3-phase pipeline (fetch/parse → batch\n[…]\net>\nCo-authored-by: khadyottakale <khadyottakale@gmail.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nCo-authored-by: Gabriele Maria Bellavia <gabriele.bellavia.m@gmail.com>",
          "is_bot": false,
          "headline": "Add Italian README translation and fix outdated links (#1070) (#1071)",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-05-17T07:07:36Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4dea92ed73f8e118668f647b84710b330cb3a9e5",
          "body": "## [2.1.1](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v2.1.0...v2.1.1) (2026-05-10)\n\n### Bug Fixes\n\n* **ci:** clean stale dist artifacts before semantic-release publish ([fe5b818](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/fe5b818cfe9f8d5d26d5043c55c0e66a6ed392de))",
          "is_bot": false,
          "headline": "ci(release): 2.1.1 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-05-10T13:56:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe5b818cfe9f8d5d26d5043c55c0e66a6ed392de",
          "body": "The release job restored a cached ./dist from the build job (built with\nthe pre-bump version) and then semantic-release-pypi rebuilt the package\nwith the new version into the same directory. Twine then attempted to\nupload both versions; PyPI rejected the older (deleted) filename and the\nwhole upload\n[…]\n after restoring the cache and before semantic-release runs,\nso semantic-release-pypi builds and uploads only the current version.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(ci): clean stale dist artifacts before semantic-release publish",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-05-10T13:54:43Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8c0abaf1988d4f46cfd0b5f28821e411c55177b2",
          "body": "## [2.1.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v2.0.0...v2.1.0) (2026-05-10)\n\n### Features\n\n* **models:** add OpenAI gpt-5.4 and gpt-5.5 family support ([c2c436d](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/c2c436d25c2f4dcad539ea1ab6dcda48e98a31c6))\n\n### chore\n\n* **docs:** drop Sphinx/RTD setup, point doc links to docs.scrapegraphai.com ([efe336e](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/efe336ec3f88da90dcc4923776e7da088278147b))",
          "is_bot": false,
          "headline": "ci(release): 2.1.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-05-10T13:48:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c2c436d25c2f4dcad539ea1ab6dcda48e98a31c6",
          "body": "Add token-context entries for the latest OpenAI frontier models in both\nopenai and azure_openai registries:\n- gpt-5.5, gpt-5.5-pro (1.05M ctx) + dated snapshots (2026-04-23)\n- gpt-5.4, gpt-5.4-pro (1.05M ctx) + dated snapshots (2026-03-05)\n- gpt-5.4-mini, gpt-5.4-nano (400K ctx) + dated snapshots (2026-03-17)\n- gpt-5.3-codex (400K ctx)\n- gpt-5.3-chat-latest (128K ctx)\n- gpt-5-2025-08-07 dated snapshot\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(models): add OpenAI gpt-5.4 and gpt-5.5 family support",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-05-10T13:47:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d4b8f69dbd61234e794f2d2e127cbe56cd8666e0",
          "body": "chore(docs): drop Sphinx/RTD setup, point links to docs.scrapegraphai.com",
          "is_bot": false,
          "headline": "Merge pull request #1067 from ScrapeGraphAI/chore/remove-sphinx-docs",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-05-04T15:55:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "efe336ec3f88da90dcc4923776e7da088278147b",
          "body": "…phai.com\n\nDocumentation has moved to https://docs.scrapegraphai.com/introduction. This\nremoves the now-unused Sphinx source tree, ReadTheDocs configs, and the\ntop-level requirements*.txt files (which only held Sphinx build deps), drops\nthe `docs` extra from pyproject.toml, and updates every documentation link\nin the README, translated READMEs, examples and test docs to the new URL.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(docs): drop Sphinx/RTD setup, point doc links to docs.scrapegra…",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-05-04T15:39:58Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "af1229e12ce04f7cea6aee7fb1a15e085ade4f3f",
          "body": "## [2.0.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.76.0...v2.0.0) (2026-04-19)\n\n### ⚠ BREAKING CHANGES\n\n* requires scrapegraph-py v2.0.0+\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n### Features\n\n* add scrapegraph-py PR [#84](https://github.com/ScrapeGra\n[…]\napeGraphAI/scrapegraph-py/issues/82)\n\n### CI\n\n* bump min Python to 3.12 and trim test suite ([5fda03f](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/5fda03fb6bd774dee4e89661dd1eaa0ef2d2c4ed))",
          "is_bot": false,
          "headline": "ci(release): 2.0.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-04-19T08:02:17Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "90de842b1089dfe877358da7eb5b104af22f87eb",
          "body": "…ph-py-v2\n\nfeat!: migrate to scrapegraph-py v2 API surface",
          "is_bot": false,
          "headline": "Merge pull request #1058 from ScrapeGraphAI/feat/migrate-to-scrapegra…",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-04-19T08:01:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "39b2152ea4a454ef418417148825b1adb541c6c2",
          "body": "Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add banner image to README",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-04-19T08:00:35Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "629fabc67180e984127ab2668ae50cfc7fe8559b",
          "body": "Removed the hero image section from the README.",
          "is_bot": false,
