Public record
Software health reportschema 0.11.0 · metrics 2.10.0 · 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 stars⑂ 298 forkssince Aug 2022View on GitHub ↗
#ai#haystack#llm#mlops#nlp

deepset-ai/haystack-core-integrations holds a health index of 83 out of 100, placing it in the Excellent band. It scores highest on Sustainability & Governance (84/100) and lowest on Security (60/100). It was last updated today. 3 contributors account for most of its recent work.

83
overall / 100
Excellent

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

83
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 70 is calibrated to 83 on the published index scale (record calibration 2026-08-02).

Ownership

deepsetOrganization
1,365 followers74 public repossince Jun 2019

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

60Moderate · 21% of overall

Development activity

100Exceptional
How it's scored
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 1,376 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,376
human_commit_share—
days_since_last_push0
active_weeks_last_year52

Release discipline

1Critical
How it's scored
0/27Ships releases — no releases published
0/36Release recency — no releases
0/27Release cadence — no releases
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count0
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

77Good · 17% of overall

Popularity & adoption

63Moderate
How it's scored
37.3/60Stars — 199 stars
20.6/25Forks — 298 forks
4.7/15Watchers — 8 watchers
Inputs used
forks298
stars199
watchers8
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges—
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_services—
has_pull_request_templateyes

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

84Excellent · 23% of overall

Maintainer resilience (bus factor)

76Good
How it's scored
36/54Bus factor — 3 contributor(s) cover half of all commits
16.4/22.5Commit distribution — top contributor authored 27% of commits
13.5/13.5Contributor breadth — 100 contributors
10/10OpenSSF Scorecard: Contributors — project has 16 contributing companies or organizations
Inputs used
bus_factor3
contributors_sampled100
top_contributor_share0.27

Issue & PR responsiveness

81Excellent
How it's scored
39/42Issue resolution — 93% of issues closed
27.4/30PR acceptance — 2,396/2,619 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
4.5/15OpenSSF Scorecard: Code-Review — Found 9/29 approved changesets -- score normalized to 3
Inputs used
merged_prs2,396
open_issues68
closed_issues872
prs_merged_7d—
prs_decided_7d—
prs_merged_30d—
prs_decided_30d—
issue_closed_ratio0.928
closed_unmerged_prs223
first_time_authors_30d—
first_time_prs_merged_30d—
first_time_prs_decided_30d—
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

97Exceptional
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain — verified-domain status not read for this organization
22.5/25Owner reach — 1,365 followers of deepset-ai
25/25Track record — 74 public repos, account ~7 yr old
Inputs used
followers1,365
owner_typeOrganization
is_verified—
owner_logindeepset-ai
public_repos74
account_age_days2,589
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Engineering Quality

Are baseline engineering and documentation practices in place?

67Good · 19% of overall

Engineering practices

68Good
How it's scored
24/24CI workflows — 104 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 10 out of 10 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

65Good
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — https://haystack.deepset.ai
10/10Repository description
10/10Topics — 5 topics
0/10Wiki
Inputs used
topicsai, haystack, llm, mlops, nlp
has_wikino
homepagehttps://haystack.deepset.ai
docs_sitehttps://haystack.deepset.ai
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

60Moderate · 16% of overall

Security posture

60Moderate
How it's scored
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
2.5/2.5License — 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 — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

75Good · 4% of overall

Agent context & guidance

75Good
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share—
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes2,237
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

63Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
11/11Static type checking — 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
10/10Reproducible environment — Dockerfile
0/10Demonstrated agent practice — no data
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
9/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
Inputs used
has_nixno
has_testsyes
lockfiles—
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configno
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, 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
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share0
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.

Code legibility for models

81Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (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)
54.1/55Manageable file sizes — 18/1,134 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes107,715
source_files_sampled1,134
oversized_source_files18

Machine-readable interfaces

100Exceptional
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — .github/workflows/openapi.yml
20/20MCP server
40/40Runnable examples — example, examples, samples
Inputs used
example_dirsexample, examples, samples
has_mcp_signalyes
api_schema_files.github/workflows/openapi.yml
interfaces_expected_of—

Key facts

199GitHub stars
100contributors
1,376commits, last 12 months
0days since last push
0releases
3bus factor
68open issues
—package ecosystems

More detail

OpenSSF Scorecard 6.0 / 10
6.0aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).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
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
All dependencies 105

