A modular graph-based Retrieval-Augmented Generation (RAG) system
microsoft/graphrag 的健康指数为 100 分中的 96 分,处于「卓越」区间。 其得分最高的类别是Community & Adoption(94/100),最低的是AI Readiness(54/100)。 最近一次更新在今天。 近期的大部分工作由 2 位贡献者完成。
指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均,再依据公开记录的分布进行校准,使各等级具有百分位含义;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 34(存在风险)的上限。
每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形,而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。
加权总体分 83 经校准后在公布的指数量表上为 96(记录校准 2026-08-02)。
| 注册表 | 软件包 | 版本 | 月下载量 | 版本数 | 最近发布 |
|---|---|---|---|---|---|
| PyPI | graphrag | 3.1.1 | 74,717 | 47 | 18 天前 |
| PyPI | graphrag-llm | 3.1.1 | 31,676 | 12 | 18 天前 |
| PyPI | graphrag-cache | 3.1.1 | - | 12 | 18 天前 |
| PyPI | graphrag-input | 3.1.1 | 31,574 | 12 | 18 天前 |
| PyPI | graphrag-common | 3.1.1 | 32,195 | 12 | 18 天前 |
| PyPI | graphrag-storage | 3.1.1 | - | 12 | 18 天前 |
| PyPI | graphrag-vectors | 3.1.1 | 31,380 | 12 | 18 天前 |
| PyPI | graphrag-chunking | 3.1.1 | 31,408 | 12 | 18 天前 |
项目是否仍有生命——是否仍在编写代码,是否仍在发布版本?
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 17.3/36 | 提交节奏 — 52 周中有 25 周有提交 |
| 17.4/18 | 提交量 — 最近一年 85 次提交 |
| 10/10 | OpenSSF Scorecard:Maintained — 14 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10 |
| commits_last_year | 85 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 25 |
| 27/27 | 有发布版本 — 已发布 41 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 17 天前 |
| 27/27 | 发布节奏 — 约每 18.9 天发布一次 |
| 0/10 | OpenSSF Scorecard:Signed-Releases — 无数据 |
| releases_count | 41 |
| latest_release_tag | v3.1.1 |
| releases_from_tags | 否 |
| days_since_latest_release | 17 |
| mean_days_between_releases | 18.9 |
项目是否拥有用户、下载量与关注度,并具备欢迎贡献者参与的配置?
| 60/60 | 星标 — 35,247 个星标 |
| 25/25 | 复刻 — 3,701 个复刻 |
| 12.8/15 | 关注者 — 201 位关注者 |
| forks | 3,701 |
| stars | 35,247 |
| watchers | 201 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证(MIT) |
| 18/18 | CONTRIBUTING 指南 |
| 13.5/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 6.3/6.3 | PR 模板 |
| has_readme | 是 |
| has_license | 是 |
| readme_badges | 4 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 是 |
| readme_badge_services | shields.io |
| has_pull_request_template | 是 |
| 71.6/80 | 月度下载量 — pypi 合计每月 232,950 次下载 |
| 0/20 | 注册表被依赖数 — 该生态系统不报告此项 |
| packages | graphrag, graphrag-llm, graphrag-cache, graphrag-input, graphrag-common, graphrag-storage, graphrag-vectors, graphrag-chunking |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 232,950 |
| unverified_packages_excluded | — |
项目能否在其成员之外延续——巴士系数、响应能力、由谁支持,以及软件包的维护状况?
| 25.2/54 | 巴士系数 — 2 位贡献者贡献了半数提交 |
| 15.1/22.5 | 提交分布 — 头号贡献者编写了 33% 的提交 |
| 13.5/13.5 | 贡献者广度 — 49 位贡献者 |
| 10/10 | OpenSSF Scorecard:Contributors — project has 9 contributing companies or organizations |
| bus_factor | 2 |
| contributors_sampled | 49 |
| top_contributor_share | 0.329 |
| 41.8/42 | 议题解决 — 100% 的议题已关闭 |
| 18.5/30 | PR 接受 — 已裁定的 PR 中 746/1,212 已合并 |
| 0/13 | Newcomer PR acceptance — 30 天内首次贡献者的 PR 已合并 0/12 |
| 15/15 | OpenSSF Scorecard:Code-Review — all changesets reviewed |
| merged_prs | 746 |
| open_issues | 4 |
| closed_issues | 826 |
| prs_merged_7d | 0 |
| prs_decided_7d | 0 |
| prs_merged_30d | 8 |
| prs_decided_30d | 45 |
| issue_closed_ratio | 0.995 |
| closed_unmerged_prs | 466 |
| first_time_authors_30d | 12 |
| first_time_prs_merged_30d | 0 |
| first_time_prs_decided_30d | 12 |
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 — 未读取该组织的域名验证状态 |
| 25/25 | 所有者影响力 — microsoft 有 126,867 位关注者 |
| 25/25 | 既往记录 — 8,242 个公开仓库,账户约 12 年 |
| followers | 126,867 |
| owner_type | Organization |
| is_verified | — |
| owner_login | microsoft |
| public_repos | 8,242 |
| account_age_days | 4,620 |
| 25/25 | 已发布且可解析 — pypi 上有 8 个软件包 |
| 35/35 | 发布时效 — 最近一次发布于 18 天前 |
| 20/20 | 版本历史 — 47 个已发布版本 |
| 20/20 | 未被弃用 — 活跃,未被弃用或撤回 |
| packages | graphrag, graphrag-llm, graphrag-cache, graphrag-input, graphrag-common, graphrag-storage, graphrag-vectors, graphrag-chunking |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 18 |
基础的工程与文档实践是否到位?
