[EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"
HKUDS/LightRAG 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Vitality(100/100),最低的是Security(66/100)。 最近一次更新在 1 天前。 近期的大部分工作由 1 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 84 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 | lightrag-hku | 1.5.6 | - | 91 | 6 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 1 天前 |
| 36/36 | 提交节奏 — 52 周中有 52 周有提交 |
| 18/18 | 提交量 — 最近一年 5,041 次提交 |
| 10/10 | OpenSSF Scorecard:Maintained — 30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10 |
| commits_last_year | 5,041 |
| human_commit_share | 0.99 |
| days_since_last_push | 1 |
| active_weeks_last_year | 52 |
| 27/27 | 有发布版本 — 已发布 80 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 6 天前 |
| 27/27 | 发布节奏 — 约每 10.1 天发布一次 |
| 0/10 | OpenSSF Scorecard:Signed-Releases — 无数据 |
| releases_count | 80 |
| latest_release_tag | v1.5.6 |
| releases_from_tags | 否 |
| days_since_latest_release | 6 |
| mean_days_between_releases | 10.1 |
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 — 38,804 个星标 |
| 25/25 | 复刻 — 5,460 个复刻 |
| 12.9/15 | 关注者 — 214 位关注者 |
| forks | 5,460 |
| stars | 38,804 |
| watchers | 214 |
| 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 |
| 0/13.5 | 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 | 14 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| readme_badge_services | shields.io |
| has_pull_request_template | 是 |
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?
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 6.6/22.5 | 提交分布 — 头号贡献者编写了 71% 的提交 |
| 13.5/13.5 | 贡献者广度 — 97 位贡献者 |
| 10/10 | OpenSSF Scorecard:Contributors — project has 14 contributing companies or organizations |
| bus_factor | 1 |
| contributors_sampled | 97 |
| top_contributor_share | 0.706 |
| 36.2/42 | 议题解决 — 86% 的议题已关闭 |
| 23.6/30 | PR 接受 — 已裁定的 PR 中 1,528/1,946 已合并 |
| 5/13 | Newcomer PR acceptance — 30 天内首次贡献者的 PR 已合并 5/13 |
| 6/15 | OpenSSF Scorecard:Code-Review — Found 3/7 approved changesets -- score normalized to 4 |
| merged_prs | 1,528 |
| open_issues | 211 |
| closed_issues | 1,305 |
| prs_merged_7d | 21 |
| prs_decided_7d | 25 |
| prs_merged_30d | 45 |
| prs_decided_30d | 57 |
| issue_closed_ratio | 0.861 |
| closed_unmerged_prs | 418 |
| first_time_authors_30d | 10 |
| first_time_prs_merged_30d | 5 |
| first_time_prs_decided_30d | 13 |
| 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 — HKUDS 有 13,079 位关注者 |
| 20.5/25 | 既往记录 — 91 个公开仓库,账户约 3 年 |
| followers | 13,079 |
| owner_type | Organization |
| is_verified | — |
| owner_login | HKUDS |
| public_repos | 91 |
| account_age_days | 1,367 |
| 25/25 | 已发布且可解析 — pypi 上有 1 个软件包 |
| 35/35 | 发布时效 — 最近一次发布于 6 天前 |
| 20/20 | 版本历史 — 91 个已发布版本 |
| 20/20 | 未被弃用 — 活跃,未被弃用或撤回 |
| packages | lightrag-hku |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 6 |
基础的工程与文档实践是否到位?