          "headline": "Remove hero image from README",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-04-19T07:58:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f4a451278b5840a105ff8d1f2d6206be3ad5c792",
          "body": "Removed CodeQL badge from the README.",
          "is_bot": false,
          "headline": "Remove CodeQL badge from README",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-04-19T07:57:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3958e3ddf0062c5419a0c8f2dd633ac2b8553cd7",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-04-19T07:55:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5fda03fb6bd774dee4e89661dd1eaa0ef2d2c4ed",
          "body": "scrapegraph-py 2.0.0 requires Python >=3.12, so bump the project's\nrequires-python to match. Simplify the test workflow to a single\nunit-test job on Python 3.12 / ubuntu-latest.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: bump min Python to 3.12 and trim test suite",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-04-19T07:54:09Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "69035c6b46dcf18bcf346d4d7956713799677e87",
          "body": null,
          "is_bot": false,
          "headline": "update images",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-04-17T08:17:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e8b2a28f4708882ca6cedfdd979b37dda26ef6c2",
          "body": "Support both the v2 Client API (PR #82) and the newer ScrapeGraphAI API\n(PR #84) which uses Pydantic request models and ApiResult[T] wrappers.\n\n- Add scrapegraph_py_compat helper with runtime API detection\n- Route smart_scraper_graph through the compat layer\n- Add v3-style examples for extract, search, and scrape\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add scrapegraph-py PR #84 SDK compatibility",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-04-17T07:55:47Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c0f5fd592395f7f0e54bdf7367f3aff46bb6e420",
          "body": "- Pass output_schema to extract() so Pydantic schemas are forwarded to the v2 API\n- Use context manager pattern (with Client(...) as client) for proper resource cleanup\n- Simplify examples to match the v2 SDK style from scrapegraph-py\n- Remove unused sgai_logger import (v2 client handles its own logging)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: align with scrapegraph-py v2 API surface from PR #82",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-04-09T09:46:16Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e56a156f4eb12505958c23bb08bd57b6d98bd0d3",
          "body": "## [1.76.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.75.1...v1.76.0) (2026-04-09)\n\n### Features\n\n* add PlasmateLoader as lightweight scraping backend (no Chrome needed) ([9dd1fb5](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/9dd1fb54ed2ad08e968444cde0cd052f0c32f60a)), clo\n[…]\npeGraphAI/Scrapegraph-ai/issues/1055)\n\n### CI\n\n* reduce GitHub Actions costs by ~85% on PRs ([403080a](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/403080ad82c2097b111d3472cc0c6d4ee709c6fe))",
          "is_bot": false,
          "headline": "ci(release): 1.76.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-04-09T09:40:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1238738baf069d18d1bca8a24c401a21b087bc75",
          "body": "feat: add PlasmateLoader as lightweight scraping backend (no Chrome needed)",
          "is_bot": false,
          "headline": "Merge pull request #1062 from dbhurley/feat/plasmate-loader",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-04-09T09:39:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9dd1fb54ed2ad08e968444cde0cd052f0c32f60a",
          "body": "…eeded)\n\nCloses #1055\n\nPlasmate (https://github.com/plasmate-labs/plasmate) is an open-source\nRust browser engine that outputs Structured Object Model (SOM) instead\nof raw HTML. It requires no Chrome process, uses ~64MB RAM per session\nvs ~300MB, and delivers 10-100x fewer tokens per page.\n\nChanges:\n[…]\ndocs = loader.load()\n\n  # Or via FetchNode config:\n  graph_config = {\n      'plasmate': {\n          'output_format': 'text',\n          'timeout': 30,\n          'fallback_to_chrome': False,\n      }\n  }",
          "is_bot": false,
          "headline": "feat: add PlasmateLoader as lightweight scraping backend (no Chrome n…",
          "author_name": "David Hurley",
          "author_login": "dbhurley",
          "committed_at": "2026-04-08T10:58:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fd23bb0544b3bb867c34b009ed7bcecda86e3ac5",
          "body": "Update all SDK usage to match the new v2 API from ScrapeGraphAI/scrapegraph-py#82:\n- smartscraper() → extract(url=, prompt=)\n- searchscraper() → search(query=)\n- markdownify() → scrape(url=)\n- Bump dependency to scrapegraph-py>=2.0.0\n\nBREAKING CHANGE: requires scrapegraph-py v2.0.0+\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat!: migrate to scrapegraph-py v2 API surface",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-03-31T16:41:37Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "7b5733daec918c8087b09b6282a52bb41e138956",
          "body": "ci: reduce GitHub Actions costs by ~85% on PRs",
          "is_bot": false,
          "headline": "Merge pull request #1054 from ScrapeGraphAI/ci/reduce-actions-costs",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-03-24T18:21:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "403080ad82c2097b111d3472cc0c6d4ee709c6fe",
          "body": "- Limit OS matrix to ubuntu-only on PRs (macOS/Windows on push only)\n- Reduce Python matrix from 3.10/3.11/3.12 to 3.10/3.12\n- Run benchmarks only on push to main\n- Run code-quality checks only on push events\n- Remove Playwright install from benchmark job\n- Delete duplicate code-quality.yml workflow\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: reduce GitHub Actions costs by ~85% on PRs",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-03-24T18:20:27Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "ed8685d4de332c56f574fb7440b612d1f1286a61",