| 24/24 | CI 工作流 — 10 个工作流 |
| 24/24 | 存在测试 |
| 0/16 | Linter 配置 |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard:CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 否 |
| has_precommit_config | 否 |
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://microsoft.github.io/graphrag/ |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 7 个主题标签 |
| 10/10 | Wiki |
| topics | graphrag, rag, llm, llms, gpt, gpt-4, gpt4 |
| has_wiki | 是 |
| homepage | https://microsoft.github.io/graphrag/ |
| docs_site | https://microsoft.github.io/graphrag/ |
| has_readme | 是 |
| has_docs_dir | 是 |
| has_description | 是 |
可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3.8/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 9 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 14 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — 无数据 |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 5/5 | SAST — SAST tool is run on all commits |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 98 existing vulnerabilities detected |
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 6.6 |
| 35/35 | 直接依赖不含已知公告 — 没有直接依赖携带已知公告 |
| 25/25 | 间接依赖不含已知公告 — 没有间接依赖携带已知公告 |
| 0/40 | 没有长期未处理的公告 — 没有公告带有发布日期 |
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 113 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?权重刻意设小(4%):代理工具链是一项真实的维护信号,但完全不具备的仓库仍可达到 100/100。
| 0/45 | 代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则 |
| 0/15 | 机器可读文档(llms.txt) |
| 40/40 | 可读的提交历史 — 100 次人类提交中有 99 次说明了意图(结构化标题或解释性正文) |
| has_llms_txt | 否 |
| llms_txt_url | — |
| legible_history_share | 0.99 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
| 0/18 | 一条命令的引导启动 |
| 22/22 | 自动化测试 |
| 0/11 | Lint / 格式化配置 |
| 11/11 | 静态类型检查 — 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 |
| 10/10 | 可复现环境 — Dockerfile, lockfile |
| 10/10 | 已体现的代理实践 — 最近 100 次提交中有 7 次由代理编写或署名代理 |
| 5/8 | 自动化维护 — 已配置依赖自动化,但在抽样提交中未观察到 |
| 0/10 | OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | uv.lock |
| has_dockerfile | 是 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 否 |
| 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 |
| 27/45 | 可类型检查的代码 — Python,已配置类型检查(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) |
| 55/55 | 可控的文件大小 — 采样的 573 个源文件中有 0 个超过 60KB |
| primary_language | Python |
| largest_source_bytes | 22,070 |
| source_files_sampled | 573 |
| oversized_source_files | 0 |
| 0/40 | API 模式(OpenAPI/GraphQL/proto) |
| 0/20 | MCP 服务器 |
| 40/40 | 可运行示例 — notebooks |
| example_dirs | notebooks |
| has_mcp_signal | 否 |
| api_schema_files | — |
| interfaces_expected_of | network-service |
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。
来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身,而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用,并从安全评分中剔除(绝不按零分计)。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 5 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 9 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 14 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10 |
| 不适用 | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 10 | SAST | SAST tool is run on all commits |
| 10 | Security-Policy | security policy file detected |
| 不适用 | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 98 existing vulnerabilities detected |
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | streamlit | ==1.43.0 | unified-search-app/pyproject.toml |