| 24/24 | CI 工作流 — 9 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 — eslint.config.js |
| 9.6/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard:CI-Tests — 7 out of 7 merged PRs checked by a CI test -- score normalized to 10 |
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 是 |
| has_precommit_config | 是 |
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://arxiv.org/abs/2410.05779 |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 9 个主题标签 |
| 0/10 | Wiki |
| topics | knowledge-graph, large-language-models, retrieval-augmented-generation, genai, graphrag, llm, rag, gpt, gpt-4 |
| has_wiki | 否 |
| homepage | https://arxiv.org/abs/2410.05779 |
| docs_site | https://arxiv.org/abs/2410.05779 |
| 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 |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 7 out of 7 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 |
| 3/7.5 | Code-Review — Found 3/7 approved changesets -- score normalized to 4 |
| 2.5/2.5 | Contributors — project has 14 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 — 30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 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 — 103 existing vulnerabilities detected |
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 5.7 |
| 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 | 58 |
| 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。
| 45/45 | 代理指令 — AGENTS.md, CLAUDE.md |
| 0/15 | 机器可读文档(llms.txt) |
| 40/40 | 可读的提交历史 — 99 次人类提交中有 81 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 | 0.818 |
| agent_instruction_files | AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 28,546 |
| 18/18 | 一条命令的引导启动 — Makefile |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 — eslint.config.js |
| 11/11 | 静态类型检查 — lightrag_webui/tsconfig.json |
| 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 50 次由代理编写或署名代理 |
| 8/8 | 自动化维护 — 最近 100 次提交中有 1 次为自动依赖更新 |
| 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 | Makefile |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | lightrag_webui/tsconfig.json |
| agent_commit_share | 0.5 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.01 |
| 27/45 | 可类型检查的代码 — Python,已配置类型检查(lightrag_webui/tsconfig.json) |
| 52/55 | 可控的文件大小 — 采样的 761 个源文件中有 42 个超过 60KB |
| primary_language | Python |
| largest_source_bytes | 1,510,313 |
| source_files_sampled | 761 |
| oversized_source_files | 42 |
| 0/40 | API 模式(OpenAPI/GraphQL/proto) |
| 0/20 | MCP 服务器 |
| 40/40 | 可运行示例 — examples, samples |
| example_dirs | examples, samples |
| 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 |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 7 out of 7 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 |
| 4 | Code-Review | Found 3/7 approved changesets -- score normalized to 4 |
| 10 | Contributors | project has 14 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 | 30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 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 | 103 existing vulnerabilities detected |
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| npm | @faker-js/faker | ^10.5.0 | lightrag_webui/package.json |
