公开记录优秀
软件健康报告模式 0.34.0 · 指标 2.10.0 · 2026-09-10 01:34 UTC
deepset-ai / haystack-core-integrations
Additional packages (components, document stores and the likes) to extend the capabilities of Haystack
deepset-ai/haystack-core-integrations 的健康指数为 100 分中的 89 分，处于「优秀」区间。 其得分最高的类别是Sustainability & Governance（87/100），最低的是Vitality（60/100）。 最近一次更新在今天。 近期的大部分工作由 3 位贡献者完成。
89
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，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。
89
卓越93-100公开记录中的最高层级（约前 5%）；基本满足所有检验标准
优秀80-92各方面均表现强劲；仅有少量不足
良好65-79健康；不足之处有限且可控
中等50-64可接受，但存在明显不足；建议进行审查
薄弱35-49多个领域存在实质性薄弱环节
存在风险20-34存在重大薄弱环节；采用时应保持审慎
危急1-19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。
加权总体分 75 经校准后在公布的指数量表上为 89（记录校准 2026-08-02）。
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 | astra-haystack | 4.4.0 | 1,070 | 32 | 8 天前 | — |
| PyPI | brave-haystack | 0.1.0 | 388 | 1 | 126 天前 | ai-searchbravehaystackweb-search |
| PyPI | chroma-haystack | 4.5.0 | 9,429 | 46 | 8 天前 | — |
| PyPI | cognee-haystack | 0.1.2 | 137 | 3 | 15 天前 | — |
| PyPI | cohere-haystack | 10.0.0 | 36,509 | 47 | 5 天前 | — |
| PyPI | aimlapi-haystack | 2.1.0 | 408 | 3 | 54 天前 | — |
| PyPI | alloydb-haystack | 0.3.0 | 523 | 4 | 8 天前 | — |
| PyPI | chonkie-haystack | 1.1.0 | - | 2 | 5 天前 | — |
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？
60
开发活跃度
100卓越
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 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 1,656 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 1,656 |
| human_commit_share | 0.95 |
| days_since_last_push | 0 |
| active_weeks_last_year | 52 |
发布纪律
1危急
评分方式
| 0/27 | 有发布版本 — 未发布任何发布版本 |
| 0/36 | 发布时效 — 没有发布版本 |
| 0/27 | 发布节奏 — 没有发布版本 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 0 |
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？
77
流行度与采用
63中等
评分方式
| 37.4/60 | 星标 — 202 个星标 |
| 20.9/25 | 复刻 — 325 个复刻 |
| 4.7/15 | 关注者 — 8 位关注者 |
所用输入
| forks | 325 |
| stars | 202 |
| watchers | 8 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
92优秀
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 |
| 13.5/13.5 | 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 |
| readme_badges | 411 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 是 |
| readme_badge_services | github.com, shields.io |
| has_pull_request_template | 是 |
生态采用（下载量）
78良好
评分方式
| 62.5/80 | 月度下载量 — pypi 合计每月 48,464 次下载 |
| 0/20 | 注册表被依赖数 — 该生态系统不报告此项 |
所用输入
| packages | astra-haystack, brave-haystack, chroma-haystack, cognee-haystack, cohere-haystack, aimlapi-haystack, alloydb-haystack, chonkie-haystack |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 48,464 |
| unverified_packages_excluded | — |
已排除计分（无数据或不适用）：注册表被依赖数。 其余权重已重新归一化。
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？
87
维护者韧性（巴士系数）
76良好
评分方式
| 36/54 | 巴士系数 — 3 位贡献者贡献了半数提交 |
| 16/22.5 | 提交分布 — 头号贡献者编写了 29% 的提交 |
| 13.5/13.5 | 贡献者广度 — 98 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 18 contributing companies or organizations |
所用输入
| bus_factor | 3 |
| contributors_sampled | 98 |
| top_contributor_share | 0.289 |
议题与 PR 响应能力
80优秀
评分方式
| 39.2/42 | 议题解决 — 93% 的议题已关闭 |
| 27.3/30 | PR 接受 — 已裁定的 PR 中 2,636/2,894 已合并 |
| 6.5/13 | Newcomer PR acceptance — 30 天内首次贡献者的 PR 已合并 2/4 |
| 7.5/15 | OpenSSF Scorecard：Code-Review — Found 16/30 approved changesets -- score normalized to 5 |
所用输入
| merged_prs | 2,636 |
| open_issues | 66 |
| closed_issues | 912 |
| prs_merged_7d | 25 |
| prs_decided_7d | 32 |
| prs_merged_30d | 45 |
| prs_decided_30d | 55 |
| issue_closed_ratio | 0.933 |
| closed_unmerged_prs | 258 |
| first_time_authors_30d | 4 |
| first_time_prs_merged_30d | 2 |
| first_time_prs_decided_30d | 4 |
所有权与托管责任
98卓越
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 20/20 | 已验证域名 |
| 22.6/25 | 所有者影响力 — deepset-ai 有 1,381 位关注者 |
| 25/25 | 既往记录 — 78 个公开仓库，账户约 7 年 |
所用输入
| followers | 1,381 |
| owner_type | Organization |
| is_verified | 是 |
| owner_login | deepset-ai |
| public_repos | 78 |
| account_age_days | 2,644 |
软件包维护
100卓越
评分方式
| 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 5 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 |
所用输入
| packages | astra-haystack, brave-haystack, chroma-haystack, cognee-haystack, cohere-haystack, aimlapi-haystack, alloydb-haystack, chonkie-haystack |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 5 |
工程质量
基础的工程与文档实践是否到位？
76
工程实践
84优秀
评分方式
| 24/24 | CI 工作流 — 119 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 — integrations/agent_pack/pyproject.toml ([tool.ruff]), integrations/aimlapi/pyproject.toml ([tool.ruff]), integrations/alloydb/pyproject.toml ([tool.ruff]), integrations/amazon_bedrock/pyproject.toml ([tool.ruff]), integrations/amazon_sagemaker/pyproject.toml ([tool.ruff]), integrations/amazon_textract/pyproject.toml ([tool.ruff]), integrations/anthropic/pyproject.toml ([tool.ruff]), integrations/arangodb/pyproject.toml ([tool.ruff]), integrations/arcadedb/pyproject.toml ([tool.ruff]), integrations/astra/pyproject.toml ([tool.ruff]), integrations/azure_ai_search/pyproject.toml ([tool.ruff]), integrations/azure_doc_intelligence/pyproject.toml ([tool.ruff]), integrations/azure_documentdb/pyproject.toml ([tool.ruff]), integrations/azure_form_recognizer/pyproject.toml ([tool.ruff]), integrations/brave/pyproject.toml ([tool.ruff]), integrations/chonkie/pyproject.toml ([tool.ruff]), integrations/chroma/pyproject.toml ([tool.ruff]), integrations/cognee/pyproject.toml ([tool.ruff]), integrations/cohere/pyproject.toml ([tool.ruff]), integrations/cometapi/pyproject.toml ([tool.ruff]) |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 16 out of 16 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 | 否 |
文档
65良好
评分方式
| 30/30 | README |
| 0/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://haystack.deepset.ai |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 5 个主题标签 |
| 0/10 | Wiki |
所用输入
| topics | ai, haystack, llm, mlops, nlp |
| has_wiki | 否 |
| homepage | https://haystack.deepset.ai |
| docs_site | https://haystack.deepset.ai |
| has_readme | 是 |
| has_docs_dir | 否 |
| 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？
70
安全态势
62中等
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 4.5/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 16 out of 16 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 |
| 3.8/7.5 | Code-Review — Found 16/30 approved changesets -- score normalized to 5 |
| 2.5/2.5 | Contributors — project has 18 contributing companies or organizations |
| 0/10 | Dangerous-Workflow — 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 5 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 4.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9 |
| 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 |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 6.2 |
已排除计分（无数据或不适用）：Signed-Releases。 其余权重已重新归一化。
依赖安全公告
100卓越
评分方式
| 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 |
所用输入
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 52 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
已排除计分（无数据或不适用）：没有长期未处理的公告。 其余权重已重新归一化。 比对的是 pypi:astra-haystack@4.4.0 的运行时依赖闭包——安装已发布的软件包时真正被拉取进来的内容——共 52 个软件包。 未对可达性进行分析。
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？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。
85
AI 代理上下文与指引
86优秀
评分方式
| 45/45 | 代理指令 — AGENTS.md, CLAUDE.md |
| 15/15 | 机器可读文档（llms.txt） — 项目网站提供 llms.txt（https://haystack.deepset.ai/llms.txt） |
| 26.4/40 | 可读的提交历史 — 95 次人类提交中有 47 次说明了意图（结构化标题或解释性正文） |
所用输入
| has_llms_txt | 是 |
| llms_txt_url | https://haystack.deepset.ai/llms.txt |
| legible_history_share | 0.495 |
| agent_instruction_files | AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 2,237 |
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 — integrations/agent_pack/pyproject.toml ([tool.ruff]), integrations/aimlapi/pyproject.toml ([tool.ruff]), integrations/alloydb/pyproject.toml ([tool.ruff]), integrations/amazon_bedrock/pyproject.toml ([tool.ruff]), integrations/amazon_sagemaker/pyproject.toml ([tool.ruff]), integrations/amazon_textract/pyproject.toml ([tool.ruff]), integrations/anthropic/pyproject.toml ([tool.ruff]), integrations/arangodb/pyproject.toml ([tool.ruff]), integrations/arcadedb/pyproject.toml ([tool.ruff]), integrations/astra/pyproject.toml ([tool.ruff]), integrations/azure_ai_search/pyproject.toml ([tool.ruff]), integrations/azure_doc_intelligence/pyproject.toml ([tool.ruff]), integrations/azure_documentdb/pyproject.toml ([tool.ruff]), integrations/azure_form_recognizer/pyproject.toml ([tool.ruff]), integrations/brave/pyproject.toml ([tool.ruff]), integrations/chonkie/pyproject.toml ([tool.ruff]), integrations/chroma/pyproject.toml ([tool.ruff]), integrations/cognee/pyproject.toml ([tool.ruff]), integrations/cohere/pyproject.toml ([tool.ruff]), integrations/cometapi/pyproject.toml ([tool.ruff]) |
| 11/11 | 静态类型检查 — integrations/agent_pack/src/haystack_integrations/agent_pack/py.typed, integrations/aimlapi/src/haystack_integrations/components/generators/py.typed, integrations/alloydb/src/haystack_integrations/components/retrievers/py.typed, integrations/alloydb/src/haystack_integrations/document_stores/py.typed, integrations/amazon_bedrock/src/haystack_integrations/common/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/downloaders/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/embedders/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/generators/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/rankers/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/retrievers/py.typed, integrations/amazon_bedrock/src/haystack_integrations/token_counters/py.typed, integrations/amazon_sagemaker/src/haystack_integrations/components/generators/py.typed, integrations/amazon_textract/src/haystack_integrations/components/converters/py.typed, integrations/anthropic/src/haystack_integrations/components/generators/py.typed, integrations/anthropic/src/haystack_integrations/token_counters/py.typed, integrations/arangodb/src/haystack_integrations/components/retrievers/py.typed, integrations/arangodb/src/haystack_integrations/document_stores/py.typed, integrations/arcadedb/src/haystack_integrations/components/retrievers/py.typed, integrations/arcadedb/src/haystack_integrations/document_stores/py.typed, integrations/astra/src/haystack_integrations/components/retrievers/py.typed, integrations/astra/src/haystack_integrations/document_stores/py.typed, integrations/azure_ai_search/src/haystack_integrations/components/retrievers/py.typed, integrations/azure_ai_search/src/haystack_integrations/document_stores/py.typed, integrations/azure_doc_intelligence/src/haystack_integrations/components/converters/py.typed, integrations/azure_documentdb/src/haystack_integrations/components/retrievers/py.typed, integrations/azure_documentdb/src/haystack_integrations/document_stores/py.typed, integrations/azure_form_recognizer/src/haystack_integrations/components/converters/py.typed, integrations/brave/src/haystack_integrations/components/websearch/py.typed, integrations/chonkie/src/haystack_integrations/components/preprocessors/py.typed, integrations/chroma/src/haystack_integrations/components/retrievers/py.typed, integrations/chroma/src/haystack_integrations/document_stores/py.typed, integrations/cognee/src/haystack_integrations/components/retrievers/py.typed, integrations/cognee/src/haystack_integrations/components/writers/py.typed, integrations/cognee/src/haystack_integrations/memory_stores/py.typed, integrations/cohere/src/haystack_integrations/components/embedders/py.typed, integrations/cohere/src/haystack_integrations/components/generators/py.typed, integrations/cohere/src/haystack_integrations/components/rankers/py.typed, integrations/cometapi/src/haystack_integrations/components/generators/py.typed, integrations/datadog/src/haystack_integrations/components/connectors/py.typed, integrations/datadog/src/haystack_integrations/tracing/py.typed, integrations/ddgs/src/haystack_integrations/components/websearch/py.typed, integrations/deepeval/src/haystack_integrations/components/evaluators/py.typed, integrations/docling/src/haystack_integrations/components/converters/py.typed, integrations/docling_serve/src/haystack_integrations/components/converters/py.typed, integrations/dspy/src/haystack_integrations/components/generators/py.typed, integrations/e2b/src/haystack_integrations/tools/py.typed, integrations/edenai/src/haystack_integrations/components/embedders/py.typed, integrations/edenai/src/haystack_integrations/components/generators/py.typed, integrations/elasticsearch/src/haystack_integrations/components/retrievers/py.typed, integrations/elasticsearch/src/haystack_integrations/document_stores/py.typed, integrations/faiss/src/haystack_integrations/components/retrievers/py.typed, integrations/faiss/src/haystack_integrations/document_stores/py.typed, integrations/falkordb/src/haystack_integrations/components/retrievers/py.typed, integrations/falkordb/src/haystack_integrations/document_stores/py.typed, integrations/fastembed/src/haystack_integrations/components/embedders/py.typed, integrations/fastembed/src/haystack_integrations/components/rankers/py.typed, integrations/firecrawl/src/haystack_integrations/components/fetchers/py.typed, integrations/firecrawl/src/haystack_integrations/components/websearch/py.typed, integrations/funasr/src/haystack_integrations/components/audio/py.typed, integrations/github/src/haystack_integrations/components/connectors/py.typed, integrations/github/src/haystack_integrations/prompts/py.typed, integrations/github/src/haystack_integrations/tools/py.typed, integrations/google_drive/src/haystack_integrations/common/py.typed, integrations/google_drive/src/haystack_integrations/components/fetchers/py.typed, integrations/google_drive/src/haystack_integrations/components/retrievers/py.typed, integrations/google_genai/src/haystack_integrations/common/py.typed, integrations/google_genai/src/haystack_integrations/components/embedders/py.typed, integrations/google_genai/src/haystack_integrations/components/generators/py.typed, integrations/google_genai/src/haystack_integrations/token_counters/py.typed, integrations/hanlp/src/haystack_integrations/components/preprocessors/py.typed, integrations/hetzner/src/haystack_integrations/components/generators/py.typed, integrations/huggingface_api/src/haystack_integrations/common/py.typed, integrations/huggingface_api/src/haystack_integrations/components/embedders/py.typed, integrations/huggingface_api/src/haystack_integrations/components/generators/py.typed, integrations/huggingface_api/src/haystack_integrations/components/rankers/py.typed, integrations/ibm_db/src/haystack_integrations/components/retrievers/py.typed, integrations/ibm_db/src/haystack_integrations/document_stores/py.typed, integrations/jina/src/haystack_integrations/components/connectors/py.typed, integrations/jina/src/haystack_integrations/components/embedders/py.typed, integrations/jina/src/haystack_integrations/components/rankers/py.typed, integrations/kreuzberg/src/haystack_integrations/components/converters/py.typed, integrations/langdetect/src/haystack_integrations/components/classifiers/py.typed, integrations/langdetect/src/haystack_integrations/components/routers/py.typed, integrations/langfuse/src/haystack_integrations/components/connectors/py.typed, integrations/langfuse/src/haystack_integrations/tracing/py.typed, integrations/lara/src/haystack_integrations/components/translators/py.typed, integrations/libreoffice/src/haystack_integrations/components/converters/py.typed, integrations/linkup/src/haystack_integrations/components/websearch/py.typed, integrations/litellm/src/haystack_integrations/components/generators/py.typed, integrations/llama_cpp/src/haystack_integrations/components/generators/py.typed, integrations/llama_stack/src/haystack_integrations/components/generators/py.typed, integrations/mariadb/src/haystack_integrations/components/retrievers/py.typed, integrations/mariadb/src/haystack_integrations/document_stores/py.typed, integrations/markitdown/src/haystack_integrations/components/converters/py.typed, integrations/mcp/src/haystack_integrations/tools/py.typed, integrations/mem0/src/haystack_integrations/components/retrievers/py.typed, integrations/mem0/src/haystack_integrations/components/writers/py.typed, integrations/mem0/src/haystack_integrations/memory_stores/py.typed, integrations/mem0/src/haystack_integrations/tools/py.typed, integrations/microsoft_sharepoint/src/haystack_integrations/common/py.typed, integrations/microsoft_sharepoint/src/haystack_integrations/components/fetchers/py.typed, integrations/microsoft_sharepoint/src/haystack_integrations/components/retrievers/py.typed, integrations/mirage/src/haystack_integrations/tools/py.typed, integrations/mistral/src/haystack_integrations/components/converters/py.typed, integrations/mistral/src/haystack_integrations/components/embedders/py.typed, integrations/mistral/src/haystack_integrations/components/generators/py.typed, integrations/mongodb_atlas/src/haystack_integrations/components/retrievers/py.typed, integrations/mongodb_atlas/src/haystack_integrations/document_stores/py.typed, integrations/nvidia/src/haystack_integrations/components/embedders/py.typed, integrations/nvidia/src/haystack_integrations/components/generators/py.typed, integrations/nvidia/src/haystack_integrations/components/rankers/py.typed, integrations/nvidia/src/haystack_integrations/utils/py.typed, integrations/oauth/src/haystack_integrations/components/connectors/py.typed, integrations/oauth/src/haystack_integrations/utils/py.typed, integrations/ollama/src/haystack_integrations/components/embedders/py.typed, integrations/ollama/src/haystack_integrations/components/generators/py.typed, integrations/openapi/src/haystack_integrations/components/connectors/py.typed, integrations/openapi/src/haystack_integrations/components/converters/py.typed, integrations/opendataloader_pdf/src/haystack_integrations/components/converters/py.typed, integrations/openrouter/src/haystack_integrations/components/generators/py.typed, integrations/opensearch/src/haystack_integrations/components/retrievers/py.typed, integrations/opensearch/src/haystack_integrations/document_stores/py.typed, integrations/opentelemetry/src/haystack_integrations/components/connectors/py.typed, integrations/opentelemetry/src/haystack_integrations/tracing/py.typed, integrations/optimum/src/haystack_integrations/components/embedders/py.typed, integrations/oracle/src/haystack_integrations/components/retrievers/py.typed, integrations/oracle/src/haystack_integrations/document_stores/py.typed, integrations/orcarouter/src/haystack_integrations/components/generators/py.typed, integrations/paddleocr/src/haystack_integrations/components/converters/py.typed, integrations/parallel/src/haystack_integrations/components/generators/py.typed, integrations/parallel/src/haystack_integrations/components/websearch/py.typed, integrations/perplexity/src/haystack_integrations/components/embedders/py.typed, integrations/perplexity/src/haystack_integrations/components/generators/py.typed, integrations/perplexity/src/haystack_integrations/components/websearch/py.typed, integrations/pgvector/src/haystack_integrations/components/retrievers/py.typed, integrations/pgvector/src/haystack_integrations/document_stores/py.typed, integrations/pinecone/src/haystack_integrations/components/retrievers/py.typed, integrations/pinecone/src/haystack_integrations/document_stores/py.typed, integrations/presidio/src/haystack_integrations/common/py.typed, integrations/presidio/src/haystack_integrations/components/extractors/py.typed, integrations/presidio/src/haystack_integrations/components/preprocessors/py.typed, integrations/pyversity/src/haystack_integrations/components/rankers/py.typed, integrations/qdrant/src/haystack_integrations/components/retrievers/py.typed, integrations/qdrant/src/haystack_integrations/document_stores/py.typed, integrations/ragas/src/haystack_integrations/components/evaluators/py.typed, integrations/rhesis/src/haystack_integrations/components/connectors/py.typed, integrations/rhesis/src/haystack_integrations/tracing/py.typed, integrations/searchapi/src/haystack_integrations/components/websearch/py.typed, integrations/sentence_transformers/src/haystack_integrations/components/embedders/py.typed, integrations/sentence_transformers/src/haystack_integrations/components/rankers/py.typed, integrations/serperdev/src/haystack_integrations/components/websearch/py.typed, integrations/snowflake/src/haystack_integrations/components/retrievers/py.typed, integrations/solr/src/haystack_integrations/components/retrievers/py.typed, integrations/solr/src/haystack_integrations/document_stores/py.typed, integrations/spacy/src/haystack_integrations/components/extractors/py.typed, integrations/sqlalchemy/src/haystack_integrations/components/retrievers/py.typed, integrations/stackit/src/haystack_integrations/components/embedders/py.typed, integrations/stackit/src/haystack_integrations/components/generators/py.typed, integrations/supabase/src/haystack_integrations/components/downloaders/py.typed, integrations/supabase/src/haystack_integrations/components/retrievers/py.typed, integrations/supabase/src/haystack_integrations/document_stores/py.typed, integrations/tavily/src/haystack_integrations/components/fetchers/py.typed, integrations/tavily/src/haystack_integrations/components/websearch/py.typed, integrations/tavily/src/haystack_integrations/tools/py.typed, integrations/tika/src/haystack_integrations/components/converters/py.typed, integrations/togetherai/src/haystack_integrations/components/generators/py.typed, integrations/transformers/src/haystack_integrations/common/py.typed, integrations/transformers/src/haystack_integrations/components/classifiers/py.typed, integrations/transformers/src/haystack_integrations/components/extractors/py.typed, integrations/transformers/src/haystack_integrations/components/generators/py.typed, integrations/transformers/src/haystack_integrations/components/readers/py.typed, integrations/transformers/src/haystack_integrations/components/routers/py.typed, integrations/twelvelabs/src/haystack_integrations/components/converters/py.typed, integrations/twelvelabs/src/haystack_integrations/components/embedders/py.typed, integrations/unstructured/src/haystack_integrations/components/converters/py.typed, integrations/valkey/src/haystack_integrations/components/retrievers/py.typed, integrations/valkey/src/haystack_integrations/document_stores/py.typed, integrations/vespa/src/haystack_integrations/components/retrievers/py.typed, integrations/vespa/src/haystack_integrations/document_stores/py.typed, integrations/vllm/src/haystack_integrations/common/py.typed, integrations/vllm/src/haystack_integrations/components/embedders/py.typed, integrations/vllm/src/haystack_integrations/components/generators/py.typed, integrations/vllm/src/haystack_integrations/components/rankers/py.typed, integrations/watsonx/src/haystack_integrations/components/embedders/py.typed, integrations/watsonx/src/haystack_integrations/components/generators/py.typed, integrations/weave/src/haystack_integrations/components/connectors/py.typed, integrations/weave/src/haystack_integrations/tracing/py.typed, integrations/weaviate/src/haystack_integrations/components/retrievers/py.typed, integrations/weaviate/src/haystack_integrations/document_stores/py.typed, integrations/whisper/src/haystack_integrations/components/audio/py.typed, integrations/youcom/src/haystack_integrations/components/websearch/py.typed |
| 10/10 | 可复现环境 — Dockerfile |
| 10/10 | 已体现的代理实践 — 最近 100 次提交中有 14 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 5 次为自动依赖更新 |
| 9/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | — |
| has_dockerfile | 是 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | integrations/agent_pack/src/haystack_integrations/agent_pack/py.typed, integrations/aimlapi/src/haystack_integrations/components/generators/py.typed, integrations/alloydb/src/haystack_integrations/components/retrievers/py.typed, integrations/alloydb/src/haystack_integrations/document_stores/py.typed, integrations/amazon_bedrock/src/haystack_integrations/common/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/downloaders/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/embedders/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/generators/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/rankers/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/retrievers/py.typed, integrations/amazon_bedrock/src/haystack_integrations/token_counters/py.typed, integrations/amazon_sagemaker/src/haystack_integrations/components/generators/py.typed, integrations/amazon_textract/src/haystack_integrations/components/converters/py.typed, integrations/anthropic/src/haystack_integrations/components/generators/py.typed, integrations/anthropic/src/haystack_integrations/token_counters/py.typed, integrations/arangodb/src/haystack_integrations/components/retrievers/py.typed, integrations/arangodb/src/haystack_integrations/document_stores/py.typed, integrations/arcadedb/src/haystack_integrations/components/retrievers/py.typed, integrations/arcadedb/src/haystack_integrations/document_stores/py.typed, integrations/astra/src/haystack_integrations/components/retrievers/py.typed, integrations/astra/src/haystack_integrations/document_stores/py.typed, integrations/azure_ai_search/src/haystack_integrations/components/retrievers/py.typed, integrations/azure_ai_search/src/haystack_integrations/document_stores/py.typed, integrations/azure_doc_intelligence/src/haystack_integrations/components/converters/py.typed, integrations/azure_documentdb/src/haystack_integrations/components/retrievers/py.typed, integrations/azure_documentdb/src/haystack_integrations/document_stores/py.typed, integrations/azure_form_recognizer/src/haystack_integrations/components/converters/py.typed, integrations/brave/src/haystack_integrations/components/websearch/py.typed, integrations/chonkie/src/haystack_integrations/components/preprocessors/py.typed, integrations/chroma/src/haystack_integrations/components/retrievers/py.typed, integrations/chroma/src/haystack_integrations/document_stores/py.typed, integrations/cognee/src/haystack_integrations/components/retrievers/py.typed, integrations/cognee/src/haystack_integrations/components/writers/py.typed, integrations/cognee/src/haystack_integrations/memory_stores/py.typed, integrations/cohere/src/haystack_integrations/components/embedders/py.typed, integrations/cohere/src/haystack_integrations/components/generators/py.typed, 