| PyPI | azure-search-documents | ~=11.4 | unified-search-app/pyproject.toml |
| PyPI | azure-storage-blob | ~=12.20 | unified-search-app/pyproject.toml |
| PyPI | azure-identity | ~=1.16 | unified-search-app/pyproject.toml |
| PyPI | graphrag | ==2.5.0 | unified-search-app/pyproject.toml |
| PyPI | altair | ~=5.3 | unified-search-app/pyproject.toml |
| PyPI | streamlit-agraph | ~=0.0.45 | unified-search-app/pyproject.toml |
| PyPI | st-tabs | ~=0.1 | unified-search-app/pyproject.toml |
| PyPI | spacy | ~=3.8 | unified-search-app/pyproject.toml |
| PyPI | graphrag-common | ==3.1.1 | packages/graphrag-cache/pyproject.toml |
| PyPI | graphrag-storage | ==3.1.1 | packages/graphrag-cache/pyproject.toml |
| PyPI | graphrag-common | ==3.1.1 | packages/graphrag-chunking/pyproject.toml |
| PyPI | pydantic | ~=2.10 | packages/graphrag-chunking/pyproject.toml |
| PyPI | python-dotenv | ~=1.0 | packages/graphrag-common/pyproject.toml |
| PyPI | pyyaml | ~=6.0 | packages/graphrag-common/pyproject.toml |
| PyPI | toml | ~=0.10 | packages/graphrag-common/pyproject.toml |
| PyPI | graphrag-common | ==3.1.1 | packages/graphrag-input/pyproject.toml |
| PyPI | graphrag-storage | ==3.1.1 | packages/graphrag-input/pyproject.toml |
| PyPI | pydantic | ~=2.10 | packages/graphrag-input/pyproject.toml |
| PyPI | markitdown | ~=0.1.0 | packages/graphrag-input/pyproject.toml |
| PyPI | pyarrow | >=14.0.0 | packages/graphrag-input/pyproject.toml |
| PyPI | azure-identity | ~=1.25 | packages/graphrag-llm/pyproject.toml |
| PyPI | fastapi | >=0.136.3,<1.0 | packages/graphrag-llm/pyproject.toml |
| PyPI | graphrag-cache | ==3.1.1 | packages/graphrag-llm/pyproject.toml |
| PyPI | graphrag-common | ==3.1.1 | packages/graphrag-llm/pyproject.toml |
| PyPI | jinja2 | ~=3.1 | packages/graphrag-llm/pyproject.toml |
| PyPI | litellm | ==1.92.0 | packages/graphrag-llm/pyproject.toml |
| PyPI | nest-asyncio2 | ~=1.7 | packages/graphrag-llm/pyproject.toml |
| PyPI | orjson | >=3.11.6,<4.0 | packages/graphrag-llm/pyproject.toml |
| PyPI | pydantic | ~=2.10 | packages/graphrag-llm/pyproject.toml |
| PyPI | typing-extensions | ~=4.12 | packages/graphrag-llm/pyproject.toml |
| PyPI | aiofiles | ~=25.1 | packages/graphrag-storage/pyproject.toml |
| PyPI | azure-cosmos | ~=4.9 | packages/graphrag-storage/pyproject.toml |
| PyPI | azure-identity | ~=1.25 | packages/graphrag-storage/pyproject.toml |
| PyPI | azure-storage-blob | ~=12.24 | packages/graphrag-storage/pyproject.toml |
| PyPI | graphrag-common | ==3.1.1 | packages/graphrag-storage/pyproject.toml |
| PyPI | pandas | ~=3.0 | packages/graphrag-storage/pyproject.toml |
| PyPI | pydantic | ~=2.10 | packages/graphrag-storage/pyproject.toml |
| PyPI | azure-core | ~=1.32 | packages/graphrag-vectors/pyproject.toml |
| PyPI | azure-cosmos | ~=4.9 | packages/graphrag-vectors/pyproject.toml |
| PyPI | azure-identity | ~=1.25 | packages/graphrag-vectors/pyproject.toml |
| PyPI | azure-search-documents | ~=12.0 | packages/graphrag-vectors/pyproject.toml |
| PyPI | graphrag-common | ==3.1.1 | packages/graphrag-vectors/pyproject.toml |
| PyPI | lancedb | ~=0.34.0 | packages/graphrag-vectors/pyproject.toml |
| PyPI | numpy | ~=2.1 | packages/graphrag-vectors/pyproject.toml |
| PyPI | pyarrow | ~=25.0 | packages/graphrag-vectors/pyproject.toml |