| npm | @radix-ui/react-alert-dialog | ^1.1.23 | lightrag_webui/package.json |
| npm | @radix-ui/react-checkbox | ^1.3.11 | lightrag_webui/package.json |
| npm | @radix-ui/react-dialog | ^1.1.23 | lightrag_webui/package.json |
| npm | @radix-ui/react-popover | ^1.1.23 | lightrag_webui/package.json |
| npm | @radix-ui/react-progress | ^1.1.16 | lightrag_webui/package.json |
| npm | @radix-ui/react-scroll-area | ^1.2.18 | lightrag_webui/package.json |
| npm | @radix-ui/react-select | ^2.3.7 | lightrag_webui/package.json |
| npm | @radix-ui/react-separator | ^1.1.15 | lightrag_webui/package.json |
| npm | @radix-ui/react-slot | ^1.3.3 | lightrag_webui/package.json |
| npm | @radix-ui/react-tabs | ^1.1.21 | lightrag_webui/package.json |
| npm | @radix-ui/react-tooltip | ^1.2.16 | lightrag_webui/package.json |
| npm | @radix-ui/react-use-controllable-state | ^1.2.6 | lightrag_webui/package.json |
| npm | @react-sigma/core | ^5.0.6 | lightrag_webui/package.json |
| npm | @react-sigma/graph-search | ^5.0.6 | lightrag_webui/package.json |
| npm | @react-sigma/layout-circlepack | ^5.0.6 | lightrag_webui/package.json |
| npm | @react-sigma/layout-circular | ^5.0.6 | lightrag_webui/package.json |
| npm | @react-sigma/layout-force | ^5.0.6 | lightrag_webui/package.json |
| npm | @react-sigma/layout-forceatlas2 | ^5.0.6 | lightrag_webui/package.json |
| npm | @react-sigma/layout-noverlap | ^5.0.6 | lightrag_webui/package.json |
| npm | @react-sigma/layout-random | ^5.0.6 | lightrag_webui/package.json |
| npm | @react-sigma/minimap | ^5.0.6 | lightrag_webui/package.json |
| npm | @sigma/edge-curve | ^3.1.0 | lightrag_webui/package.json |
| npm | @sigma/node-border | ^3.0.0 | lightrag_webui/package.json |
| npm | @tanstack/react-table | ^8.21.3 | lightrag_webui/package.json |
| npm | axios | ^1.18.1 | lightrag_webui/package.json |
| npm | class-variance-authority | ^0.7.1 | lightrag_webui/package.json |
| npm | clsx | ^2.1.1 | lightrag_webui/package.json |
| npm | cmdk | ^1.1.1 | lightrag_webui/package.json |
| npm | graphology | ^0.26.0 | lightrag_webui/package.json |
| npm | graphology-generators | ^0.11.2 | lightrag_webui/package.json |
| npm | graphology-layout | ^0.6.1 | lightrag_webui/package.json |
| npm | graphology-layout-force | ^0.2.4 | lightrag_webui/package.json |
| npm | graphology-layout-forceatlas2 | ^0.10.1 | lightrag_webui/package.json |
| npm | graphology-layout-noverlap | ^0.4.2 | lightrag_webui/package.json |
| npm | i18next | ^26.3.6 | lightrag_webui/package.json |
| npm | katex | ^0.18.1 | lightrag_webui/package.json |
| npm | lucide-react | ^1.26.0 | lightrag_webui/package.json |
| npm | mermaid | ^11.16.0 | lightrag_webui/package.json |
| npm | minisearch | ^7.2.0 | lightrag_webui/package.json |
| npm | react | ^19.2.8 | lightrag_webui/package.json |
| npm | react-dom | ^19.2.8 | lightrag_webui/package.json |
| npm | react-dropzone | ^15.0.0 | lightrag_webui/package.json |
| npm | react-error-boundary | ^6.1.2 | lightrag_webui/package.json |
| npm | react-i18next | ^17.0.11 | lightrag_webui/package.json |
| npm | react-markdown | ^10.1.0 | lightrag_webui/package.json |
| npm | react-number-format | ^5.4.5 | lightrag_webui/package.json |
| npm | react-router-dom | ^7.18.1 | lightrag_webui/package.json |
| npm | react-select | ^5.10.2 | lightrag_webui/package.json |
| npm | react-syntax-highlighter | ^16.1.1 | lightrag_webui/package.json |
| npm | rehype-katex | ^7.0.1 | lightrag_webui/package.json |
| npm | rehype-raw | ^7.0.0 | lightrag_webui/package.json |
| npm | rehype-react | ^8.0.0 | lightrag_webui/package.json |
| npm | rehype-sanitize | ^6.0.0 | lightrag_webui/package.json |
| npm | remark-gfm | ^4.0.1 | lightrag_webui/package.json |
| npm | remark-math | ^6.0.0 | lightrag_webui/package.json |
| npm | seedrandom | ^3.0.5 | lightrag_webui/package.json |
| npm | sigma | ^3.0.3 | lightrag_webui/package.json |
| npm | sonner | ^2.0.7 | lightrag_webui/package.json |
| npm | tailwind-merge | ^3.6.0 | lightrag_webui/package.json |
| npm | tailwind-scrollbar | ^4.0.2 | lightrag_webui/package.json |
| npm | typography | ^0.16.24 | lightrag_webui/package.json |
| npm | unist-util-visit | ^5.1.0 | lightrag_webui/package.json |
| npm | zustand | ^5.0.14 | lightrag_webui/package.json |
| PyPI | aiohttp | — | pyproject.toml |
| PyPI | configparser | — | pyproject.toml |
| PyPI | google-api-core | >=2.0.0,<3.0.0 | pyproject.toml |
| PyPI | google-genai | >=1.0.0,<3.0.0 | pyproject.toml |
| PyPI | json_repair | >=0.59.9,<1.0.0 | pyproject.toml |
| PyPI | nano-vectordb | — | pyproject.toml |
| PyPI | networkx | — | pyproject.toml |
| PyPI | numpy | >=1.24.0,<3.0.0 | pyproject.toml |
| PyPI | packaging | — | pyproject.toml |
| PyPI | pandas | >=2.0.0,<2.4.0 | pyproject.toml |
| PyPI | pipmaster | — | pyproject.toml |
| PyPI | pydantic | — | pyproject.toml |
| PyPI | pypinyin | — | pyproject.toml |
| PyPI | PyYAML | >=6.0,<7.0 | pyproject.toml |
| PyPI | python-dotenv | — | pyproject.toml |
| PyPI | setuptools | — | pyproject.toml |
| PyPI | tenacity | — | pyproject.toml |
| PyPI | tiktoken | >=0.7.0 | pyproject.toml |
| PyPI | xlsxwriter | >=3.1.0 | pyproject.toml |
来自 GitHub 依赖图的完整解析依赖集合:87 个直接依赖与 276 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 |
|---|---|---|---|
| npm | @faker-js/faker | ^10.5.0 | 直接 |
| npm | @radix-ui/react-alert-dialog | ^1.1.23 | 直接 |
| npm | @radix-ui/react-checkbox | ^1.3.11 | 直接 |
| npm | @radix-ui/react-dialog | ^1.1.23 | 直接 |
| npm | @radix-ui/react-popover | ^1.1.23 | 直接 |
| npm | @radix-ui/react-progress | ^1.1.16 | 直接 |
| npm | @radix-ui/react-scroll-area | ^1.2.18 | 直接 |
| npm | @radix-ui/react-select | ^2.3.7 | 直接 |
| npm | @radix-ui/react-separator | ^1.1.15 | 直接 |
| npm | @radix-ui/react-slot | ^1.3.3 | 直接 |
| npm | @radix-ui/react-tabs | ^1.1.21 | 直接 |
| npm | @radix-ui/react-tooltip | ^1.2.16 | 直接 |
| npm | @radix-ui/react-use-controllable-state | ^1.2.6 | 直接 |
| npm | @react-sigma/core | ^5.0.6 | 直接 |
| npm | @react-sigma/graph-search | ^5.0.6 | 直接 |
| npm | @react-sigma/layout-circlepack | ^5.0.6 | 直接 |
| npm | @react-sigma/layout-circular | ^5.0.6 | 直接 |
| npm | @react-sigma/layout-force | ^5.0.6 | 直接 |
| npm | @react-sigma/layout-forceatlas2 | ^5.0.6 | 直接 |