          "body": "## [1.75.1](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.75.0...v1.75.1) (2026-03-24)\n\n### Bug Fixes\n\n* replace print() statements with proper logging across codebase ([1d9551a](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/1d9551aaf20be6aa39ee4f8ddd93215faae183c0))",
          "is_bot": false,
          "headline": "ci(release): 1.75.1 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-03-24T18:08:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7208bff89c6beb84621bcc6e03770046df8d53d5",
          "body": "…logging\n\nfix: replace print() statements with proper logging across codebase",
          "is_bot": false,
          "headline": "Merge pull request #1053 from Vikrant-Khedkar/fix/replace-print-with-…",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-03-24T18:07:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1d9551aaf20be6aa39ee4f8ddd93215faae183c0",
          "body": "  Library code should never write directly to stdout. Migrated all 13\n  print() calls to use the existing get_logger() infrastructure with\n  appropriate log levels (debug/info/warning).",
          "is_bot": false,
          "headline": "fix: replace print() statements with proper logging across codebase",
          "author_name": "Vikrant-Khedkar",
          "author_login": "Vikrant-Khedkar",
          "committed_at": "2026-03-24T10:02:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cf9b87e942beedf6e9b0141600a2654e70b43239",
          "body": "## [1.75.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.74.0...v1.75.0) (2026-03-18)\n\n### Features\n\n* upgrade MiniMax default model to M2.7 ([f47be50](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/f47be507e642f00f94a0ac6300c0142b81c57371))",
          "is_bot": false,
          "headline": "ci(release): 1.75.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-03-18T23:54:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b17e76beb44428a68d870e7888c3406a7a2b79d4",
          "body": "feat: upgrade MiniMax default model to M2.7",
          "is_bot": false,
          "headline": "Merge pull request #1047 from octo-patch/feature/upgrade-minimax-m27",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-03-18T23:53:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f47be507e642f00f94a0ac6300c0142b81c57371",
          "body": "- Add MiniMax-M2.7 and MiniMax-M2.7-highspeed to model list\n- Set MiniMax-M2.7 as default model (first in list)\n- Keep all previous models as alternatives\n- Add unit tests for MiniMax model configuration",
          "is_bot": false,
          "headline": "feat: upgrade MiniMax default model to M2.7",
          "author_name": "octo-patch",
          "author_login": "octo-patch",
          "committed_at": "2026-03-18T09:32:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c21e5a836f00d44fc45ef000c7063bcafa47a2e",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-03-17T16:21:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a264b4170d0d2c051c85cee59c2217b5496b4e4e",
          "body": "## [1.74.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.73.1...v1.74.0) (2026-03-15)\n\n### Features\n\n* add MiniMax as a supported LLM provider ([6a2f8ec](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/6a2f8ecc7bdd271bc7da7bfec552c80f0e78f379))",
          "is_bot": false,
          "headline": "ci(release): 1.74.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-03-15T04:58:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d83ec571438b5a9a174d99ce20b632c080e6f4a7",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #1046 from octo-patch/feature/add-minimax-provider",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-03-15T04:57:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6a2f8ecc7bdd271bc7da7bfec552c80f0e78f379",
          "body": "MiniMax provides an OpenAI-compatible API, making integration\nstraightforward. This adds:\n\n- MiniMax model wrapper class (OpenAI-compatible)\n- Model token mappings for MiniMax-M1, M2, and M2.5 models\n- Provider routing in abstract_graph factory\n- README update listing MiniMax as a supported provider",
          "is_bot": false,
          "headline": "feat: add MiniMax as a supported LLM provider",
          "author_name": "octo-patch",
          "author_login": "octo-patch",
          "committed_at": "2026-03-14T14:54:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "09fa945144b409fd1fcaa324bb6caa1ef7222d5e",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #1042 from ramanathnk/agentic-bench-recigcdpkcukczsgs",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-02-24T23:28:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4390214f7748bfb2440ecc6702aa455d37f2914",
          "body": null,
          "is_bot": false,
          "headline": "Add initial test file",
          "author_name": "ramanathnk",
          "author_login": "ramanathnk",
          "committed_at": "2026-02-23T00:10:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c6fef1f2afe0c4a2ff68e362dded63ccd191867a",
          "body": "## [1.73.1](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.73.0...v1.73.1) (2026-02-16)\n\n### Bug Fixes\n\n* handle list content in telemetry event validation ([b17b154](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/b17b154bff044f0042d9982eb3408a98fe9aed98))",
          "is_bot": false,
          "headline": "ci(release): 1.73.1 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-02-16T14:01:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "abfa8f1fe77cf56375440c15a1919514d05b5e67",
          "body": "…point\n\nuse custom api for tracing",
          "is_bot": false,