| PyPI | pydantic | ~=2.10 | packages/graphrag-vectors/pyproject.toml |
| PyPI | azure-identity | ~=1.25 | packages/graphrag/pyproject.toml |
| PyPI | azure-search-documents | ~=12.0 | packages/graphrag/pyproject.toml |
| PyPI | azure-storage-blob | ~=12.24 | packages/graphrag/pyproject.toml |
| PyPI | devtools | ~=0.12 | packages/graphrag/pyproject.toml |
| PyPI | graphrag-cache | ==3.1.1 | packages/graphrag/pyproject.toml |
| PyPI | graphrag-chunking | ==3.1.1 | packages/graphrag/pyproject.toml |
| PyPI | graphrag-common | ==3.1.1 | packages/graphrag/pyproject.toml |
| PyPI | graphrag-input | ==3.1.1 | packages/graphrag/pyproject.toml |
| PyPI | graphrag-llm | ==3.1.1 | packages/graphrag/pyproject.toml |
| PyPI | graphrag-storage | ==3.1.1 | packages/graphrag/pyproject.toml |
| PyPI | graphrag-vectors | ==3.1.1 | packages/graphrag/pyproject.toml |
| PyPI | graspologic-native | >=1.2,<1.3 | packages/graphrag/pyproject.toml |
| PyPI | json-repair | ~=0.30 | packages/graphrag/pyproject.toml |
| PyPI | networkx | ~=3.4 | packages/graphrag/pyproject.toml |
| PyPI | nltk | ~=3.9 | packages/graphrag/pyproject.toml |
| PyPI | numpy | ~=2.1 | packages/graphrag/pyproject.toml |
| PyPI | pandas | ~=3.0 | packages/graphrag/pyproject.toml |
| PyPI | pyarrow | ~=25.0 | packages/graphrag/pyproject.toml |
| PyPI | pydantic | ~=2.10 | packages/graphrag/pyproject.toml |
| PyPI | spacy | ~=3.8 | packages/graphrag/pyproject.toml |
| PyPI | blis | ~=1.0 | packages/graphrag/pyproject.toml |
| PyPI | textblob | ~=0.18 | packages/graphrag/pyproject.toml |
| PyPI | tqdm | ~=4.67 | packages/graphrag/pyproject.toml |
| PyPI | typing-extensions | ~=4.12 | packages/graphrag/pyproject.toml |
| PyPI | typer | ~=0.16 | packages/graphrag/pyproject.toml |
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。
| 注册表 | 软件包 | 版本 | 关系 |
|---|---|---|---|
| PyPI | aiofiles | — | 直接 |
| PyPI | aiofiles | 24.1.0 | 直接 |
| PyPI | aiofiles | 25.1.0 | 直接 |
| PyPI | altair | 5.5.0 | 直接 |
| PyPI | azure-core | — | 直接 |
| PyPI | azure-core | 1.35.0 | 直接 |
| PyPI | azure-core | 1.41.0 | 直接 |
| PyPI | azure-cosmos | — | 直接 |
| PyPI | azure-cosmos | 4.16.1 | 直接 |
| PyPI | azure-cosmos | 4.9.0 | 直接 |
| PyPI | azure-identity | — | 直接 |
| PyPI | azure-identity | 1.23.1 | 直接 |
| PyPI | azure-identity | 1.25.3 | 直接 |
| PyPI | azure-search-documents | — | 直接 |
| PyPI | azure-search-documents | 11.5.3 | 直接 |
| PyPI | azure-search-documents | 12.0.0 | 直接 |
| PyPI | azure-storage-blob | — | 直接 |
| PyPI | azure-storage-blob | 12.26.0 | 直接 |
| PyPI | azure-storage-blob | 12.30.0 | 直接 |
| PyPI | blis | — | 直接 |
| PyPI | blis | 1.2.1 | 直接 |
| PyPI | blis | 1.3.3 | 直接 |
| PyPI | devtools | — | 直接 |
| PyPI | devtools | 0.12.2 | 直接 |
| PyPI | fastapi | — | 直接 |
| PyPI | fastapi | 0.139.0 | 直接 |
| PyPI | graphrag | 2.5.0 | 直接 |
| PyPI | graphrag | 3.1.1 | 直接 |
| PyPI | graphrag-cache | 3.1.0 | 直接 |
| PyPI | graphrag-cache | 3.1.1 | 直接 |
| PyPI | graphrag-chunking | 3.1.0 | 直接 |
| PyPI | graphrag-chunking | 3.1.1 | 直接 |
| PyPI | graphrag-common | 3.1.0 | 直接 |
| PyPI | graphrag-common | 3.1.1 | 直接 |
| PyPI | graphrag-input | 3.1.0 | 直接 |
| PyPI | graphrag-input | 3.1.1 | 直接 |
| PyPI | graphrag-llm | 3.1.0 | 直接 |
| PyPI | graphrag-llm | 3.1.1 | 直接 |
| PyPI | graphrag-storage | 3.1.0 | 直接 |
| PyPI | graphrag-storage | 3.1.1 | 直接 |
| PyPI | graphrag-vectors | 3.1.0 | 直接 |
| PyPI | graphrag-vectors | 3.1.1 | 直接 |
| PyPI | graspologic-native | — | 直接 |
| PyPI | graspologic-native | 1.2.5 | 直接 |
| PyPI | jinja2 | — | 直接 |
| PyPI | jinja2 | 3.1.6 | 直接 |
| PyPI | json-repair | — | 直接 |
| PyPI | json-repair | 0.30.3 | 直接 |
| PyPI | json-repair | 0.61.4 | 直接 |
| PyPI | lancedb | — | 直接 |
| PyPI | lancedb | 0.17.0 | 直接 |
| PyPI | lancedb | 0.34.0 | 直接 |
| PyPI | litellm | 1.86.2 | 直接 |
| PyPI | litellm | 1.92.0 | 直接 |
| PyPI | markitdown | — | 直接 |
| PyPI | markitdown | 0.1.6 | 直接 |
| PyPI | nest-asyncio2 | — | 直接 |
| PyPI | nest-asyncio2 | 1.7.2 | 直接 |
| PyPI | networkx | — | 直接 |
| PyPI | networkx | 3.4.2 | 直接 |
| PyPI | networkx | 3.5 | 直接 |
| PyPI | networkx | 3.6.1 | 直接 |
| PyPI | nltk | — | 直接 |
| PyPI | nltk | 3.10.0 | 直接 |
| PyPI | nltk | 3.9.1 | 直接 |
| PyPI | numpy | — | 直接 |
| PyPI | numpy | 1.26.4 | 直接 |
| PyPI | numpy | 2.4.6 | 直接 |
| PyPI | numpy | 2.5.1 | 直接 |
| PyPI | orjson | — | 直接 |
| PyPI | orjson | 3.11.9 | 直接 |
| PyPI | pandas | — | 直接 |
| PyPI | pandas | 2.3.1 | 直接 |
| PyPI | pandas | 3.0.3 | 直接 |
| PyPI | pyarrow | — | 直接 |
| PyPI | pyarrow | 21.0.0 | 直接 |
| PyPI | pyarrow | 25.0.0 | 直接 |
| PyPI | pydantic | — | 直接 |
| PyPI | pydantic | 2.11.7 | 直接 |
| PyPI | pydantic | 2.13.4 | 直接 |
| PyPI | python-dotenv | — | 直接 |
| PyPI | python-dotenv | 1.1.1 | 直接 |
| PyPI | python-dotenv | 1.2.2 | 直接 |
| PyPI | pyyaml | — | 直接 |
| PyPI | pyyaml | 6.0.2 | 直接 |
| PyPI | pyyaml | 6.0.3 | 直接 |
| PyPI | spacy | — | 直接 |
| PyPI | spacy | 3.8.14 | 直接 |
| PyPI | spacy | 3.8.7 | 直接 |
| PyPI | st-tabs | 0.1.1 | 直接 |
| PyPI | streamlit | 1.43.0 | 直接 |
| PyPI | streamlit-agraph | 0.0.45 | 直接 |
| PyPI | textblob | — | 直接 |
| PyPI | textblob | 0.18.0.post0 | 直接 |
| PyPI | textblob | 0.20.0 | 直接 |
| PyPI | toml | — | 直接 |
| PyPI | toml | 0.10.2 | 直接 |
| PyPI | tqdm | — | 直接 |
| PyPI | tqdm | 4.67.1 | 直接 |
| PyPI | tqdm | 4.68.4 | 直接 |
| PyPI | typer | — | 直接 |
| PyPI | typer | 0.17.4 | 直接 |
| PyPI | typer | 0.26.8 | 直接 |
| PyPI | typing-extensions | — | 直接 |
| PyPI | typing-extensions | 4.14.1 | 直接 |
| PyPI | typing-extensions | 4.16.0 | 直接 |
| PyPI | aiohappyeyeballs | 2.7.1 | 间接 |
| PyPI | aiohttp | 3.14.1 | 间接 |
| PyPI | aiolimiter | 1.2.1 | 间接 |
| PyPI | aiosignal | 1.4.0 | 间接 |
| PyPI | annotated-doc | 0.0.4 | 间接 |
| PyPI | annotated-types | 0.7.0 | 间接 |
| PyPI | anyio | 4.14.2 | 间接 |
| PyPI | anyio | 4.9.0 | 间接 |
| PyPI | anytree | 2.13.0 | 间接 |
| PyPI | appnope | 0.1.4 | 间接 |
| PyPI | argon2-cffi | 25.1.0 | 间接 |
| PyPI | argon2-cffi-bindings | 25.1.0 | 间接 |
| PyPI | arrow | 1.4.0 | 间接 |
| PyPI | asttokens | 2.4.1 | 间接 |
| PyPI | async-lru | 2.3.0 | 间接 |
| PyPI | attrs | 25.3.0 | 间接 |
| PyPI | attrs | 26.1.0 | 间接 |
| PyPI | autograd | 1.8.0 | 间接 |
| PyPI | azure-common | 1.1.28 | 间接 |
| PyPI | babel | 2.18.0 | 间接 |
| PyPI | backports-datetime-fromisoformat | 2.0.3 | 间接 |
| PyPI | backrefs | 7.0 | 间接 |
| PyPI | beartype | 0.18.5 | 间接 |
| PyPI | beautifulsoup4 | 4.15.0 | 间接 |
| PyPI | bleach | 6.4.0 | 间接 |
| PyPI | blinker | 1.9.0 | 间接 |
| PyPI | cachetools | 5.5.2 | 间接 |
| PyPI | catalogue | 2.0.10 | 间接 |
| PyPI | certifi | 2025.7.14 | 间接 |
| PyPI | certifi | 2026.6.17 | 间接 |
| PyPI | cffi | 1.17.1 | 间接 |
| PyPI | cffi | 2.1.0 | 间接 |
| PyPI | charset-normalizer | 3.4.2 | 间接 |
| PyPI | charset-normalizer | 3.4.9 | 间接 |
| PyPI | click | 8.1.8 | 间接 |
| PyPI | click | 8.4.2 | 间接 |