| npm | @react-sigma/layout-noverlap | ^5.0.6 | 直接 |
| npm | @react-sigma/layout-random | ^5.0.6 | 直接 |
| npm | @react-sigma/minimap | ^5.0.6 | 直接 |
| npm | @sigma/edge-curve | ^3.1.0 | 直接 |
| npm | @sigma/node-border | ^3.0.0 | 直接 |
| npm | @tanstack/react-table | ^8.21.3 | 直接 |
| npm | axios | ^1.18.1 | 直接 |
| npm | class-variance-authority | ^0.7.1 | 直接 |
| npm | clsx | ^2.1.1 | 直接 |
| npm | cmdk | ^1.1.1 | 直接 |
| npm | graphology | ^0.26.0 | 直接 |
| npm | graphology-generators | ^0.11.2 | 直接 |
| npm | graphology-layout | ^0.6.1 | 直接 |
| npm | graphology-layout-force | ^0.2.4 | 直接 |
| npm | graphology-layout-forceatlas2 | ^0.10.1 | 直接 |
| npm | graphology-layout-noverlap | ^0.4.2 | 直接 |
| npm | i18next | ^26.3.6 | 直接 |
| npm | katex | ^0.18.1 | 直接 |
| npm | lucide-react | ^1.26.0 | 直接 |
| npm | mermaid | ^11.16.0 | 直接 |
| npm | minisearch | ^7.2.0 | 直接 |
| npm | react | ^19.2.8 | 直接 |
| npm | react-dom | ^19.2.8 | 直接 |
| npm | react-dropzone | ^15.0.0 | 直接 |
| npm | react-error-boundary | ^6.1.2 | 直接 |
| npm | react-i18next | ^17.0.11 | 直接 |
| npm | react-markdown | ^10.1.0 | 直接 |
| npm | react-number-format | ^5.4.5 | 直接 |
| npm | react-router-dom | ^7.18.1 | 直接 |
| npm | react-select | ^5.10.2 | 直接 |
| npm | react-syntax-highlighter | ^16.1.1 | 直接 |
| npm | rehype-katex | ^7.0.1 | 直接 |
| npm | rehype-raw | ^7.0.0 | 直接 |
| npm | rehype-react | ^8.0.0 | 直接 |
| npm | rehype-sanitize | ^6.0.0 | 直接 |
| npm | remark-gfm | ^4.0.1 | 直接 |
| npm | remark-math | ^6.0.0 | 直接 |
| npm | seedrandom | ^3.0.5 | 直接 |
| npm | sigma | ^3.0.3 | 直接 |
| npm | sonner | ^2.0.7 | 直接 |
| npm | tailwind-merge | ^3.6.0 | 直接 |
| npm | tailwind-scrollbar | ^4.0.2 | 直接 |
| npm | typography | ^0.16.24 | 直接 |
| npm | unist-util-visit | ^5.1.0 | 直接 |
| npm | zustand | ^5.0.14 | 直接 |
| PyPI | aiohttp | 3.13.5 | 直接 |
| PyPI | configparser | 7.2.0 | 直接 |
| PyPI | google-api-core | — | 直接 |
| PyPI | google-api-core | 2.30.3 | 直接 |
| PyPI | google-genai | — | 直接 |
| PyPI | google-genai | 2.2.0 | 直接 |
| PyPI | json-repair | 0.61.7 | 直接 |
| PyPI | nano-vectordb | 0.0.4.3 | 直接 |
| PyPI | networkx | 3.4.2 | 直接 |
| PyPI | networkx | 3.6.1 | 直接 |
| PyPI | numpy | 2.2.6 | 直接 |
| PyPI | numpy | 2.4.4 | 直接 |
| PyPI | packaging | 26.2 | 直接 |
| PyPI | pandas | 2.3.3 | 直接 |
| PyPI | pipmaster | 1.1.8 | 直接 |
| PyPI | pydantic | 2.13.4 | 直接 |
| PyPI | pypinyin | 0.55.0 | 直接 |
| PyPI | python-dotenv | 1.2.2 | 直接 |
| PyPI | pyyaml | 6.0.3 | 直接 |
| PyPI | setuptools | 82.0.1 | 直接 |
| PyPI | tenacity | 9.1.4 | 直接 |
| PyPI | tiktoken | 0.12.0 | 直接 |
| PyPI | xlsxwriter | 3.2.9 | 直接 |
| npm | @eslint/js | ^10.0.1 | 间接 |
| npm | @stylistic/eslint-plugin | ^5.10.0 | 间接 |
| npm | @tailwindcss/typography | ^0.5.20 | 间接 |
| npm | @tailwindcss/vite | ^4.3.3 | 间接 |
| npm | @types/bun | ^1.3.14 | 间接 |
| npm | @types/katex | ^0.16.8 | 间接 |
| npm | @types/node | ^26.1.1 | 间接 |
| npm | @types/react | ^19.2.17 | 间接 |
| npm | @types/react-dom | ^19.2.3 | 间接 |
| npm | @types/react-i18next | ^8.1.0 | 间接 |
| npm | @types/react-syntax-highlighter | ^15.5.13 | 间接 |
| npm | @types/seedrandom | ^3.0.8 | 间接 |
| npm | @vitejs/plugin-react | ^6.0.4 | 间接 |