          "headline": "Merge pull request #1038 from Vikrant-Khedkar/feat/custom-tracing-end…",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-02-16T13:30:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "96dc59c7971a9cdad6de4d677d016f1882cd7f60",
          "body": null,
          "is_bot": false,
          "headline": "remove client side validation to save cpu usage for user",
          "author_name": "Vikrant-Khedkar",
          "author_login": "Vikrant-Khedkar",
          "committed_at": "2026-02-16T10:11:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b17b154bff044f0042d9982eb3408a98fe9aed98",
          "body": null,
          "is_bot": false,
          "headline": "fix: handle list content in telemetry event validation",
          "author_name": "Vikrant-Khedkar",
          "author_login": "Vikrant-Khedkar",
          "committed_at": "2026-02-16T09:50:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "518945dd75ed98d86c1c1706c4383123c5e24974",
          "body": null,
          "is_bot": false,
          "headline": "use custom api for tracing",
          "author_name": "Vikrant-Khedkar",
          "author_login": "Vikrant-Khedkar",
          "committed_at": "2026-02-16T07:54:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7dc19567c379ba17eb468e511753dbbb5a9ee023",
          "body": "## [1.73.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.72.0...v1.73.0) (2026-01-30)\n\n### Features\n\n* update model tokens ([9c24ecc](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/9c24ecc180926d3cb035d8c29463b63d8b7e5439))",
          "is_bot": false,
          "headline": "ci(release): 1.73.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-01-30T15:47:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c24ecc180926d3cb035d8c29463b63d8b7e5439",
          "body": null,
          "is_bot": false,
          "headline": "feat: update model tokens",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-01-30T15:45:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d3041bba4c662361bcbc1b9d86c1fd34bc90149b",
          "body": "## [1.72.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.71.0...v1.72.0) (2026-01-20)\n\n### Features\n\n* add new tests ([f315f3a](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/f315f3a8c085892dd010fc1152b70f9b6a165671))",
          "is_bot": false,
          "headline": "ci(release): 1.72.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-01-20T13:02:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f315f3a8c085892dd010fc1152b70f9b6a165671",
          "body": null,
          "is_bot": false,
          "headline": "feat: add new tests",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-01-20T13:01:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "909a0c9873ec4e417a4dcdeecadfa7a2fce42b8a",
          "body": null,
          "is_bot": false,
          "headline": "add new readme",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-01-08T15:11:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb9029548ad1999f118031b810c7560386617cc9",
          "body": "Add format key to LLM configuration, solve bug.",
          "is_bot": false,
          "headline": "Merge pull request #1034 from adrienpacifico/patch-1",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-01-08T15:03:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6ea2cbf7cc9aa8df059f18b26c1d8a1fc50e4b18",
          "body": "Example does not work with current configuration.\r\nAdding json format solve the issue for llama3.2.\r\n\r\n\r\nExemple is also curently long (1m26), small mods give the same results down to 10 sec on a M4 macbook.\r\n\r\n----\r\nError with  scrapegraphai v1.71.0, langchain-ollama v1.0.1 and langchain v1.2.1\r\n\r\n\n[…]\nmmunities, where users can find more information about ScrapeGraphAI and its community.\r\nFor troubleshooting, visit: https://docs.langchain.com/oss/python/langchain/errors/OUTPUT_PARSING_FAILURE \r\n```",
          "is_bot": false,
          "headline": "Add format key to LLM configuration, solve bug.",
          "author_name": "adrienpacifico",
          "author_login": "adrienpacifico",
          "committed_at": "2026-01-07T15:12:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "95e430be966e6f75acc1eb5107f307929882628a",
          "body": "## [1.71.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.70.0...v1.71.0) (2026-01-05)\n\n### Features\n\n* add langchain v1.0 ([2673c26](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/2673c26b3406dcc04ac9d7797e55b1df55cc4c67))\n\n### Bug Fixes\n\n* update langchain imports for v1.0+ co\n[…]\nwer_node_k_level ([ebd909a](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/ebd909ad7442e24bc3c8f49b8c56736672d4d9fb)), closes [#995](https://github.com/ScrapeGraphAI/Scrapegraph-ai/issues/995)",
          "is_bot": false,
          "headline": "ci(release): 1.71.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-01-05T13:43:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2673c26b3406dcc04ac9d7797e55b1df55cc4c67",
          "body": null,
          "is_bot": false,
          "headline": "feat: add langchain v1.0",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-01-05T13:42:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5ca0e950d588198a901800e14e57cc50670d8eeb",
          "body": "fix: update langchain imports for v1.0+ compatibility",
          "is_bot": false,
          "headline": "Merge pull request #1033 from majiayu000/fix/langchain-v1-compatibility",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-01-05T13:41:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ebd909ad7442e24bc3c8f49b8c56736672d4d9fb",
          "body": "The PromptTemplate expects 'content' variable but the code was passing\n'context', causing KeyError during graph execution.\n\nFixes #995\n\nSigned-off-by: majiayu000 <1835304752@qq.com>",
          "is_bot": false,
          "headline": "fix: use 'content' instead of 'context' in generate_answer_node_k_level",
          "author_name": "majiayu000",
          "author_login": "majiayu000",
          "committed_at": "2026-01-04T12:23:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "621d3a5bba6c48937e1f654b793d7316597e86c2",
          "body": "- Change ResponseSchema and StructuredOutputParser imports to use\n  langchain_classic.output_parsers instead of langchain_core.output_parsers\n- Change create_extraction_chain import to use langchain_classic.chains\n  instead of langchain.chains\n- Add langchain-classic>=1.0.0 as explicit dependency\n- Relax async-timeout requirement to >=4.0.0 for compatibility\n\nFixes #1017\n\nSigned-off-by: majiayu000 <1835304752@qq.com>",
          "is_bot": false,
          "headline": "fix: update langchain imports for v1.0+ compatibility",
          "author_name": "majiayu000",
          "author_login": "majiayu000",
          "committed_at": "2026-01-04T12:18:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f3dbbcaee2983de87ff05fbfc9f9c93d2404d028",
          "body": "## [1.70.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.69.0...v1.70.0) (2026-01-03)\n\n### Features\n\n* add tests ([ab0da22](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/ab0da2203a725c4218bdc142914fdf1c49fd22d8))",
          "is_bot": false,
          "headline": "ci(release): 1.70.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-01-03T15:04:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ab0da2203a725c4218bdc142914fdf1c49fd22d8",
          "body": null,
          "is_bot": false,
          "headline": "feat: add tests",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2026-01-03T15:03:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2ef88261f3ab90e34a91ea957f0cf85d4fe4c957",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2025-12-26T08:52:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0849e298ef3966daf047a18d8fc7ba49727aef11",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' of https://github.com/ScrapeGraphAI/Scrapegraph-ai",
          "author_name": "Marco Vinciguerra",
          "author_login": "VinciGit00",
          "committed_at": "2025-12-24T07:37:11Z",
          "body_truncated": false,
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                "details": [
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                  {
                    "code": "license_spdx",
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        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
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      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
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        "metrics": [
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                "key": "bus_factor",
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                "key": "openssf_scorecard_contributors",
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            "key": "responsiveness",
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            "note": null,
            "notes": [],
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            "inputs": {
              "merged_prs": 510,
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              "closed_issues": 430,
              "issue_closed_ratio": 0.986,
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "99% of issues closed",
                "points": 46.1,
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                  {
                    "code": "issues_closed_share",
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                      "share": 99
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                "max_points": 46.75
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "510/591 decided PRs merged",
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                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 5/25 approved changesets -- score normalized to 2",
                "points": 3,
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            ]
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          {
            "key": "stewardship",
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            "notes": [],
            "value": 65,
            "inputs": {
              "followers": 532,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "ScrapeGraphAI",
              "public_repos": 30,
              "account_age_days": 793
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            "components": [
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                "key": "ownership_backing",
                "name": "Ownership backing",
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                "details": [
                  {
                    "code": "owner_organization",
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                "max_points": 30
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              {
                "key": "verified_domain",
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                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "532 followers of ScrapeGraphAI",
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                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 532,
                      "login": "ScrapeGraphAI"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "30 public repos, account ~2 yr old",
                "points": 15.2,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 30
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                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 2
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                ],
                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "scrapegraphai"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 9
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            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 9 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "475 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
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                      "count": 475
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                  }
                ],
                "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
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 90,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "name": "Engineering practices",
            "note": null,
            "notes": [],
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              "has_ci": true,
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              "has_editorconfig": false,
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "4 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 4
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                ],
                "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": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "12 out of 14 merged PRs checked by a CI test -- score normalized to 8",
                "points": 16,
                "status": "partial",
                "details": [],
                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
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                "markdown",
                "rag",
                "web-crawlers",
                "ai-crawler",
                "ai-search",
                "large-language-model",
                "web-data-extraction",
                "web-search",
                "web-scraper",
                "data-extraction",
                "web-data",
                "webscraping",
                "firecrawl-alternative"
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              "has_wiki": false,
              "homepage": "https://scrapegraphai.com",
              "has_readme": true,
              "has_docs_dir": true,
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            "components": [
              {
                "key": "readme",
                "name": "README",
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              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
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              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://scrapegraphai.com",
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                "details": [],
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              {
                "key": "repository_description",
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                "detail": null,
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              {
                "key": "topics",
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                "details": [
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              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
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                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 65,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 56,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 5.6
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            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
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                "status": "met",
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              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during GetBranch(pre/beta): error during branchesHandler.query: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
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                ],
                "max_points": 7.5
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              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "12 out of 14 merged PRs checked by a CI test -- score normalized to 8",
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              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 5/25 approved changesets -- score normalized to 2",
                "points": 1.5,
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 10 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": "24 commit(s) and 3 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",
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                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 4",
                "points": 2,
                "status": "partial",
                "details": [],
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              },
              {
                "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": "119 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:scrapegraphai@2.1.6 runtime dependency closure — what installing the published package pulls in — 100 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:scrapegraphai@2.1.6",
                  "assessed": 100
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              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 100,
              "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": {}
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                ],
                "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": 100,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 10
            },
            "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": 55,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
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