| PyPI | cloudpathlib | 0.21.1 | 间接 |
| PyPI | cloudpathlib | 0.24.0 | 间接 |
| PyPI | colorama | 0.4.6 | 间接 |
| PyPI | coloredlogs | 15.0.1 | 间接 |
| PyPI | comm | 0.2.3 | 间接 |
| PyPI | confection | 0.1.5 | 间接 |
| PyPI | confection | 1.3.3 | 间接 |
| PyPI | contourpy | 1.3.2 | 间接 |
| PyPI | contourpy | 1.3.3 | 间接 |
| PyPI | coverage | 7.15.1 | 间接 |
| PyPI | cryptography | 45.0.5 | 间接 |
| PyPI | cryptography | 49.0.0 | 间接 |
| PyPI | cycler | 0.12.1 | 间接 |
| PyPI | cymem | 2.0.11 | 间接 |
| PyPI | cymem | 2.0.13 | 间接 |
| PyPI | debugpy | 1.8.15 | 间接 |
| PyPI | debugpy | 1.8.21 | 间接 |
| PyPI | decorator | 5.2.1 | 间接 |
| PyPI | decorator | 5.3.1 | 间接 |
| PyPI | defusedxml | 0.7.1 | 间接 |
| PyPI | deprecation | 2.1.0 | 间接 |
| PyPI | deptry | 0.25.1 | 间接 |
| PyPI | distro | 1.9.0 | 间接 |
| PyPI | environs | 11.2.1 | 间接 |
| PyPI | exceptiongroup | 1.3.0 | 间接 |
| PyPI | execnet | 2.1.2 | 间接 |
| PyPI | executing | 2.2.0 | 间接 |
| PyPI | executing | 2.2.1 | 间接 |
| PyPI | fastjsonschema | 2.21.2 | 间接 |
| PyPI | fastuuid | 0.14.0 | 间接 |
| PyPI | filelock | 3.29.7 | 间接 |
| PyPI | flatbuffers | 25.12.19 | 间接 |
| PyPI | fnllm | 0.4.1 | 间接 |
| PyPI | fonttools | 4.59.0 | 间接 |
| PyPI | fqdn | 1.5.1 | 间接 |
| PyPI | frozenlist | 1.8.0 | 间接 |
| PyPI | fsspec | 2026.6.0 | 间接 |
| PyPI | future | 1.0.0 | 间接 |
| PyPI | gensim | 4.3.3 | 间接 |
| PyPI | ghp-import | 2.1.0 | 间接 |
| PyPI | gitdb | 4.0.12 | 间接 |
| PyPI | gitpython | 3.1.45 | 间接 |
| PyPI | graphrag-monorepo | 0.0.0 | 间接 |
| PyPI | graspologic | 3.4.1 | 间接 |
| PyPI | h11 | 0.16.0 | 间接 |
| PyPI | hatchling | — | 间接 |
| PyPI | hf-xet | 1.5.1 | 间接 |
| PyPI | httpcore | 1.0.9 | 间接 |
| PyPI | httpx | 0.28.1 | 间接 |
| PyPI | huggingface-hub | 1.23.0 | 间接 |
| PyPI | humanfriendly | 10.0 | 间接 |
| PyPI | hyppo | 0.4.0 | 间接 |
| PyPI | idna | 3.10 | 间接 |
| PyPI | idna | 3.18 | 间接 |
| PyPI | importlib-metadata | 8.9.0 | 间接 |
| PyPI | iniconfig | 2.3.0 | 间接 |
| PyPI | ipykernel | 6.30.0 | 间接 |
| PyPI | ipykernel | 7.3.0 | 间接 |
| PyPI | ipython | 8.37.0 | 间接 |
| PyPI | ipython | 9.15.0 | 间接 |
| PyPI | ipython | 9.4.0 | 间接 |
| PyPI | ipython-pygments-lexers | 1.1.1 | 间接 |
| PyPI | ipywidgets | 8.1.8 | 间接 |
| PyPI | isodate | 0.7.2 | 间接 |
| PyPI | isoduration | 20.11.0 | 间接 |
| PyPI | jedi | 0.19.2 | 间接 |
| PyPI | jedi | 0.20.0 | 间接 |
| PyPI | jiter | 0.10.0 | 间接 |
| PyPI | jiter | 0.16.0 | 间接 |
| PyPI | joblib | 1.5.1 | 间接 |
| PyPI | joblib | 1.5.3 | 间接 |
| PyPI | json5 | 0.15.0 | 间接 |
| PyPI | jsonpointer | 3.1.1 | 间接 |
| PyPI | jsonschema | 4.25.0 | 间接 |
| PyPI | jsonschema | 4.26.0 | 间接 |
| PyPI | jsonschema-specifications | 2025.4.1 | 间接 |
| PyPI | jsonschema-specifications | 2025.9.1 | 间接 |
| PyPI | jupyter | 1.1.1 | 间接 |
| PyPI | jupyter-builder | 1.1.0 | 间接 |
| PyPI | jupyter-client | 8.6.3 | 间接 |
| PyPI | jupyter-client | 8.9.1 | 间接 |
| PyPI | jupyter-console | 6.6.3 | 间接 |
| PyPI | jupyter-core | 5.8.1 | 间接 |
| PyPI | jupyter-core | 5.9.1 | 间接 |
| PyPI | jupyter-events | 0.12.1 | 间接 |
| PyPI | jupyter-lsp | 2.3.1 | 间接 |
| PyPI | jupyter-server | 2.20.0 | 间接 |
| PyPI | jupyter-server-terminals | 0.5.4 | 间接 |
| PyPI | jupyterlab | 4.6.1 | 间接 |
| PyPI | jupyterlab-pygments | 0.3.0 | 间接 |
| PyPI | jupyterlab-server | 2.28.0 | 间接 |
| PyPI | jupyterlab-widgets | 3.0.16 | 间接 |
| PyPI | jupytext | 1.19.4 | 间接 |
| PyPI | kiwisolver | 1.4.8 | 间接 |
| PyPI | lance-namespace | 0.9.0 | 间接 |
