公开记录良好
软件健康报告模式 0.12.0 · 指标 1.13.0 · 2026-07-18 13:37 UTC
qdrant / fastembed
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
qdrant/fastembed 的健康指数为 100 分中的 76 分，处于「良好」区间。 其得分最高的类别是Engineering Quality（92/100），最低的是AI Readiness（47/100）。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。
76
总分 / 100软件健康指数
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；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 49（有风险）的上限。AI 就绪度不计入总体分。
76
优秀85-100堪称典范；基本满足所有检验标准
良好70-84健康；仅有轻微不足
中等50-69可接受，但存在明显不足；建议进行审查
存在风险30-49存在重大薄弱环节；采用时应保持审慎
危急1-29问题严重（项目被弃置、仅有单一维护者、缺乏基本工程规范）
评分画像
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。
所有权
软件包生态系统
| 注册表 | 软件包 | 版本 | 月下载量 | 版本数 | 最近发布 | 标签 |
|---|---|---|---|---|---|---|
| PyPI | fastembed | 0.8.0 | - | 44 | 116 天前 | vectorembeddingneuralsearchqdrantsentence-transformers |
按类别列示的指标
活力
项目是否仍有生命——是否仍在编写代码，是否仍在发布版本？
76
开发活跃度
72良好
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 12.5/36 | 提交节奏 — 52 周中有 18 周有提交 |
| 13.6/18 | 提交量 — 最近一年 32 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 4 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 32 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 18 |
发布纪律
82良好
评分方式
| 27/27 | 有发布版本 — 已发布 27 个发布版本 |
| 27/36 | 发布时效 — 最近一次发布版本于 116 天前 |
| 19.8/27 | 发布节奏 — 约每 55 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 27 |
| latest_release_tag | v0.8.0 |
| releases_from_tags | 否 |
| days_since_latest_release | 116 |
| mean_days_between_releases | 55 |
已排除计分（无数据或不适用）：OpenSSF Scorecard：Signed-Releases。 其余权重已重新归一化。
社区与采用
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？
80
流行度与采用
83良好
评分方式
| 56.6/60 | 星标 — 3,092 个星标 |
| 19.4/25 | 复刻 — 214 个复刻 |
| 7.4/15 | 关注者 — 22 位关注者 |
所用输入
| forks | 214 |
| stars | 3,092 |
| watchers | 22 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
77良好
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（Apache-2.0） |
| 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 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 是 |
可持续性与治理
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？
69
维护者韧性（巴士系数）
42存在风险
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 9.4/22.5 | 提交分布 — 头号贡献者编写了 58% 的提交 |
| 13.5/13.5 | 贡献者广度 — 29 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 5 contributing companies or organizations |
所用输入
| bus_factor | 1 |
| contributors_sampled | 29 |
| top_contributor_share | 0.581 |
议题与 PR 响应能力
68中等
评分方式
| 26.4/46.8 | 议题解决 — 56% 的议题已关闭 |
| 30.1/38.3 | PR 接受 — 已裁定的 PR 中 268/341 已合并 |
| 12/15 | OpenSSF Scorecard：Code-Review — Found 26/30 approved changesets -- score normalized to 8 |
所用输入
| merged_prs | 268 |
| open_issues | 113 |
| closed_issues | 147 |
| issue_closed_ratio | 0.565 |
| closed_unmerged_prs | 73 |
所有权与托管责任
78良好
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 23.3/25 | 所有者影响力 — qdrant 有 1,759 位关注者 |
| 24.4/25 | 既往记录 — 132 个公开仓库，账户约 5 年 |
所用输入
| followers | 1,759 |
| owner_type | Organization |
| is_verified | — |
| owner_login | qdrant |
| public_repos | 132 |
| account_age_days | 2,090 |
软件包维护
100优秀
评分方式
| 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 116 天前 |
| 20/20 | 版本历史 — 44 个已发布版本 |
| 20/20 | 未被弃用 — 活跃，未被弃用或撤回 |
所用输入
| packages | fastembed |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 116 |
工程质量
基础的工程与文档实践是否到位？
92
工程实践
94优秀
评分方式
| 24/24 | CI 工作流 — 4 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 |
| 9.6/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 27 out of 27 merged PRs checked by a CI test -- score normalized to 10 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 是 |
| has_precommit_config | 是 |
文档
90优秀
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://qdrant.github.io/fastembed/ |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 6 个主题标签 |
| 0/10 | Wiki |
所用输入
| topics | embeddings, openai, rag, retrieval, retrieval-augmented-generation, vector-search |
| has_wiki | 否 |
| homepage | https://qdrant.github.io/fastembed/ |
| has_readme | 是 |
| has_docs_dir | 是 |
| has_description | 是 |
安全
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？
65
安全态势
65中等
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — 无数据 |
| 2.5/2.5 | CI-Tests — 27 out of 27 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — 无数据 |
| 6/7.5 | Code-Review — Found 26/30 approved changesets -- score normalized to 8 |
| 2.5/2.5 | Contributors — project has 5 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 — 4 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 1.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3 |
| 4.5/5 | SAST — SAST tool is not run on all commits -- score normalized to 9 |
| 0/5 | Security-Policy — security policy file not 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 — 75 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 6.5 |
已排除计分（无数据或不适用）：branch_protection, cii_best_practices, signed_releases。 其余权重已重新归一化。
AI 就绪度
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？这是一枚独立的实验性徽章——权重为 0.0，因此单独呈现，不影响总体健康评分。
47
AI 代理上下文与指引
1危急
评分方式
| 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） |
| 0/40 | 可读的提交历史 — 无数据 |
所用输入
| has_llms_txt | 否 |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
已排除计分（无数据或不适用）：可读的提交历史。 其余权重已重新归一化。
评分方式
| 0/18 | 一条命令的引导启动 |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 |
| 11/11 | 静态类型检查 — fastembed/py.typed |
| 10/10 | 可复现环境 — lockfile |
| 0/10 | 已体现的代理实践 — 无数据 |
| 0/8 | 自动化维护 — 无数据 |
| 3/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | poetry.lock |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | fastembed/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
已排除计分（无数据或不适用）：已体现的代理实践, 自动化维护。 其余权重已重新归一化。
面向模型的代码可读性
82良好
评分方式
| 27/45 | 可类型检查的代码 — Python，已配置类型检查（fastembed/py.typed） |
| 55/55 | 可控的文件大小 — 采样的 78 个源文件中有 0 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 21,350 |
| source_files_sampled | 78 |
| oversized_source_files | 0 |
机器可读接口
40存在风险
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 0/20 | MCP 服务器 |
| 40/40 | 可运行示例 — examples, notebooks |
所用输入
| example_dirs | examples, notebooks |
| has_mcp_signal | 否 |
| api_schema_files | — |
关键数据
3,092GitHub 星标
29贡献者
32最近 12 个月提交数
0距最近推送天数
27发布版本数
1巴士系数（bus factor）
113开放议题
PyPI软件包生态系统数
更多细节
OpenSSF Scorecard 6.5 / 10
6.5综合
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 |
| 不适用 | Branch-Protection | internal error: error during branchesHandler.setup: 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 |
| 10 | CI-Tests | 27 out of 27 merged PRs checked by a CI test -- score normalized to 10 |
| 不适用 | CII-Best-Practices | internal error: error during json parsing: error during json.Unmarshal: invalid character '<' looking for beginning of value |
| 8 | Code-Review | Found 26/30 approved changesets -- score normalized to 8 |
| 10 | Contributors | project has 5 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 | 4 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 3 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 3 |
| 9 | SAST | SAST tool is not run on all commits -- score normalized to 9 |
| 0 | Security-Policy | security policy file not detected |
| 不适用 | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 75 existing vulnerabilities detected |
直接依赖 10
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | numpy | — | pyproject.toml |
| PyPI | onnxruntime | — | pyproject.toml |
| PyPI | tqdm | ^4.66 | pyproject.toml |
| PyPI | requests | ^2.31 | pyproject.toml |
| PyPI | tokenizers | >=0.15,<1.0 | pyproject.toml |
| PyPI | huggingface-hub | >=0.20,<2.0 | pyproject.toml |
| PyPI | loguru | ^0.7.2 | pyproject.toml |
| PyPI | pillow | — | pyproject.toml |
| PyPI | mmh3 | >=4.1.0,<6.0.0 | pyproject.toml |
| PyPI | py-rust-stemmers | ^0.1.0 | pyproject.toml |
全部依赖 170
来自 GitHub 依赖图的完整解析依赖集合：13 个直接依赖与 157 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 | huggingface-hub | 1.5.0 | 直接 |
| PyPI | loguru | 0.7.2 | 直接 |
| PyPI | loguru | 0.7.3 | 直接 |
| PyPI | mmh3 | 5.2.0 | 直接 |
| PyPI | numpy | 2.2.6 | 直接 |
| PyPI | numpy | 2.4.2 | 直接 |
| PyPI | onnxruntime | 1.23.2 | 直接 |
| PyPI | onnxruntime | 1.24.2 | 直接 |
| PyPI | pillow | 12.1.1 | 直接 |
| PyPI | py-rust-stemmers | 0.1.5 | 直接 |
| PyPI | requests | 2.32.5 | 直接 |
| PyPI | tokenizers | 0.22.2 | 直接 |
| PyPI | tqdm | 4.67.3 | 直接 |
| PyPI | annotated-doc | 0.0.4 | 间接 |
| PyPI | anyio | 4.12.1 | 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 | 3.0.1 | 间接 |
| PyPI | async-lru | 2.2.0 | 间接 |
| PyPI | attrs | 25.4.0 | 间接 |
| PyPI | babel | 2.18.0 | 间接 |
| PyPI | backrefs | 6.2 | 间接 |
| PyPI | beautifulsoup4 | 4.14.3 | 间接 |
| PyPI | bleach | 6.3.0 | 间接 |
| PyPI | cairocffi | 1.7.1 | 间接 |
| PyPI | cairosvg | 2.8.2 | 间接 |
| PyPI | certifi | 2026.2.25 | 间接 |
| PyPI | cffi | 2.0.0 | 间接 |
| PyPI | cfgv | 3.5.0 | 间接 |
| PyPI | charset-normalizer | 3.4.4 | 间接 |
| PyPI | click | 8.3.1 | 间接 |
| PyPI | colorama | 0.4.6 | 间接 |
| PyPI | coloredlogs | 15.0.1 | 间接 |
| PyPI | comm | 0.2.3 | 间接 |
| PyPI | cssselect2 | 0.9.0 | 间接 |
| PyPI | debugpy | 1.8.20 | 间接 |
| PyPI | decorator | 5.2.1 | 间接 |
| PyPI | defusedxml | 0.7.1 | 间接 |
| PyPI | distlib | 0.4.0 | 间接 |
| PyPI | exceptiongroup | 1.3.1 | 间接 |
| PyPI | executing | 2.2.1 | 间接 |
| PyPI | fastjsonschema | 2.21.2 | 间接 |
| PyPI | filelock | 3.25.0 | 间接 |
| PyPI | flatbuffers | 25.12.19 | 间接 |
| PyPI | fqdn | 1.4.0 | 间接 |
| PyPI | fqdn | 1.5.1 | 间接 |
| PyPI | fsspec | 2026.2.0 | 间接 |
| PyPI | ghp-import | 2.1.0 | 间接 |
| PyPI | gitdb | 4.0.12 | 间接 |
| PyPI | gitpython | 3.1.46 | 间接 |
| PyPI | h11 | 0.16.0 | 间接 |
| PyPI | hf-xet | 1.3.2 | 间接 |
| PyPI | httpcore | 1.0.9 | 间接 |
| PyPI | httpx | 0.28.1 | 间接 |
| PyPI | humanfriendly | 10.0 | 间接 |
| PyPI | identify | 2.6.17 | 间接 |
| PyPI | idna | 3.11 | 间接 |
| PyPI | iniconfig | 2.3.0 | 间接 |
| PyPI | ipykernel | 7.2.0 | 间接 |
| PyPI | ipython | 8.38.0 | 间接 |
| PyPI | ipython | 9.10.0 | 间接 |
| PyPI | ipython | 9.11.0 | 间接 |
| PyPI | ipython-pygments-lexers | 1.1.1 | 间接 |
| PyPI | isoduration | 20.11.0 | 间接 |
| PyPI | jedi | 0.19.2 | 间接 |
| PyPI | jinja2 | 3.1.6 | 间接 |
| PyPI | json5 | 0.13.0 | 间接 |
| PyPI | jsonpointer | 3.0.0 | 间接 |
| PyPI | jsonschema | 4.26.0 | 间接 |
| PyPI | jsonschema-specifications | 2025.9.1 | 间接 |
| PyPI | jupyter-client | 8.8.0 | 间接 |
| PyPI | jupyter-core | 5.9.1 | 间接 |
| PyPI | jupyter-events | 0.12.0 | 间接 |
| PyPI | jupyter-lsp | 2.3.0 | 间接 |
| PyPI | jupyter-server | 2.17.0 | 间接 |
| PyPI | jupyter-server-terminals | 0.5.4 | 间接 |
| PyPI | jupyterlab | 4.5.5 | 间接 |
| PyPI | jupyterlab-pygments | 0.3.0 | 间接 |
| PyPI | jupyterlab-server | 2.28.0 | 间接 |
| PyPI | lark | 1.3.1 | 间接 |
| PyPI | librt | 0.8.1 | 间接 |
| PyPI | markdown | 3.10.2 | 间接 |
| PyPI | markdown-it-py | 4.0.0 | 间接 |
| PyPI | markupsafe | 3.0.3 | 间接 |
| PyPI | matplotlib-inline | 0.2.1 | 间接 |
| PyPI | mdurl | 0.1.2 | 间接 |
| PyPI | mergedeep | 1.3.4 | 间接 |
| PyPI | mistune | 3.2.0 | 间接 |
| PyPI | mkdocs | 1.6.1 | 间接 |
| PyPI | mkdocs-autorefs | 1.4.4 | 间接 |
| PyPI | mkdocs-get-deps | 0.2.0 | 间接 |
| PyPI | mkdocs-material | 9.7.4 | 间接 |
| PyPI | mkdocs-material-extensions | 1.3.1 | 间接 |
| PyPI | mkdocstrings | 0.24.3 | 间接 |
| PyPI | mknotebooks | 0.8.0 | 间接 |
| PyPI | ml-dtypes | 0.5.4 | 间接 |
| PyPI | mpmath | 1.3.0 | 间接 |
| PyPI | mypy | 1.19.1 | 间接 |
| PyPI | mypy-extensions | 1.1.0 | 间接 |
| PyPI | nbclient | 0.10.4 | 间接 |
| PyPI | nbconvert | 7.17.0 | 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 | notebook | 7.5.4 | 间接 |
| PyPI | notebook-shim | 0.2.4 | 间接 |
| PyPI | onnx | 1.20.1 | 间接 |
| PyPI | overrides | 7.7.0 | 间接 |
| PyPI | packaging | 26.0 | 间接 |
| PyPI | paginate | 0.5.7 | 间接 |
| PyPI | pandocfilters | 1.5.1 | 间接 |
| PyPI | parso | 0.8.6 | 间接 |
| PyPI | pathspec | 1.0.4 | 间接 |
| PyPI | pexpect | 4.9.0 | 间接 |
| PyPI | platformdirs | 4.9.2 | 间接 |
| PyPI | pluggy | 1.6.0 | 间接 |
| PyPI | pre-commit | 3.8.0 | 间接 |
| PyPI | prometheus-client | 0.24.1 | 间接 |
| PyPI | prompt-toolkit | 3.0.52 | 间接 |
| PyPI | protobuf | 7.34.0 | 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 | 3.0 | 间接 |
| PyPI | pygments | 2.19.2 | 间接 |
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原始 JSON 报告 机器可读
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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},
{
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{
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{
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{
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{
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{
"key": "dangerous_workflow",
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{
"key": "dependency_update_tool",
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{
"key": "fuzzing",
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{
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{
"key": "maintained",
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{
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{
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{
"key": "sast",
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{
"key": "security_policy",
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{
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"status": "excluded",
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{
"key": "token_permissions",
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{
"key": "vulnerabilities",
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]
},
{
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"notes": [
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"code": "jurisdiction_evidence_limits",
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],
"value": 100,
"inputs": {
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"review_only_matches": 0,
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"components": [
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"key": "policy_exposure_multiplier",
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],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
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{
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"name": "AI Readiness",
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"weight": 0,
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"value": 1,
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"status": "missed",
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{
"key": "machine_readable_docs_llms_txt",
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],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
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},
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"report_type": "repository",
"generated_at": "2026-07-18T13:37:35.610090Z",
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"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/q/qdrant/fastembed.svg",
"full_name": "qdrant/fastembed",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}