公开记录
软件健康报告模式 0.11.0 · 指标 1.13.0 · 2026-07-17 12:59 UTC

deepset-ai / haystack-core-integrations

Additional packages (components, document stores and the likes) to extend the capabilities of Haystack

PythonApache-2.0★ 199 星标⑂ 298 复刻始于 2022年8月在 GitHub 上查看 ↗

deepset-ai/haystack-core-integrations 的健康指数为 100 分中的 69 分,处于「中等」区间。 其得分最高的类别是Sustainability & Governance(79/100),最低的是Security(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。

69
总分 / 100
中等

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。

69
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)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

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

deepset组织
1,365 关注者74 个公开仓库始于 2019年6月

该仓库由组织支持——共同承担、可问责的托管责任,可延续于任何单一维护者之后。

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中等 · 占总体的 22%
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 1,376 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year1,376
human_commit_share
days_since_last_push0
active_weeks_last_year52
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
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count0
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良好 · 占总体的 18%
评分方式
37.3/60星标 — 199 个星标
20.6/25复刻 — 298 个复刻
4.7/15关注者 — 8 位关注者
所用输入
forks298
stars199
watchers8
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

92优秀
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(Apache-2.0)
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
6.3/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template

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?

79良好 · 占总体的 24%
评分方式
36/54巴士系数 — 3 位贡献者贡献了半数提交
16.4/22.5提交分布 — 头号贡献者编写了 27% 的提交
13.5/13.5贡献者广度 — 100 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 16 contributing companies or organizations
所用输入
bus_factor3
contributors_sampled100
top_contributor_share0.27
评分方式
43.4/46.8议题解决 — 93% 的议题已关闭
35/38.3PR 接受 — 已裁定的 PR 中 2,396/2,619 已合并
4.5/15OpenSSF Scorecard:Code-Review — Found 9/29 approved changesets -- score normalized to 3
所用输入
merged_prs2,396
open_issues68
closed_issues872
issue_closed_ratio0.928
closed_unmerged_prs223
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
22.5/25所有者影响力 — deepset-ai 有 1,365 位关注者
25/25既往记录 — 74 个公开仓库,账户约 7 年
所用输入
followers1,365
owner_typeOrganization
is_verified
owner_logindeepset-ai
public_repos74
account_age_days2,589

工程质量

基础的工程与文档实践是否到位?

67中等 · 占总体的 20%

工程实践

68中等
评分方式
24/24CI 工作流 — 104 个工作流
24/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 10 out of 10 merged PRs checked by a CI test -- score normalized to 10
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

65中等
评分方式
30/30README
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
0/10Wiki
所用输入
topicsai, haystack, llm, mlops, nlp
has_wiki
homepagehttps://haystack.deepset.ai
has_readme
has_docs_dir
has_description

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?

60中等 · 占总体的 16%

安全态势

60中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
4.5/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 10 out of 10 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
2.2/7.5Code-Review — Found 9/29 approved changesets -- score normalized to 3
2.5/2.5Contributors — project has 16 contributing companies or organizations
0/10Dangerous-Workflow — dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
4.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6
已排除计分(无数据或不适用):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。

75良好 · 占总体的 0%
评分方式
45/45代理指令 — AGENTS.md, CLAUDE.md
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
legible_history_share
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes2,237
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
0/11Lint / 格式化配置
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_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/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_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/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/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/hanlp/src/haystack_integrations/components/preprocessors/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/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/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/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/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/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/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/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
10/10可复现环境 — Dockerfile
0/10已体现的代理实践 — 无数据
5/8自动化维护 — 已配置依赖自动化,但在抽样提交中未观察到
9/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
所用输入
has_nix
has_tests
lockfiles
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configsintegrations/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_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, 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agent_commit_share
toolchain_manifests
dependency_bot_commit_share0
已排除计分(无数据或不适用):已体现的代理实践。 其余权重已重新归一化。
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_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, 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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)
54.1/55可控的文件大小 — 采样的 1,134 个源文件中有 18 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes107,715
source_files_sampled1,134
oversized_source_files18
评分方式
40/40API 模式(OpenAPI/GraphQL/proto) — .github/workflows/openapi.yml
20/20MCP 服务器
40/40可运行示例 — example, examples, samples
所用输入
example_dirsexample, examples, samples
has_mcp_signal
api_schema_files.github/workflows/openapi.yml

关键数据

199GitHub 星标
100贡献者
1,376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)
68开放议题
软件包生态系统数

更多细节

OpenSSF Scorecard 6.0 / 10
6.0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)。Scorecard v5.5.0 · 2026-07-17 12:59 UTC

10Binary-Artifactsno binaries found in the repo
6Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests10 out of 10 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
3Code-ReviewFound 9/29 approved changesets -- score normalized to 3
10Contributorsproject has 16 contributing companies or organizations
0Dangerous-Workflowdangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
9Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
全部依赖 105

来自 GitHub 依赖图的完整解析依赖集合:0 个直接依赖与 105 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
PyPIadbc-driver-snowflake间接
PyPIaiobotocore间接
PyPIaiohttp间接
PyPIanthropic间接
PyPIastrapy间接
PyPIazure-ai-documentintelligence间接
PyPIazure-ai-formrecognizer间接
PyPIazure-search-documents间接
PyPIboto3间接
PyPIchonkie间接
PyPIchromadb间接
PyPIclick间接
PyPIcognee间接
PyPIcohere间接
PyPIdatasets间接
PyPIddtrace间接
PyPIdeepeval间接
PyPIdocling间接
PyPIdspy间接
PyPIe2b间接
PyPIelasticsearch间接
PyPIfaiss-cpu间接
PyPIfalkordb间接
PyPIfastembed间接
PyPIfirecrawl-py间接
PyPIfunasr间接
PyPIgoogle-cloud-aiplatform间接
PyPIgoogle-cloud-alloydb-connector间接
PyPIgoogle-genai间接
PyPIgoogle-generativeai间接
PyPIhanlp间接
PyPIhaystack-ai间接
PyPIhttpx间接
PyPIhuggingface-hub间接
PyPIibm-db间接
PyPIibm-watsonx-ai间接
PyPIjsonref间接
PyPIkreuzberg间接
PyPIlangchain-community间接
PyPIlangdetect间接
PyPIlangfuse间接
PyPIlangfuse-haystack间接
PyPIlara-sdk间接
PyPIlitellm间接
PyPIllama-cpp-python间接
PyPIllama-stack间接
PyPIlxml间接
PyPImarkitdown间接
PyPImcp间接
PyPImem0ai间接
PyPImirage-ai0.0.3间接
PyPImistralai间接
PyPImore-itertools间接
PyPImypy间接
PyPInumba间接
PyPInumpy间接
PyPIollama间接
PyPIopenai1.6.1间接
PyPIopenapi-llm间接
PyPIopenapi3间接
PyPIopensearch-py间接
PyPIopentelemetry-sdk间接
PyPIoracledb间接
PyPIpaddleocr间接
PyPIpandas间接
PyPIpgvector间接
PyPIpgvector-haystack间接
PyPIpillow间接
PyPIpinecone间接
PyPIpolars间接
PyPIpresidio-analyzer间接
PyPIpresidio-anonymizer间接
PyPIpydantic间接
PyPIpymongo间接
PyPIpypdfium2间接
PyPIpytest间接
PyPIpytest-asyncio间接
PyPIpython-arango间接
PyPIpython-dateutil间接
PyPIpyversity间接
PyPIpyvespa间接
PyPIqdrant-client间接
PyPIragas间接
PyPIrequests间接
PyPIruff间接
PyPIsentence-transformers间接
PyPIsentence-transformers2.2.2间接
PyPIsnowflake-connector-python间接
PyPIspacy间接
PyPIsqlalchemy间接
PyPIsupabase间接
PyPItavily-python间接
PyPItenacity间接
PyPItika3.1.0间接
PyPItokenizers间接
PyPItqdm间接
PyPItransformers间接
PyPItwelvelabs间接
PyPItyping-extensions间接
PyPIunstructured间接
PyPIunstructured-client间接
PyPIvalkey-glide间接
PyPIvalkey-glide-sync间接
PyPIweave间接
PyPIweaviate-client间接
原始 JSON 报告 机器可读
{
  "data": {
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        "llm",
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      "is_fork": false,
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      "has_wiki": false,
      "homepage": "https://haystack.deepset.ai",
      "languages": {
        "HTML": 320,
        "Shell": 333,
        "Python": 9655326,
        "PLpgSQL": 2047
      },
      "pushed_at": "2026-07-17T08:06:56Z",
      "created_at": "2022-08-19T08:17:34Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-17T08:03:55Z",
      "description": "Additional packages (components, document stores and the likes) to extend the capabilities of Haystack",
      "is_archived": false,
      "is_disabled": false,
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      "default_branch": "main",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://deepset.ai",
      "name": "deepset",
      "type": "Organization",
      "login": "deepset-ai",
      "company": null,
      "location": "Germany",
      "followers": 1365,
      "avatar_url": "https://avatars.githubusercontent.com/u/51827949?v=4",
      "created_at": "2019-06-14T14:23:33Z",
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      "public_repos": 74,
      "account_age_days": 2589
    },
    "activity": {
      "releases_count": 0,
      "commits_last_year": 1376,
      "latest_release_at": null,
      "latest_release_tag": null,
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 52,
      "days_since_latest_release": null,
      "mean_days_between_releases": null
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 87,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": true
    },
    "ecosystem": {
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    },
    "popularity": {
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      "stars": 199,
      "watchers": 8,
      "open_issues_and_prs": 95
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "example",
        "examples",
        "samples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": true,
      "bootstrap_files": [],
      "api_schema_files": [
        ".github/workflows/openapi.yml"
      ],
      "has_devcontainer": false,
      "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_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/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_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/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",
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        "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",
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        "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",
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        "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",
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        "integrations/huggingface_api/src/haystack_integrations/components/generators/py.typed",