| PyPI | lance-namespace-urllib3-client | 0.9.0 | 间接 |
| PyPI | langcodes | 3.5.0 | 间接 |
| PyPI | language-data | 1.3.0 | 间接 |
| PyPI | lark | 1.3.1 | 间接 |
| PyPI | llvmlite | 0.44.0 | 间接 |
| PyPI | magika | 0.6.3 | 间接 |
| PyPI | marisa-trie | 1.2.1 | 间接 |
| PyPI | markdown | 3.10.2 | 间接 |
| PyPI | markdown-it-py | 3.0.0 | 间接 |
| PyPI | markdown-it-py | 4.2.0 | 间接 |
| PyPI | markdownify | 1.2.3 | 间接 |
| PyPI | markupsafe | 3.0.2 | 间接 |
| PyPI | markupsafe | 3.0.3 | 间接 |
| PyPI | marshmallow | 4.0.0 | 间接 |
| PyPI | matplotlib | 3.10.3 | 间接 |
| PyPI | matplotlib-inline | 0.1.7 | 间接 |
| PyPI | matplotlib-inline | 0.2.2 | 间接 |
| PyPI | mdit-py-plugins | 0.6.1 | 间接 |
| PyPI | mdurl | 0.1.2 | 间接 |
| PyPI | mergedeep | 1.3.4 | 间接 |
| PyPI | mistune | 3.3.3 | 间接 |
| PyPI | mkdocs | 1.6.1 | 间接 |
| PyPI | mkdocs-exclude-search | 0.6.6 | 间接 |
| PyPI | mkdocs-get-deps | 0.2.2 | 间接 |
| PyPI | mkdocs-jupyter | 0.26.3 | 间接 |
| PyPI | mkdocs-material | 9.7.6 | 间接 |
| PyPI | mkdocs-material-extensions | 1.3.1 | 间接 |
| PyPI | mkdocs-typer | 0.0.3 | 间接 |
| PyPI | mpmath | 1.3.0 | 间接 |
| PyPI | msal | 1.33.0 | 间接 |
| PyPI | msal | 1.37.0 | 间接 |
| PyPI | msal-extensions | 1.3.1 | 间接 |
| PyPI | multidict | 6.7.1 | 间接 |
| PyPI | murmurhash | 1.0.13 | 间接 |
| PyPI | murmurhash | 1.0.15 | 间接 |
| PyPI | narwhals | 2.0.0 | 间接 |
| PyPI | nbclient | 0.11.0 | 间接 |
| PyPI | nbconvert | 7.17.1 | 间接 |
| PyPI | nbformat | 5.10.4 | 间接 |
| PyPI | nest-asyncio | 1.6.0 | 间接 |
| PyPI | nodeenv | 1.10.0 | 间接 |
| PyPI | nodeenv | 1.9.1 | 间接 |
| PyPI | notebook | 7.6.0 | 间接 |
| PyPI | notebook-shim | 0.2.4 | 间接 |
| PyPI | numba | 0.61.2 | 间接 |
| PyPI | onnxruntime | 1.20.1 | 间接 |
| PyPI | openai | 1.107.0 | 间接 |
| PyPI | openai | 2.45.0 | 间接 |
| PyPI | overrides | 7.7.0 | 间接 |
| PyPI | packaging | 24.2 | 间接 |
| PyPI | packaging | 26.2 | 间接 |
| PyPI | paginate | 0.5.7 | 间接 |
| PyPI | pandas-stubs | 3.0.3.260530 | 间接 |
| PyPI | pandocfilters | 1.5.1 | 间接 |
| PyPI | parso | 0.8.4 | 间接 |
| PyPI | parso | 0.8.7 | 间接 |
| PyPI | pastel | 0.2.1 | 间接 |
| PyPI | pathspec | 1.1.1 | 间接 |
| PyPI | patsy | 1.0.1 | 间接 |
| PyPI | pdfminer-six | 20260107 | 间接 |
| PyPI | pdfplumber | 0.11.10 | 间接 |
| PyPI | pexpect | 4.9.0 | 间接 |
| PyPI | pillow | 11.3.0 | 间接 |
| PyPI | pillow | 12.3.0 | 间接 |
| PyPI | platformdirs | 4.10.0 | 间接 |
| PyPI | platformdirs | 4.3.8 | 间接 |
| PyPI | pluggy | 1.6.0 | 间接 |
| PyPI | poethepoet | 0.36.0 | 间接 |
| PyPI | poethepoet | 0.48.0 | 间接 |
| PyPI | pot | 0.9.5 | 间接 |
| PyPI | preshed | 3.0.10 | 间接 |
| PyPI | preshed | 3.0.13 | 间接 |
| PyPI | prometheus-client | 0.25.0 | 间接 |
| PyPI | prompt-toolkit | 3.0.51 | 间接 |
| PyPI | prompt-toolkit | 3.0.52 | 间接 |
| PyPI | propcache | 0.5.2 | 间接 |
| PyPI | protobuf | 5.29.5 | 间接 |
| PyPI | protobuf | 7.35.1 | 间接 |
| PyPI | psutil | 7.0.0 | 间接 |
| PyPI | psutil | 7.2.2 | 间接 |
| PyPI | ptyprocess | 0.7.0 | 间接 |
| PyPI | pure-eval | 0.2.3 | 间接 |
| PyPI | pycparser | 2.22 | 间接 |
| PyPI | pycparser | 3.0 | 间接 |
| PyPI | pydantic-core | 2.33.2 | 间接 |
| PyPI | pydantic-core | 2.46.4 | 间接 |
| PyPI | pydeck | 0.9.1 | 间接 |
| PyPI | pygments | 2.19.2 | 间接 |
| PyPI | pygments | 2.20.0 | 间接 |
| PyPI | pyjwt | 2.10.1 | 间接 |
| PyPI | pyjwt | 2.13.0 | 间接 |
| PyPI | pylance | 0.20.0 | 间接 |
| PyPI | pymdown-extensions | 11.0.1 | 间接 |
| PyPI | pynndescent | 0.5.13 | 间接 |
| PyPI | pyparsing | 3.2.3 | 间接 |
| PyPI | pypdfium2 | 5.11.0 | 间接 |