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integrations/tavily/src/haystack_integrations/components/fetchers/py.typed, integrations/tavily/src/haystack_integrations/components/websearch/py.typed, integrations/tavily/src/haystack_integrations/tools/py.typed, integrations/tika/src/haystack_integrations/components/converters/py.typed, integrations/togetherai/src/haystack_integrations/components/generators/py.typed, integrations/transformers/src/haystack_integrations/common/py.typed, integrations/transformers/src/haystack_integrations/components/classifiers/py.typed, integrations/transformers/src/haystack_integrations/components/extractors/py.typed, integrations/transformers/src/haystack_integrations/components/generators/py.typed, integrations/transformers/src/haystack_integrations/components/readers/py.typed, integrations/transformers/src/haystack_integrations/components/routers/py.typed, integrations/twelvelabs/src/haystack_integrations/components/converters/py.typed, integrations/twelvelabs/src/haystack_integrations/components/embedders/py.typed, integrations/unstructured/src/haystack_integrations/components/converters/py.typed, integrations/valkey/src/haystack_integrations/components/retrievers/py.typed, integrations/valkey/src/haystack_integrations/document_stores/py.typed, integrations/vespa/src/haystack_integrations/components/retrievers/py.typed, integrations/vespa/src/haystack_integrations/document_stores/py.typed, integrations/vllm/src/haystack_integrations/common/py.typed, integrations/vllm/src/haystack_integrations/components/embedders/py.typed, integrations/vllm/src/haystack_integrations/components/generators/py.typed, integrations/vllm/src/haystack_integrations/components/rankers/py.typed, integrations/watsonx/src/haystack_integrations/components/embedders/py.typed, integrations/watsonx/src/haystack_integrations/components/generators/py.typed, integrations/weave/src/haystack_integrations/components/connectors/py.typed, integrations/weave/src/haystack_integrations/tracing/py.typed, integrations/weaviate/src/haystack_integrations/components/retrievers/py.typed, integrations/weaviate/src/haystack_integrations/document_stores/py.typed, integrations/whisper/src/haystack_integrations/components/audio/py.typed, integrations/youcom/src/haystack_integrations/components/websearch/py.typed |
| agent_commit_share | 0.14 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.05 |
面向模型的代码可读性
81优秀
评分方式
| 27/45 | 可类型检查的代码 — Python，已配置类型检查（integrations/agent_pack/src/haystack_integrations/agent_pack/py.typed, integrations/aimlapi/src/haystack_integrations/components/generators/py.typed, integrations/alloydb/src/haystack_integrations/components/retrievers/py.typed, integrations/alloydb/src/haystack_integrations/document_stores/py.typed, integrations/amazon_bedrock/src/haystack_integrations/common/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/downloaders/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/embedders/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/generators/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/rankers/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/retrievers/py.typed, integrations/amazon_bedrock/src/haystack_integrations/token_counters/py.typed, integrations/amazon_sagemaker/src/haystack_integrations/components/generators/py.typed, integrations/amazon_textract/src/haystack_integrations/components/converters/py.typed, integrations/anthropic/src/haystack_integrations/components/generators/py.typed, integrations/anthropic/src/haystack_integrations/token_counters/py.typed, integrations/arangodb/src/haystack_integrations/components/retrievers/py.typed, integrations/arangodb/src/haystack_integrations/document_stores/py.typed, integrations/arcadedb/src/haystack_integrations/components/retrievers/py.typed, integrations/arcadedb/src/haystack_integrations/document_stores/py.typed, integrations/astra/src/haystack_integrations/components/retrievers/py.typed, integrations/astra/src/haystack_integrations/document_stores/py.typed, integrations/azure_ai_search/src/haystack_integrations/components/retrievers/py.typed, integrations/azure_ai_search/src/haystack_integrations/document_stores/py.typed, integrations/azure_doc_intelligence/src/haystack_integrations/components/converters/py.typed, integrations/azure_documentdb/src/haystack_integrations/components/retrievers/py.typed, integrations/azure_documentdb/src/haystack_integrations/document_stores/py.typed, integrations/azure_form_recognizer/src/haystack_integrations/components/converters/py.typed, integrations/brave/src/haystack_integrations/components/websearch/py.typed, integrations/chonkie/src/haystack_integrations/components/preprocessors/py.typed, integrations/chroma/src/haystack_integrations/components/retrievers/py.typed, integrations/chroma/src/haystack_integrations/document_stores/py.typed, integrations/cognee/src/haystack_integrations/components/retrievers/py.typed, integrations/cognee/src/haystack_integrations/components/writers/py.typed, integrations/cognee/src/haystack_integrations/memory_stores/py.typed, integrations/cohere/src/haystack_integrations/components/embedders/py.typed, integrations/cohere/src/haystack_integrations/components/generators/py.typed, integrations/cohere/src/haystack_integrations/components/rankers/py.typed, integrations/cometapi/src/haystack_integrations/components/generators/py.typed, integrations/datadog/src/haystack_integrations/components/connectors/py.typed, integrations/datadog/src/haystack_integrations/tracing/py.typed, integrations/ddgs/src/haystack_integrations/components/websearch/py.typed, integrations/deepeval/src/haystack_integrations/components/evaluators/py.typed, integrations/docling/src/haystack_integrations/components/converters/py.typed, integrations/docling_serve/src/haystack_integrations/components/converters/py.typed, integrations/dspy/src/haystack_integrations/components/generators/py.typed, integrations/e2b/src/haystack_integrations/tools/py.typed, integrations/edenai/src/haystack_integrations/components/embedders/py.typed, integrations/edenai/src/haystack_integrations/components/generators/py.typed, integrations/elasticsearch/src/haystack_integrations/components/retrievers/py.typed, integrations/elasticsearch/src/haystack_integrations/document_stores/py.typed, integrations/faiss/src/haystack_integrations/components/retrievers/py.typed, integrations/faiss/src/haystack_integrations/document