| npm | eslint | ^10.7.0 | 间接 |
| npm | eslint-config-prettier | ^10.1.8 | 间接 |
| npm | eslint-plugin-react | ^7.37.5 | 间接 |
| npm | eslint-plugin-react-hooks | ^7.1.1 | 间接 |
| npm | eslint-plugin-react-refresh | ^0.5.3 | 间接 |
| npm | globals | ^17.7.0 | 间接 |
| npm | graphology-types | ^0.24.8 | 间接 |
| npm | prettier | ^3.9.6 | 间接 |
| npm | prettier-plugin-tailwindcss | ^0.8.1 | 间接 |
| npm | tailwindcss | ^4.3.3 | 间接 |
| npm | tailwindcss-animate | ^1.0.7 | 间接 |
| npm | typescript | ~6.0.3 | 间接 |
| npm | typescript-eslint | ^8.65.0 | 间接 |
| npm | vite | ^8.1.5 | 间接 |
| PyPI | aioboto3 | — | 间接 |
| PyPI | aioboto3 | 15.5.0 | 间接 |
| PyPI | aiobotocore | 2.25.1 | 间接 |
| PyPI | aiofiles | 25.1.0 | 间接 |
| PyPI | aiohappyeyeballs | 2.6.1 | 间接 |
| PyPI | aioitertools | 0.13.0 | 间接 |
| PyPI | aiolimiter | 1.2.1 | 间接 |
| PyPI | aiosignal | 1.4.0 | 间接 |
| PyPI | aiosqlite | 0.22.1 | 间接 |
| PyPI | annotated-doc | 0.0.4 | 间接 |
| PyPI | annotated-types | 0.7.0 | 间接 |
| PyPI | anthropic | — | 间接 |
| PyPI | anthropic | 0.101.0 | 间接 |
| PyPI | anyio | 4.13.0 | 间接 |
| PyPI | appdirs | 1.4.4 | 间接 |
| PyPI | ascii-colors | 0.11.21 | 间接 |
| PyPI | async-timeout | 4.0.3 | 间接 |
| PyPI | async-timeout | 5.0.1 | 间接 |
| PyPI | asyncpg | — | 间接 |
| PyPI | asyncpg | 0.31.0 | 间接 |
| PyPI | attrs | 26.1.0 | 间接 |
| PyPI | backoff | 2.2.1 | 间接 |
| PyPI | backports-asyncio-runner | 1.2.0 | 间接 |
| PyPI | banks | 2.4.2 | 间接 |
| PyPI | bcrypt | — | 间接 |
| PyPI | bcrypt | 5.0.0 | 间接 |
| PyPI | blis | 1.3.3 | 间接 |
| PyPI | boto3 | 1.40.61 | 间接 |
| PyPI | botocore | 1.40.61 | 间接 |
| PyPI | cachetools | 7.1.1 | 间接 |
| PyPI | cairocffi | 1.7.1 | 间接 |
| PyPI | cairosvg | 2.9.0 | 间接 |
| PyPI | catalogue | 2.0.10 | 间接 |
| PyPI | certifi | 2026.4.22 | 间接 |
| PyPI | cffi | 2.0.0 | 间接 |
| PyPI | cfgv | 3.5.0 | 间接 |
| PyPI | charset-normalizer | 3.4.7 | 间接 |
| PyPI | click | 8.3.3 | 间接 |
| PyPI | cloudpathlib | 0.24.0 | 间接 |
| PyPI | colorama | 0.4.6 | 间接 |
| PyPI | confection | 1.3.3 | 间接 |
| PyPI | cryptography | 48.0.1 | 间接 |
| PyPI | cssselect2 | 0.9.0 | 间接 |
| PyPI | cymem | 2.0.13 | 间接 |
| PyPI | dataclasses-json | 0.6.7 | 间接 |
| PyPI | datasets | 4.8.5 | 间接 |
| PyPI | defusedxml | 0.7.1 | 间接 |
| PyPI | deprecated | 1.3.1 | 间接 |
| PyPI | dill | 0.4.1 | 间接 |
| PyPI | dirtyjson | 1.0.8 | 间接 |
| PyPI | diskcache | 5.6.3 | 间接 |
| PyPI | distlib | 0.4.0 | 间接 |
| PyPI | distro | 1.9.0 | 间接 |
| PyPI | dnspython | 2.8.0 | 间接 |
| PyPI | docstring-parser | 0.18.0 | 间接 |
| PyPI | ecdsa | 0.19.2 | 间接 |
| PyPI | et-xmlfile | 2.0.0 | 间接 |
| PyPI | events | 0.5 | 间接 |
| PyPI | exceptiongroup | 1.3.1 | 间接 |
| PyPI | faiss-cpu | — | 间接 |
| PyPI | faiss-cpu | 1.14.2 | 间接 |
| PyPI | fastapi | 0.136.1 | 间接 |
| PyPI | ffmpeg-python | 0.2.0 | 间接 |
| PyPI | filelock | 3.29.0 | 间接 |
| PyPI | filetype | 1.2.0 | 间接 |
| PyPI | frozenlist | 1.8.0 | 间接 |
| PyPI | fsspec | 2026.2.0 | 间接 |
| PyPI | future | 1.0.0 | 间接 |
| PyPI | google-auth | 2.52.0 | 间接 |
| PyPI | googleapis-common-protos | 1.75.0 | 间接 |
| PyPI | greenlet | 3.5.0 | 间接 |
| PyPI | griffe | 2.0.2 | 间接 |
| PyPI | griffecli | 2.0.2 | 间接 |
| PyPI | griffelib | 2.0.2 | 间接 |
| PyPI | grpcio | 1.80.0 | 间接 |
| PyPI | gunicorn | 26.0.0 | 间接 |
| PyPI | h11 | 0.16.0 | 间接 |
| PyPI | h2 | 4.3.0 | 间接 |
| PyPI | hf-xet | 1.5.0 | 间接 |
| PyPI | hpack | 4.1.0 | 间接 |
| PyPI | httpcore | 1.0.9 | 间接 |
| PyPI | httpcore2 | 2.5.0 | 间接 |
| PyPI | httpx | 0.28.1 | 间接 |
| PyPI | httpx-sse | 0.4.3 | 间接 |
| PyPI | httpx2 | 2.5.0 | 间接 |
| PyPI | huggingface-hub | 1.14.0 | 间接 |
| PyPI | hyperframe | 6.1.0 | 间接 |
| PyPI | identify | 2.6.19 | 间接 |
| PyPI | idna | 3.18 | 间接 |
| PyPI | importlib-metadata | 8.7.1 | 间接 |
| PyPI | iniconfig | 2.3.0 | 间接 |
| PyPI | instructor | 1.15.1 | 间接 |
| PyPI | jinja2 | 3.1.6 | 间接 |
| PyPI | jiter | 0.13.0 | 间接 |
| PyPI | jmespath | 1.1.0 | 间接 |
| PyPI | joblib | 1.5.3 | 间接 |
| PyPI | jsonpatch | 1.33 | 间接 |
| PyPI | jsonpointer | 3.1.1 | 间接 |
| PyPI | langchain | 1.3.0 | 间接 |
| PyPI | langchain-classic | 1.0.7 | 间接 |
| PyPI | langchain-community | 0.4.1 | 间接 |
| PyPI | langchain-core | 1.4.0 | 间接 |
| PyPI | langchain-experimental | 0.4.1 | 间接 |
| PyPI | langchain-openai | 1.2.1 | 间接 |
| PyPI | langchain-protocol | 0.0.15 | 间接 |
| PyPI | langchain-text-splitters | 1.1.2 | 间接 |
| PyPI | langfuse | 4.6.1 | 间接 |
| PyPI | langgraph | 1.2.0 | 间接 |
| PyPI | langgraph-checkpoint | 4.1.0 | 间接 |
| PyPI | langgraph-prebuilt | 1.1.0 | 间接 |
| PyPI | langgraph-sdk | 0.3.14 | 间接 |
| PyPI | langsmith | 0.8.3 | 间接 |
| PyPI | llama-index | — | 间接 |
| PyPI | llama-index | 0.14.21 | 间接 |
| PyPI | llama-index-core | 0.14.21 | 间接 |
| PyPI | llama-index-embeddings-openai | 0.6.0 | 间接 |
| PyPI | llama-index-instrumentation | 0.5.0 | 间接 |
| PyPI | llama-index-llms-openai | — | 间接 |
| PyPI | llama-index-llms-openai | 0.7.8 | 间接 |
| PyPI | llama-index-workflows | 2.20.0 | 间接 |
| PyPI | lxml | 6.1.0 | 间接 |
| PyPI | markdown-it-py | 4.2.0 | 间接 |
| PyPI | markupsafe | 3.0.3 | 间接 |
| PyPI | marshmallow | 3.26.2 | 间接 |
| PyPI | mdurl | 0.1.2 | 间接 |
| PyPI | multidict | 6.7.1 | 间接 |
| PyPI | multiprocess | 0.70.19 | 间接 |
| PyPI | murmurhash | 1.0.15 | 间接 |
| PyPI | mypy-extensions | 1.1.0 | 间接 |
| PyPI | neo4j | — | 间接 |
| PyPI | neo4j | 6.2.0 | 间接 |
| PyPI | nest-asyncio | 1.6.0 | 间接 |
| PyPI | nltk | 3.9.4 | 间接 |
| PyPI | nodeenv | 1.10.0 | 间接 |
| PyPI | ollama | — | 间接 |
| PyPI | ollama | 0.6.2 | 间接 |
| PyPI | openai | — | 间接 |
| PyPI | openai | 2.36.0 | 间接 |
| PyPI | openpyxl | — | 间接 |
| PyPI | openpyxl | 3.1.5 | 间接 |
| PyPI | opensearch-protobufs | 1.2.0 | 间接 |
| PyPI | opensearch-py | — | 间接 |
| PyPI | opensearch-py | 3.2.0 | 间接 |
| PyPI | opentelemetry-api | 1.41.1 | 间接 |
| PyPI | opentelemetry-exporter-otlp-proto-common | 1.41.1 | 间接 |
| PyPI | opentelemetry-exporter-otlp-proto-http | 1.41.1 | 间接 |
| PyPI | opentelemetry-proto | 1.41.1 | 间接 |
| PyPI | opentelemetry-sdk | 1.41.1 | 间接 |
| PyPI | opentelemetry-semantic-conventions | 0.62b1 | 间接 |
| PyPI | orjson | 3.11.9 | 间接 |
| PyPI | ormsgpack | 1.12.2 | 间接 |
| PyPI | pgvector | — | 间接 |
| PyPI | pgvector | 0.4.2 | 间接 |
| PyPI | pillow | 12.2.0 | 间接 |
| PyPI | platformdirs | 4.9.6 | 间接 |
| PyPI | pluggy | 1.6.0 | 间接 |
| PyPI | portalocker | 3.2.0 | 间接 |
| PyPI | pre-commit | 4.6.0 | 间接 |
| PyPI | preshed | 3.0.13 | 间接 |