| PyPI | pyreadline3 | 3.5.6 | 间接 |
| PyPI | pyright | 1.1.403 | 间接 |
| PyPI | pyright | 1.1.411 | 间接 |
| PyPI | pytest | 9.1.1 | 间接 |
| PyPI | pytest-asyncio | 1.4.0 | 间接 |
| PyPI | pytest-dotenv | 0.5.2 | 间接 |
| PyPI | pytest-timeout | 2.4.0 | 间接 |
| PyPI | pytest-xdist | 3.8.0 | 间接 |
| PyPI | python-dateutil | 2.9.0.post0 | 间接 |
| PyPI | python-json-logger | 4.1.0 | 间接 |
| PyPI | pytz | 2025.2 | 间接 |
| PyPI | pywin32 | 311 | 间接 |
| PyPI | pywinpty | 3.0.5 | 间接 |
| PyPI | pyyaml-env-tag | 1.1 | 间接 |
| PyPI | pyzmq | 27.0.0 | 间接 |
| PyPI | pyzmq | 27.1.0 | 间接 |
| PyPI | rdflib | 7.1.4 | 间接 |
| PyPI | referencing | 0.36.2 | 间接 |
| PyPI | referencing | 0.37.0 | 间接 |
| PyPI | regex | 2024.11.6 | 间接 |
| PyPI | regex | 2026.7.10 | 间接 |
| PyPI | requests | 2.32.4 | 间接 |
| PyPI | requests | 2.34.2 | 间接 |
| PyPI | requirements-parser | 0.13.1 | 间接 |
| PyPI | rfc3339-validator | 0.1.4 | 间接 |
| PyPI | rfc3986-validator | 0.1.1 | 间接 |
| PyPI | rfc3987-syntax | 1.1.0 | 间接 |
| PyPI | rich | 13.9.4 | 间接 |
| PyPI | rich | 15.0.0 | 间接 |
| PyPI | rpds-py | 0.26.0 | 间接 |
| PyPI | rpds-py | 2026.6.3 | 间接 |
| PyPI | ruff | 0.12.5 | 间接 |
| PyPI | ruff | 0.15.21 | 间接 |
| PyPI | scikit-learn | 1.7.1 | 间接 |
| PyPI | scipy | 1.12.0 | 间接 |
| PyPI | seaborn | 0.13.2 | 间接 |
| PyPI | semversioner | 3.0.1 | 间接 |
| PyPI | send2trash | 2.1.0 | 间接 |
| PyPI | setuptools | 80.9.0 | 间接 |
| PyPI | setuptools | 83.0.0 | 间接 |
| PyPI | shellingham | 1.5.4 | 间接 |
| PyPI | six | 1.17.0 | 间接 |
| PyPI | smart-open | 7.3.0.post1 | 间接 |
| PyPI | smart-open | 8.0.1 | 间接 |
| PyPI | smmap | 5.0.2 | 间接 |
| PyPI | sniffio | 1.3.1 | 间接 |
| PyPI | soupsieve | 2.8.4 | 间接 |
| PyPI | spacy-legacy | 3.0.12 | 间接 |
| PyPI | spacy-loggers | 1.0.5 | 间接 |
| PyPI | srsly | 2.5.1 | 间接 |
| PyPI | srsly | 2.5.3 | 间接 |
| PyPI | stack-data | 0.6.3 | 间接 |
| PyPI | starlette | 1.3.1 | 间接 |
| PyPI | statsmodels | 0.14.5 | 间接 |
| PyPI | sympy | 1.14.0 | 间接 |
| PyPI | tenacity | 9.1.2 | 间接 |
| PyPI | terminado | 0.18.1 | 间接 |
| PyPI | thinc | 8.3.13 | 间接 |
| PyPI | thinc | 8.3.4 | 间接 |
| PyPI | threadpoolctl | 3.6.0 | 间接 |
| PyPI | tiktoken | 0.11.0 | 间接 |
| PyPI | tiktoken | 0.13.0 | 间接 |
| PyPI | tinycss2 | 1.5.1 | 间接 |
| PyPI | tokenizers | 0.23.1 | 间接 |
| PyPI | tomli | 2.2.1 | 间接 |
| PyPI | tomli | 2.4.1 | 间接 |
| PyPI | tomlkit | 0.12.5 | 间接 |
| PyPI | tornado | 6.5.1 | 间接 |
| PyPI | tornado | 6.5.7 | 间接 |
| PyPI | traitlets | 5.14.3 | 间接 |
| PyPI | traitlets | 5.15.1 | 间接 |
| PyPI | typing-inspection | 0.4.1 | 间接 |
| PyPI | typing-inspection | 0.4.2 | 间接 |
| PyPI | tzdata | 2025.2 | 间接 |
| PyPI | tzdata | 2026.3 | 间接 |
| PyPI | umap-learn | 0.5.9.post2 | 间接 |
| PyPI | update-toml | 0.2.1 | 间接 |
| PyPI | uri-template | 1.3.0 | 间接 |
| PyPI | urllib3 | 2.5.0 | 间接 |
| PyPI | urllib3 | 2.7.0 | 间接 |
| PyPI | wasabi | 1.1.3 | 间接 |
| PyPI | watchdog | 6.0.0 | 间接 |
| PyPI | wcwidth | 0.2.13 | 间接 |
| PyPI | wcwidth | 0.8.2 | 间接 |
| PyPI | weasel | 0.4.1 | 间接 |
| PyPI | weasel | 1.0.0 | 间接 |
| PyPI | webcolors | 25.10.0 | 间接 |
| PyPI | webencodings | 0.5.1 | 间接 |
| PyPI | websocket-client | 1.9.0 | 间接 |
| PyPI | widgetsnbextension | 4.0.15 | 间接 |
| PyPI | wrapt | 1.17.2 | 间接 |
| PyPI | wrapt | 2.2.2 | 间接 |
| PyPI | yarl | 1.24.2 | 间接 |
| PyPI | zipp | 4.1.0 | 间接 |
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。
发现这份报告有不准确之处,或有想法要分享?错误的测量、未识别的工具、建议、疑问——都欢迎提出。每条消息都会被阅读并得到回复。