_stores/py.typed, integrations/falkordb/src/haystack_integrations/components/retrievers/py.typed, integrations/falkordb/src/haystack_integrations/document_stores/py.typed, integrations/fastembed/src/haystack_integrations/components/embedders/py.typed, integrations/fastembed/src/haystack_integrations/components/rankers/py.typed, integrations/firecrawl/src/haystack_integrations/components/fetchers/py.typed, integrations/firecrawl/src/haystack_integrations/components/websearch/py.typed, integrations/funasr/src/haystack_integrations/components/audio/py.typed, integrations/github/src/haystack_integrations/components/connectors/py.typed, integrations/github/src/haystack_integrations/prompts/py.typed, integrations/github/src/haystack_integrations/tools/py.typed, integrations/google_drive/src/haystack_integrations/common/py.typed, integrations/google_drive/src/haystack_integrations/components/fetchers/py.typed, integrations/google_drive/src/haystack_integrations/components/retrievers/py.typed, integrations/google_genai/src/haystack_integrations/common/py.typed, integrations/google_genai/src/haystack_integrations/components/embedders/py.typed, integrations/google_genai/src/haystack_integrations/components/generators/py.typed, integrations/google_genai/src/haystack_integrations/token_counters/py.typed, integrations/hanlp/src/haystack_integrations/components/preprocessors/py.typed, integrations/hetzner/src/haystack_integrations/components/generators/py.typed, integrations/huggingface_api/src/haystack_integrations/common/py.typed, integrations/huggingface_api/src/haystack_integrations/components/embedders/py.typed, integrations/huggingface_api/src/haystack_integrations/components/generators/py.typed, integrations/huggingface_api/src/haystack_integrations/components/rankers/py.typed, integrations/ibm_db/src/haystack_integrations/components/retrievers/py.typed, integrations/ibm_db/src/haystack_integrations/document_stores/py.typed, integrations/jina/src/haystack_integrations/components/connectors/py.typed, integrations/jina/src/haystack_integrations/components/embedders/py.typed, integrations/jina/src/haystack_integrations/components/rankers/py.typed, integrations/kreuzberg/src/haystack_integrations/components/converters/py.typed, integrations/langdetect/src/haystack_integrations/components/classifiers/py.typed, integrations/langdetect/src/haystack_integrations/components/routers/py.typed, integrations/langfuse/src/haystack_integrations/components/connectors/py.typed, integrations/langfuse/src/haystack_integrations/tracing/py.typed, integrations/lara/src/haystack_integrations/components/translators/py.typed, integrations/libreoffice/src/haystack_integrations/components/converters/py.typed, integrations/linkup/src/haystack_integrations/components/websearch/py.typed, integrations/litellm/src/haystack_integrations/components/generators/py.typed, integrations/llama_cpp/src/haystack_integrations/components/generators/py.typed, integrations/llama_stack/src/haystack_integrations/components/generators/py.typed, integrations/mariadb/src/haystack_integrations/components/retrievers/py.typed, integrations/mariadb/src/haystack_integrations/document_stores/py.typed, integrations/markitdown/src/haystack_integrations/components/converters/py.typed, integrations/mcp/src/haystack_integrations/tools/py.typed, integrations/mem0/src/haystack_integrations/components/retrievers/py.typed, integrations/mem0/src/haystack_integrations/components/writers/py.typed, integrations/mem0/src/haystack_integrations/memory_stores/py.typed, integrations/mem0/src/haystack_integrations/tools/py.typed, integrations/microsoft_sharepoint/src/haystack_integrations/common/py.typed, integrations/microsoft_sharepoint/src/haystack_integrations/components/fetchers/py.typed, integrations/microsoft_sharepoint/src/haystack_integrations/components/retrievers/py.typed, integrations/mirage/src/haystack_integrations/tools/py.typed, integrations/mistral/src/haystack_integrations/components/converters/py.typed, integrations/mistral/src/haystack_integrations/components/embedders/py.typed, integrations/mistral/src/haystack_integrations/components/generators/py.typed, integrations/mongodb_atlas/src/haystack_integrations/components/retrievers/py.typed, integrations/mongodb_atlas/src/haystack_integrations/document_stores/py.typed, integrations/nvidia/src/haystack_integrations/components/embedders/py.typed, integrations/nvidia/src/haystack_integrations/components/generators/py.typed, integrations/nvidia/src/haystack_integrations/components/rankers/py.typed, integrations/nvidia/src/haystack_integrations/utils/py.typed, integrations/oauth/src/haystack_integrations/components/connectors/py.typed, integrations/oauth/src/haystack_integrations/utils/py.typed, integrations/ollama/src/haystack_integrations/components/embedders/py.typed, integrations/ollama/src/haystack_integrations/components/generators/py.typed, integrations/openapi/src/haystack_integrations/components/connectors/py.typed, integrations/openapi/src/haystack_integrations/components/converters/py.typed, integrations/opendataloader_pdf/src/haystack_integrations/components/converters/py.typed, integrations/openrouter/src/haystack_integrations/components/generators/py.typed, integrations/opensearch/src/haystack_integrations/components/retrievers/py.typed, integrations/opensearch/src/haystack_integrations/document_stores/py.typed, integrations/opentelemetry/src/haystack_integrations/components/connectors/py.typed, integrations/opentelemetry/src/haystack_integrations/tracing/py.typed, integrations/optimum/src/haystack_integrations/components/embedders/py.typed, integrations/oracle/src/haystack_integrations/components/retrievers/py.typed, integrations/oracle/src/haystack_integrations/document_stores/py.typed, integrations/orcarouter/src/haystack_integrations/components/generators/py.typed, integrations/paddleocr/src/haystack_integrations/components/converters/py.typed, integrations/parallel/src/haystack_integrations/components/generators/py.typed, integrations/parallel/src/haystack_integrations/components/websearch/py.typed, integrations/perplexity/src/haystack_integrations/components/embedders/py.typed, integrations/perplexity/src/haystack_integrations/components/generators/py.typed, integrations/perplexity/src/haystack_integrations/components/websearch/py.typed, integrations/pgvector/src/haystack_integrations/components/retrievers/py.typed, integrations/pgvector/src/haystack_integrations/document_stores/py.typed, integrations/pinecone/src/haystack_integrations/components/retrievers/py.typed, integrations/pinecone/src/haystack_integrations/document_stores/py.typed, integrations/presidio/src/haystack_integrations/common/py.typed, integrations/presidio/src/haystack_integrations/components/extractors/py.typed, integrations/presidio/src/haystack_integrations/components/preprocessors/py.typed, integrations/pyversity/src/haystack_integrations/components/rankers/py.typed, integrations/qdrant/src/haystack_integrations/components/retrievers/py.typed, integrations/qdrant/src/haystack_integrations/document_stores/py.typed, integrations/ragas/src/haystack_integrations/components/evaluators/py.typed, integrations/rhesis/src/haystack_integrations/components/connectors/py.typed, integrations/rhesis/src/haystack_integrations/tracing/py.typed, integrations/searchapi/src/haystack_integrations/components/websearch/py.typed, integrations/sentence_transformers/src/haystack_integrations/components/embedders/py.typed, integrations/sentence_transformers/src/haystack_integrations/components/rankers/py.typed, integrations/serperdev/src/haystack_integrations/components/websearch/py.typed, integrations/snowflake/src/haystack_integrations/components/retrievers/py.typed, integrations/solr/src/haystack_integrations/components/retrievers/py.typed, integrations/solr/src/haystack_integrations/document_stores/py.typed, integrations/spacy/src/haystack_integrations/components/extractors/py.typed, integrations/sqlalchemy/src/haystack_integrations/components/retrievers/py.typed, integrations/stackit/src/haystack_integrations/components/embedders/py.typed, integrations/stackit/src/haystack_integrations/components/generators/py.typed, integrations/supabase/src/haystack_integrations/components/downloaders/py.typed, integrations/supabase/src/haystack_integrations/components/retrievers/py.typed, integrations/supabase/src/haystack_integrations/document_stores/py.typed, integrations/tavily/src/haystack_integrations/components/fetchers/py.typed, integrations/tavily/src/haystack_integrations/components/websearch/py.typed, integrations/tavily/src/haystack_integrations/tools/py.typed, integrations/tika/src/haystack_integrations/components/converters/py.typed, integrations/togetherai/src/haystack_integrations/components/generators/py.typed, integrations/transformers/src/haystack_integrations/common/py.typed, integrations/transformers/src/haystack_integrations/components/classifiers/py.typed, integrations/transformers/src/haystack_integrations/components/extractors/py.typed, integrations/transformers/src/haystack_integrations/components/generators/py.typed, integrations/transformers/src/haystack_integrations/components/readers/py.typed, integrations/transformers/src/haystack_integrations/components/routers/py.typed, integrations/twelvelabs/src/haystack_integrations/components/converters/py.typed, integrations/twelvelabs/src/haystack_integrations/components/embedders/py.typed, integrations/unstructured/src/haystack_integrations/components/converters/py.typed, integrations/valkey/src/haystack_integrations/components/retrievers/py.typed, integrations/valkey/src/haystack_integrations/document_stores/py.typed, integrations/vespa/src/haystack_integrations/components/retrievers/py.typed, integrations/vespa/src/haystack_integrations/document_stores/py.typed, integrations/vllm/src/haystack_integrations/common/py.typed, integrations/vllm/src/haystack_integrations/components/embedders/py.typed, integrations/vllm/src/haystack_integrations/components/generators/py.typed, integrations/vllm/src/haystack_integrations/components/rankers/py.typed, integrations/watsonx/src/haystack_integrations/components/embedders/py.typed, integrations/watsonx/src/haystack_integrations/components/generators/py.typed, integrations/weave/src/haystack_integrations/components/connectors/py.typed, integrations/weave/src/haystack_integrations/tracing/py.typed, integrations/weaviate/src/haystack_integrations/components/retrievers/py.typed, integrations/weaviate/src/haystack_integrations/document_stores/py.typed, integrations/whisper/src/haystack_integrations/components/audio/py.typed, integrations/youcom/src/haystack_integrations/components/websearch/py.typed） |
| 54.2/55 | 可控的文件大小 — 采样的 1,253 个源文件中有 19 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 111,063 |
| source_files_sampled | 1,253 |
| oversized_source_files | 19 |
机器可读接口
100卓越
评分方式
| 40/40 | API 模式（OpenAPI/GraphQL/proto） — .github/workflows/openapi.yml |
| 20/20 | MCP 服务器 |
| 40/40 | 可运行示例 — example, examples, samples |
所用输入
| example_dirs | example, examples, samples |
| has_mcp_signal | 是 |
| api_schema_files | .github/workflows/openapi.yml |
| interfaces_expected_of | network-service |
关键数据
202GitHub 星标
98贡献者
1,656最近 12 个月提交数
0距最近推送天数
0发布版本数
3巴士系数（bus factor）
66开放议题
—软件包生态系统数
数据采集警告
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- First-time contributor figures cover 12 of 17 authors (cap 12)
- pypi download statistics for 'chonkie-haystack' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
更多细节
Star 与 Fork 历史 0 ★ / 325 ⇿
0Star
325Fork
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。
每个点涵盖 4 天。
OpenSSF Scorecard 6.2 / 10
6.2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 |
| 6 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 16 out of 16 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 |
| 5 | Code-Review | Found 16/30 approved changesets -- score normalized to 5 |
| 10 | Contributors | project has 18 contributing companies or organizations |
| 0 | Dangerous-Workflow | 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 5 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 9 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 9 |
| 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 |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
直接依赖 48
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | haystack-ai | >=3.1.0 | integrations/agent_pack/pyproject.toml |
| PyPI | haystack-ai | >=2.22.0 | integrations/aimlapi/pyproject.toml |
| PyPI | haystack-ai | >=2.28.0 | integrations/alloydb/pyproject.toml |
| PyPI | pgvector | >=0.3.0 | integrations/alloydb/pyproject.toml |
| PyPI | psycopg | — | integrations/alloydb/pyproject.toml |
| PyPI | google-cloud-alloydb-connector | >=1.0.0 | integrations/alloydb/pyproject.toml |
| PyPI | haystack-ai | >=3.0.0 | integrations/amazon_bedrock/pyproject.toml |
| PyPI | boto3 | >=1.42.84,<2 | integrations/amazon_bedrock/pyproject.toml |
| PyPI | aiobotocore | >=3.4.0,<4 | integrations/amazon_bedrock/pyproject.toml |
| PyPI | haystack-ai | >=2.22.0 | integrations/amazon_sagemaker/pyproject.toml |
| PyPI | boto3 | >=1.28.57 | integrations/amazon_sagemaker/pyproject.toml |
| PyPI | haystack-ai | >=2.24.1 | integrations/amazon_textract/pyproject.toml |
| PyPI | boto3 | >=1.42.84,<2 | integrations/amazon_textract/pyproject.toml |
| PyPI | haystack-ai | >=3.0.0 | integrations/anthropic/pyproject.toml |
| PyPI | anthropic | >=0.74.0 | integrations/anthropic/pyproject.toml |
| PyPI | haystack-ai | — | integrations/arangodb/pyproject.toml |
| PyPI | python-arango | >=8.0.0 | integrations/arangodb/pyproject.toml |
| PyPI | haystack-ai | >=2.26.1 | integrations/arcadedb/pyproject.toml |
| PyPI | requests | >=2.28.0 | integrations/arcadedb/pyproject.toml |
| PyPI | astrapy | >=1.5.2,<2.0 | integrations/astra/pyproject.toml |
| PyPI | haystack-ai | >=2.26.1 | integrations/astra/pyproject.toml |
| PyPI | pydantic | — | integrations/astra/pyproject.toml |
| PyPI | typing_extensions | — | integrations/astra/pyproject.toml |
| PyPI | haystack-ai | >=2.26.1 | integrations/azure_ai_search/pyproject.toml |
| PyPI | azure-search-documents | >=12.0.0 | integrations/azure_ai_search/pyproject.toml |
| PyPI | azure-identity | — | integrations/azure_ai_search/pyproject.toml |
| PyPI | haystack-ai | >=2.22.0 | integrations/azure_doc_intelligence/pyproject.toml |
| PyPI | azure-ai-documentintelligence | >=1.0.0 | integrations/azure_doc_intelligence/pyproject.toml |
| PyPI | azure-identity | >=1.15.0 | integrations/azure_documentdb/pyproject.toml |
| PyPI | haystack-ai | >=2.28.0 | integrations/azure_documentdb/pyproject.toml |
| PyPI | pymongo | >=4.13.0 | integrations/azure_documentdb/pyproject.toml |
| PyPI | haystack-ai | >=3.0.0 | integrations/azure_form_recognizer/pyproject.toml |
| PyPI | azure-ai-formrecognizer | >=3.3.0 | integrations/azure_form_recognizer/pyproject.toml |
| PyPI | pandas | >=2.3.3 | integrations/azure_form_recognizer/pyproject.toml |
| PyPI | haystack-ai | >=2.24.1 | integrations/brave/pyproject.toml |
| PyPI | httpx | >=0.27.0 | integrations/brave/pyproject.toml |
| PyPI | haystack-ai | — | integrations/chonkie/pyproject.toml |
| PyPI | chonkie | >=1.6.4 | integrations/chonkie/pyproject.toml |
| PyPI | haystack-ai | >=2.28.0 | integrations/chroma/pyproject.toml |
| PyPI | chromadb | >=1.5.4 | integrations/chroma/pyproject.toml |
| PyPI | haystack-ai | >=2.24.0 | integrations/cognee/pyproject.toml |
| PyPI | cognee | >=1.0.9 | integrations/cognee/pyproject.toml |
| PyPI | litellm | <1.83.8 | integrations/cognee/pyproject.toml |
| PyPI | litellm | <1.97.0 | integrations/cognee/pyproject.toml |
| PyPI | haystack-ai | >=3.0.0 | integrations/cohere/pyproject.toml |
| PyPI | cohere | >=5.17.0 | integrations/cohere/pyproject.toml |
| PyPI | pydantic | >=2.12.0 | integrations/cohere/pyproject.toml |
| PyPI | haystack-ai | >=2.23.0 | integrations/cometapi/pyproject.toml |
全部依赖 113
来自 GitHub 依赖图的完整解析依赖集合：23 个直接依赖与 90 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 | aiobotocore | — | 直接 |
| PyPI | anthropic | — | 直接 |
| PyPI | astrapy | — | 直接 |
| PyPI | azure-ai-documentintelligence | — | 直接 |
| PyPI | azure-ai-formrecognizer | — | 直接 |
| PyPI | azure-identity | — | 直接 |
| PyPI | azure-search-documents | — | 直接 |
| PyPI | boto3 | — | 直接 |
| PyPI | chonkie | — | 直接 |
| PyPI | chromadb | — | 直接 |
| PyPI | cognee | — | 直接 |
| PyPI | cohere | — | 直接 |
| PyPI | google-cloud-alloydb-connector | — | 直接 |
| PyPI | haystack-ai | — | 直接 |
| PyPI | httpx | — | 直接 |
| PyPI | litellm | — | 直接 |
| PyPI | pandas | — | 直接 |
| PyPI | pgvector | — | 直接 |
| PyPI | pydantic | — | 直接 |
| PyPI | pymongo | — | 直接 |
| PyPI | python-arango | — | 直接 |
| PyPI | requests | — | 直接 |
| PyPI | typing-extensions | — | 直接 |
| PyPI | adbc-driver-snowflake | — | 间接 |
| PyPI | aiohttp | — | 间接 |
| PyPI | click | — | 间接 |
| PyPI | datasets | — | 间接 |
| PyPI | ddgs | — | 间接 |
| PyPI | ddtrace | — | 间接 |
| PyPI | deepeval | — | 间接 |
| PyPI | docling | — | 间接 |
| PyPI | dspy | — | 间接 |
| PyPI | e2b | — | 间接 |
| PyPI | elasticsearch | — | 间接 |
| PyPI | faiss-cpu | — | 间接 |
| PyPI | falkordb | — | 间接 |
| PyPI | fastembed | — | 间接 |
| PyPI | firecrawl-py | — | 间接 |
| PyPI | funasr | — | 间接 |
| PyPI | google-cloud-aiplatform | — | 间接 |
| PyPI | google-genai | — | 间接 |
| PyPI | google-generativeai | — | 间接 |
| PyPI | hanlp | — | 间接 |
| PyPI | httpr | — | 间接 |
| PyPI | huggingface-hub | — | 间接 |
| PyPI | ibm-db | — | 间接 |
| PyPI | ibm-watsonx-ai | — | 间接 |
| PyPI | jsonref | — | 间接 |
| PyPI | kreuzberg | — | 间接 |
| PyPI | langchain-community | — | 间接 |
| PyPI | langdetect | — | 间接 |
| PyPI | langfuse | — | 间接 |
| PyPI | langfuse-haystack | — | 间接 |
| PyPI | linkup-sdk | — | 间接 |
| PyPI | llama-cpp-python | — | 间接 |
| PyPI | llama-stack | — | 间接 |
| PyPI | lxml | — | 间接 |
| PyPI | mariadb | — | 间接 |
| PyPI | markitdown | — | 间接 |
| PyPI | mcp | — | 间接 |
| PyPI | mem0ai | — | 间接 |
| PyPI | mirage-ai | 0.0.3 | 间接 |
| PyPI | mistralai | — | 间接 |
| PyPI | more-itertools | — | 间接 |
| PyPI | mypy | — | 间接 |
| PyPI | numba | — | 间接 |
| PyPI | ollama | — | 间接 |
| PyPI | openai | — | 间接 |
| PyPI | openai | 1.6.1 | 间接 |
| PyPI | openapi-llm | — | 间接 |
| PyPI | openapi3 | — | 间接 |
| PyPI | opendataloader-pdf | — | 间接 |
| PyPI | opensearch-py | — | 间接 |
| PyPI | opentelemetry-sdk | — | 间接 |
| PyPI | optimum | — | 间接 |
| PyPI | oracledb | — | 间接 |
| PyPI | paddleocr | — | 间接 |
| PyPI | pgvector-haystack | — | 间接 |
| PyPI | pillow | — | 间接 |
| PyPI | pinecone | — | 间接 |
| PyPI | polars | — | 间接 |
| PyPI | presidio-analyzer | — | 间接 |
| PyPI | presidio-anonymizer | — | 间接 |
| PyPI | pypdfium2 | — | 间接 |
| PyPI | pytest | — | 间接 |
| PyPI | pytest-asyncio | — | 间接 |
| PyPI | python-dateutil | — | 间接 |
| PyPI | pyversity | — | 间接 |
| PyPI | pyvespa | — | 间接 |
| PyPI | qdrant-client | — | 间接 |
| PyPI | ragas | — | 间接 |
| PyPI | rhesis | — | 间接 |
| PyPI | rhesis-haystack | — | 间接 |
| PyPI | ruff | — | 间接 |
| PyPI | sentence-transformers | — | 间接 |
| PyPI | sentence-transformers | 2.2.2 | 间接 |
| PyPI | snowflake-connector-python | — | 间接 |
| PyPI | spacy | — | 间接 |
| PyPI | sqlalchemy | — | 间接 |
| PyPI | supabase | — | 间接 |
| PyPI | tavily-python | — | 间接 |
| PyPI | tenacity | — | 间接 |
| PyPI | tika | — | 间接 |
| PyPI | tokenizers | — | 间接 |
| PyPI | tqdm | — | 间接 |
| PyPI | transformers | — | 间接 |
| PyPI | twelvelabs | — | 间接 |
| PyPI | unstructured | — | 间接 |
| PyPI | unstructured-client | — | 间接 |
| PyPI | valkey-glide | — | 间接 |
| PyPI | valkey-glide-sync | — | 间接 |
| PyPI | weave | — | 间接 |
| PyPI | weaviate-client | — | 间接 |
依赖安全公告 0
安装 pypi:astra-haystack@4.4.0 会引入 52 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。
原始 JSON 报告 机器可读
反馈
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。