| PyPI | propcache | 0.5.2 | 间接 |
| PyPI | proto-plus | 1.28.0 | 间接 |
| PyPI | protobuf | 6.33.6 | 间接 |
| PyPI | psutil | 7.2.2 | 间接 |
| PyPI | pyarrow | 24.0.0 | 间接 |
| PyPI | pyasn1 | 0.6.3 | 间接 |
| PyPI | pyasn1-modules | 0.4.2 | 间接 |
| PyPI | pycparser | 3.0 | 间接 |
| PyPI | pycryptodome | — | 间接 |
| PyPI | pycryptodome | 3.23.0 | 间接 |
| PyPI | pydantic-core | 2.46.4 | 间接 |
| PyPI | pydantic-settings | 2.14.1 | 间接 |
| PyPI | pygments | 2.20.0 | 间接 |
| PyPI | pyjwt | 2.8.0 | 间接 |
| PyPI | pymilvus | — | 间接 |
| PyPI | pymilvus | 3.0.0 | 间接 |
| PyPI | pymongo | — | 间接 |
| PyPI | pymongo | 4.17.0 | 间接 |
| PyPI | pypdf | — | 间接 |
| PyPI | pypdf | 6.11.0 | 间接 |
| PyPI | pytest | 9.0.3 | 间接 |
| PyPI | pytest-asyncio | 1.3.0 | 间接 |
| PyPI | python-dateutil | 2.9.0.post0 | 间接 |
| PyPI | python-discovery | 1.3.1 | 间接 |
| PyPI | python-docx | — | 间接 |
| PyPI | python-docx | 1.2.0 | 间接 |
| PyPI | python-jose | 3.5.0 | 间接 |
| PyPI | python-multipart | 0.0.30 | 间接 |
| PyPI | python-pptx | — | 间接 |
| PyPI | python-pptx | 1.0.2 | 间接 |
| PyPI | pytz | 2026.2 | 间接 |
| PyPI | pywin32 | 311 | 间接 |
| PyPI | qdrant-client | — | 间接 |
| PyPI | qdrant-client | 1.18.0 | 间接 |
| PyPI | ragas | 0.4.3 | 间接 |
| PyPI | redis | — | 间接 |
| PyPI | redis | 8.0.0 | 间接 |
| PyPI | regex | 2026.5.9 | 间接 |
| PyPI | requests | 2.34.0 | 间接 |
| PyPI | requests-toolbelt | 1.0.0 | 间接 |
| PyPI | rich | 14.3.4 | 间接 |
| PyPI | rsa | 4.9.1 | 间接 |
| PyPI | ruff | 0.15.12 | 间接 |
| PyPI | s3transfer | 0.14.0 | 间接 |
| PyPI | scikit-network | 0.33.5 | 间接 |
| PyPI | scipy | 1.15.3 | 间接 |
| PyPI | scipy | 1.17.1 | 间接 |
| PyPI | shellingham | 1.5.4 | 间接 |
| PyPI | six | 1.17.0 | 间接 |
| PyPI | smart-open | 8.0.0 | 间接 |
| PyPI | sniffio | 1.3.1 | 间接 |
| PyPI | spacy | — | 间接 |
| PyPI | spacy | 3.8.13 | 间接 |
| PyPI | spacy-legacy | 3.0.12 | 间接 |
| PyPI | spacy-loggers | 1.0.5 | 间接 |
| PyPI | spacy-pkuseg | 1.0.1 | 间接 |
| PyPI | sqlalchemy | 2.0.49 | 间接 |
| PyPI | srsly | 2.5.3 | 间接 |
| PyPI | starlette | 1.3.1 | 间接 |
| PyPI | thinc | 8.3.13 | 间接 |
| PyPI | tinycss2 | 1.5.1 | 间接 |
| PyPI | tinytag | 2.2.1 | 间接 |
| PyPI | tokenizers | 0.23.1 | 间接 |
| PyPI | tomli | 2.4.1 | 间接 |
| PyPI | tqdm | 4.67.3 | 间接 |
| PyPI | truststore | 0.10.4 | 间接 |
| PyPI | typer | 0.25.1 | 间接 |
| PyPI | typing-extensions | 4.15.0 | 间接 |
| PyPI | typing-inspect | 0.9.0 | 间接 |
| PyPI | typing-inspection | 0.4.2 | 间接 |
| PyPI | tzdata | 2026.2 | 间接 |
| PyPI | urllib3 | 2.7.0 | 间接 |
| PyPI | uuid-utils | 0.15.0 | 间接 |
| PyPI | uvicorn | 0.46.0 | 间接 |
| PyPI | uvicorn-worker | 0.4.0 | 间接 |
| PyPI | virtualenv | 21.3.2 | 间接 |
| PyPI | voyageai | — | 间接 |
| PyPI | voyageai | 0.3.7 | 间接 |
| PyPI | wasabi | 1.1.3 | 间接 |
| PyPI | wcwidth | 0.7.0 | 间接 |
| PyPI | weasel | 1.0.0 | 间接 |
| PyPI | webencodings | 0.5.1 | 间接 |
| PyPI | websockets | 16.0 | 间接 |
| PyPI | wrapt | 1.17.3 | 间接 |
| PyPI | xxhash | 3.7.0 | 间接 |
| PyPI | yarl | 1.23.0 | 间接 |
| PyPI | zhipuai | — | 间接 |
| PyPI | zhipuai | 2.1.5.20250825 | 间接 |
| PyPI | zipp | 3.23.1 | 间接 |
| PyPI | zstandard | 0.25.0 | 间接 |
安装 pypi:lightrag-hku@1.5.6 会引入 58 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。