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        "integrations/langdetect/src/haystack_integrations/components/routers/py.typed",
        "integrations/langfuse/src/haystack_integrations/components/connectors/py.typed",
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        "integrations/libreoffice/src/haystack_integrations/components/converters/py.typed",
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        "integrations/llama_stack/src/haystack_integrations/components/generators/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",
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        "integrations/mistral/src/haystack_integrations/components/embedders/py.typed",
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        "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",
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        "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",
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        "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/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",
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        "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",
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              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "5 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 60,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 6
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "10 out of 10 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 9/29 approved changesets -- score normalized to 3",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 16 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "dangerous workflow patterns detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 9",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 7
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
        "value": 75,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 75,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 2237
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 63,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
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                "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_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/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_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/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/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",
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                "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",
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                "integrations/google_drive/src/haystack_integrations/components/fetchers/py.typed",
                "integrations/google_drive/src/haystack_integrations/components/retrievers/py.typed",
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                "integrations/google_genai/src/haystack_integrations/components/embedders/py.typed",
                "integrations/google_genai/src/haystack_integrations/components/generators/py.typed",
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                "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/kreuzberg/src/haystack_integrations/components/converters/py.typed",
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                "integrations/langdetect/src/haystack_integrations/components/routers/py.typed",
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                "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/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/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",
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                "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",
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                "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",
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                "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/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/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",
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                "integrations/sentence_transformers/src/haystack_integrations/components/embedders/py.typed",
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                "integrations/serperdev/src/haystack_integrations/components/websearch/py.typed",
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                "integrations/spacy/src/haystack_integrations/components/extractors/py.typed",
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                "integrations/stackit/src/haystack_integrations/components/embedders/py.typed",
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                "integrations/transformers/src/haystack_integrations/components/generators/py.typed",
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                "integrations/transformers/src/haystack_integrations/components/routers/py.typed",
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                "integrations/valkey/src/haystack_integrations/components/retrievers/py.typed",
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                "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",
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}

评分是信号,而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计,也不是安全保证。

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v1.13.0、模式 v0.11.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计.