Full resolved dependency set from the GitHub dependency graph: 0 direct and 105 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIadbc-driver-snowflake—indirect
PyPIaiobotocore—indirect
PyPIaiohttp—indirect
PyPIanthropic—indirect
PyPIastrapy—indirect
PyPIazure-ai-documentintelligence—indirect
PyPIazure-ai-formrecognizer—indirect
PyPIazure-search-documents—indirect
PyPIboto3—indirect
PyPIchonkie—indirect
PyPIchromadb—indirect
PyPIclick—indirect
PyPIcognee—indirect
PyPIcohere—indirect
PyPIdatasets—indirect
PyPIddtrace—indirect
PyPIdeepeval—indirect
PyPIdocling—indirect
PyPIdspy—indirect
PyPIe2b—indirect
PyPIelasticsearch—indirect
PyPIfaiss-cpu—indirect
PyPIfalkordb—indirect
PyPIfastembed—indirect
PyPIfirecrawl-py—indirect
PyPIfunasr—indirect
PyPIgoogle-cloud-aiplatform—indirect
PyPIgoogle-cloud-alloydb-connector—indirect
PyPIgoogle-genai—indirect
PyPIgoogle-generativeai—indirect
PyPIhanlp—indirect
PyPIhaystack-ai—indirect
PyPIhttpx—indirect
PyPIhuggingface-hub—indirect
PyPIibm-db—indirect
PyPIibm-watsonx-ai—indirect
PyPIjsonref—indirect
PyPIkreuzberg—indirect
PyPIlangchain-community—indirect
PyPIlangdetect—indirect
PyPIlangfuse—indirect
PyPIlangfuse-haystack—indirect
PyPIlara-sdk—indirect
PyPIlitellm—indirect
PyPIllama-cpp-python—indirect
PyPIllama-stack—indirect
PyPIlxml—indirect
PyPImarkitdown—indirect
PyPImcp—indirect
PyPImem0ai—indirect
PyPImirage-ai0.0.3indirect
PyPImistralai—indirect
PyPImore-itertools—indirect
PyPImypy—indirect
PyPInumba—indirect
PyPInumpy—indirect
PyPIollama—indirect
PyPIopenai1.6.1indirect
PyPIopenapi-llm—indirect
PyPIopenapi3—indirect
PyPIopensearch-py—indirect
PyPIopentelemetry-sdk—indirect
PyPIoracledb—indirect
PyPIpaddleocr—indirect
PyPIpandas—indirect
PyPIpgvector—indirect
PyPIpgvector-haystack—indirect
PyPIpillow—indirect
PyPIpinecone—indirect
PyPIpolars—indirect
PyPIpresidio-analyzer—indirect
PyPIpresidio-anonymizer—indirect
PyPIpydantic—indirect
PyPIpymongo—indirect
PyPIpypdfium2—indirect
PyPIpytest—indirect
PyPIpytest-asyncio—indirect
PyPIpython-arango—indirect
PyPIpython-dateutil—indirect
PyPIpyversity—indirect
PyPIpyvespa—indirect
PyPIqdrant-client—indirect
PyPIragas—indirect
PyPIrequests—indirect
PyPIruff—indirect
PyPIsentence-transformers—indirect
PyPIsentence-transformers2.2.2indirect
PyPIsnowflake-connector-python—indirect
PyPIspacy—indirect
PyPIsqlalchemy—indirect
PyPIsupabase—indirect
PyPItavily-python—indirect
PyPItenacity—indirect
PyPItika3.1.0indirect
PyPItokenizers—indirect
PyPItqdm—indirect
PyPItransformers—indirect
PyPItwelvelabs—indirect
PyPItyping-extensions—indirect
PyPIunstructured—indirect
PyPIunstructured-client—indirect
PyPIvalkey-glide—indirect
PyPIvalkey-glide-sync—indirect
PyPIweave—indirect
PyPIweaviate-client—indirect
Raw JSON report machine-readable

Feedback

Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

The message is kept through sign-in.

Related records

Inspected repositories sharing catalogue tags or ecosystems with deepset-ai/haystack-core-integrations. Read them side by side →

98huggingface/datasets🤗 The largest hub of ready-to-use datasets for AI models with fast, easy-to-use and efficient data manipulation toolsExceptional98Netflix/metaflowBuild, Manage and Deploy AI/ML SystemsExceptional97zenml-io/zenmlZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.Exceptional100wandb/wandbThe AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.Exceptional100run-llama/llama_indexLlamaIndex is the leading document agent and OCR platformExceptional100deepset-ai/haystackOpen-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.Exceptional

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.11.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics.