Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-08-27 20:26 UTC

redis / redis-vl-python

Redis Vector Library (RedisVL) -- the AI-native Python client for Redis.

PythonMIT★ 424 stars⑂ 97 forkssince Nov 2022View on GitHub ↗

KindCommand-line toolLibraryhow this is determined

#python #redis #vector-database #embedding #large-language-models #llm #llmcache #openai #retrieval-augmented-generation #semantic-cache #vector-search #anthropic #huggingface #redis-search #search #mcp

redis/redis-vl-python holds a health index of 97 out of 100, placing it in the Exceptional band. It scores highest on Vitality (96/100) and lowest on Security (73/100). It was last updated 2 days ago. 3 contributors account for most of its recent work.

overall / 100

Exceptional

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.

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)

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 85 is calibrated to 97 on the published index scale (record calibration 2026-08-02).

Ownership

RedisOrganization · verified domain

2,909 followers78 public repossince Mar 2012

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

Package ecosystems

Registry	Package	Version	Downloads / mo	Versions	Last publish	Tags
PyPI	redisvl	0.26.0	2,766,722	61	8 days ago	ai redis redis-client vector-database vector-search

Metrics by category

Vitality

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

96Exceptional · 21% of overall

Development activity

94Exceptional

How it's scored

36/36	Push recency — last push 2 days ago
29.8/36	Commit cadence — 43/52 weeks with commits
18/18	Commit volume — 187 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10

Inputs used

commits_last_year	187
human_commit_share	0.83
days_since_last_push	2
active_weeks_last_year	43

Release discipline

100Exceptional

How it's scored

27/27	Ships releases — 58 releases published
36/36	Release recency — latest release 8 days ago
27/27	Release cadence — a release every ~11 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	58
latest_release_tag	v0.26.0
releases_from_tags	no
days_since_latest_release	8
mean_days_between_releases	11

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?

75Good · 17% of overall

Popularity & adoption

64Moderate

How it's scored

42.6/60	Stars — 424 stars
16.5/25	Forks — 97 forks
4.7/15	Watchers — 8 watchers

Inputs used

forks	97
stars	424
watchers	8
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

70Good

How it's scored

22.5/22.5	README
22.5/22.5	License — recognized license (MIT)
18/18	CONTRIBUTING guide
0/13.5	Code of conduct
0/7.2	Issue template
0/6.3	PR template

Inputs used

has_readme	yes
has_license	yes
readme_badges	7
has_contributing	yes
has_issue_template	no
has_code_of_conduct	no
readme_badge_services	badge.fury.io, shields.io
has_pull_request_template	no

Ecosystem adoption (downloads)

100Exceptional

How it's scored

80/80	Monthly downloads — 2,766,722 downloads/month across pypi
0/20	Registry dependents — not reported by this ecosystem

Inputs used

packages	redisvl
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	2,766,722
unverified_packages_excluded	—

Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

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

87Excellent · 23% of overall

Maintainer resilience (bus factor)

75Good

How it's scored

36/54	Bus factor — 3 contributor(s) cover half of all commits
15.3/22.5	Commit distribution — top contributor authored 32% of commits
13.5/13.5	Contributor breadth — 38 contributors
10/10	OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations

Inputs used

bus_factor	3
contributors_sampled	38
top_contributor_share	0.32

Issue & PR responsiveness

77Good

How it's scored

33.8/42	Issue resolution — 80% of issues closed
25.3/30	PR acceptance — 436/516 decided PRs merged
7.4/13	Newcomer PR acceptance — 4/7 first-time contributors' PRs merged in 30d
10.5/15	OpenSSF Scorecard: Code-Review — Found 22/29 approved changesets -- score normalized to 7

Inputs used

merged_prs	436
open_issues	31
closed_issues	127
prs_merged_7d	3
prs_decided_7d	3
prs_merged_30d	22
prs_decided_30d	28
issue_closed_ratio	0.804
closed_unmerged_prs	80
first_time_authors_30d	4
first_time_prs_merged_30d	4
first_time_prs_decided_30d	7

Ownership & stewardship

100Exceptional

How it's scored

30/30	Ownership backing — organization-owned
20/20	Verified domain
24.9/25	Owner reach — 2,909 followers of redis
25/25	Track record — 78 public repos, account ~14 yr old

Inputs used

followers	2,909
owner_type	Organization
is_verified	yes
owner_login	redis
public_repos	78
account_age_days	5,281

Package maintenance

100Exceptional

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 8 days ago
20/20	Version history — 61 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	redisvl
ecosystems	pypi
any_deprecated	no
min_days_since_publish	8

Engineering Quality

Are baseline engineering and documentation practices in place?

91Excellent · 19% of overall

Engineering practices

92Excellent

How it's scored

24/24	CI workflows — 5 workflow(s)
24/24	Tests present
16/16	Linter config — .pylintrc, pyproject.toml ([tool.black])
9.6/9.6	Pre-commit hooks
0/6.4	.editorconfig
18/20	OpenSSF Scorecard: CI-Tests — 25 out of 26 merged PRs checked by a CI test -- score normalized to 9

Inputs used

has_ci	yes
has_tests	yes
has_editorconfig	no
has_linter_config	yes
has_precommit_config	yes

Documentation

90Excellent

How it's scored

30/30	README
25/25	Documentation directory
15/15	Documentation / homepage site — https://docs.redisvl.com
10/10	Repository description
10/10	Topics — 16 topics
0/10	Wiki

Inputs used

topics	python, redis, vector-database, embedding, large-language-models, llm, llmcache, openai, retrieval-augmented-generation, semantic-cache, vector-search, anthropic, huggingface, redis-search, search, mcp
has_wiki	no
homepage	https://docs.redisvl.com
docs_site	https://docs.redisvl.com
has_readme	yes
has_docs_dir	yes
has_description	yes

Security

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

73Good · 16% of overall

Security posture

66Good

How it's scored

7.5/7.5	Binary-Artifacts — no binaries found in the repo
4.5/7.5	Branch-Protection — branch protection is not maximal on development and all release branches
2.2/2.5	CI-Tests — 25 out of 26 merged PRs checked by a CI test -- score normalized to 9
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5	Code-Review — Found 22/29 approved changesets -- score normalized to 7
2.5/2.5	Contributors — project has 4 contributing companies or organizations
10/10	Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5	Dependency-Update-Tool — update tool detected
0/5	Fuzzing — project is not fuzzed
2.5/2.5	License — license file detected
7.5/7.5	Maintained — 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10
5/5	Packaging — packaging workflow detected
0/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
3.5/5	SAST — SAST tool is not run on all commits -- score normalized to 7
0/5	Security-Policy — security policy file not detected
0/7.5	Signed-Releases — no data
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
6.8/7.5	Vulnerabilities — 1 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	17
scorecard_version	v5.5.0
checks_inconclusive	1
scorecard_aggregate	6.6

Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional

How it's scored

35/35	Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25	Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40	No advisories left outstanding — no advisory carries a publication date

Inputs used

source	osv
advisories	0
affected_packages	0
assessed_packages	12
unassessed_packages	0
affected_by_severity	none
direct_affected_packages	0

Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:redisvl@0.26.0 runtime dependency closure — what installing the published package pulls in — 12 packages. Reachability is not analyzed.

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.

80Excellent · 4% of overall

Agent context & guidance

85Excellent

How it's scored

45/45	Agent instructions — .cursor/rules/redisvl.mdc, CLAUDE.md
0/15	Machine-readable docs (llms.txt)
40/40	Legible commit history — 76 of 83 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	no
llms_txt_url	—
legible_history_share	0.916
agent_instruction_files	.cursor/rules/redisvl.mdc, CLAUDE.md
agent_instruction_max_bytes	4,497

Verify loop (build / test / typecheck)

79Good

How it's scored

18/18	One-command bootstrap — Makefile, docs/Makefile
22/22	Automated tests
11/11	Lint / format config — .pylintrc, pyproject.toml ([tool.black])
0/11	Static type checking
10/10	Reproducible environment — Dockerfile, lockfile
10/10	Demonstrated agent practice — 16 of the last 100 commits agent-authored or agent-credited
8/8	Automated maintenance — 1 of the last 100 commits are automated dependency updates
0/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0

Inputs used

has_nix	no
has_tests	yes
lockfiles	uv.lock
has_dockerfile	yes
typed_language	no
bootstrap_files	Makefile, docs/Makefile
has_devcontainer	no
has_linter_config	yes
typecheck_configs	—
agent_commit_share	0.16
toolchain_manifests	—
dependency_bot_commit_share	0.01

Code legibility for models

54Moderate

How it's scored

0/45	Type-checkable code — Python without a type-check config
54.1/55	Manageable file sizes — 4/253 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	132,945
source_files_sampled	253
oversized_source_files	4

Machine-readable interfaces

100Exceptional

How it's scored

0/40	API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
0/20	MCP server — not applicable to this kind of software
40/40	Runnable examples — examples, notebooks

Inputs used

example_dirs	examples, notebooks
has_mcp_signal	no
api_schema_files	—
interfaces_expected_of	—

Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto), MCP server. Remaining weights renormalized.

Key facts

424GitHub stars

38contributors

187commits, last 12 months

2days since last push

58releases

3bus factor

31open issues

PyPIpackage ecosystems

Data collection warnings

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

Star and fork history 0 ★ / 97 ⇿

0Stars

97Forks

58Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

Major 0Minor 24Patch 34

Each point covers 3 days.

OpenSSF Scorecard 6.6 / 10

6.6aggregate

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 · 2026-08-27 20:25 UTC

10	Binary-Artifacts	no binaries found in the repo
6	Branch-Protection	branch protection is not maximal on development and all release branches
9	CI-Tests	25 out of 26 merged PRs checked by a CI test -- score normalized to 9
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
7	Code-Review	Found 22/29 approved changesets -- score normalized to 7
10	Contributors	project has 4 contributing companies or organizations
10	Dangerous-Workflow	no dangerous workflow patterns detected
10	Dependency-Update-Tool	update tool detected
0	Fuzzing	project is not fuzzed
10	License	license file detected
10	Maintained	30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10
10	Packaging	packaging workflow detected
0	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 0
7	SAST	SAST tool is not run on all commits -- score normalized to 7
0	Security-Policy	security policy file not detected
n/a	Signed-Releases	no releases found
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
9	Vulnerabilities	1 existing vulnerabilities detected

Direct dependencies 8

Registry	Package	Version constraint	Manifest
PyPI	numpy	`>=1.26.0,<3`	pyproject.toml
PyPI	pyyaml	`>=5.4,<7.0`	pyproject.toml
PyPI	redis	`>=5.0,<8.0`	pyproject.toml
PyPI	pydantic	`>=2,<3`	pyproject.toml
PyPI	tenacity	`>=8.2.2`	pyproject.toml
PyPI	ml-dtypes	`>=0.4.0,<1.0.0`	pyproject.toml
PyPI	python-ulid	`>=3.0.0`	pyproject.toml
PyPI	jsonpath-ng	`>=1.5.0`	pyproject.toml

All dependencies 306

Full resolved dependency set from the GitHub dependency graph: 9 direct and 297 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	jsonpath-ng	`1.8.0`	direct
PyPI	ml-dtypes	`0.5.4`	direct
PyPI	numpy	`2.2.6`	direct
PyPI	numpy	`2.4.6`	direct
PyPI	pydantic	`2.13.4`	direct
PyPI	python-ulid	`3.1.0`	direct
PyPI	pyyaml	`6.0.3`	direct
PyPI	redis	`7.4.0`	direct
PyPI	tenacity	`9.1.4`	direct
PyPI	accessible-pygments	`0.0.5`	indirect
PyPI	aiofile	`3.11.1`	indirect
PyPI	aiofile	`3.9.0`	indirect
PyPI	aiohappyeyeballs	`2.6.2`	indirect
PyPI	aiohttp	`3.14.3`	indirect
PyPI	aiolimiter	`1.2.1`	indirect
PyPI	aiosignal	`1.4.0`	indirect
PyPI	alabaster	`0.7.16`	indirect
PyPI	annotated-doc	`0.0.5`	indirect
PyPI	annotated-types	`0.7.0`	indirect
PyPI	anyio	`4.13.0`	indirect
PyPI	appnope	`0.1.4`	indirect
PyPI	astroid	`3.3.11`	indirect
PyPI	asttokens	`3.0.1`	indirect
PyPI	async-timeout	`5.0.1`	indirect
PyPI	attrs	`26.1.0`	indirect
PyPI	authlib	`1.7.2`	indirect
PyPI	babel	`2.18.0`	indirect
PyPI	backports-tarfile	`1.2.0`	indirect
PyPI	beartype	`0.22.9`	indirect
PyPI	beautifulsoup4	`4.14.3`	indirect
PyPI	black	`26.5.1`	indirect
PyPI	bleach	`6.4.0`	indirect
PyPI	boto3	`1.43.16`	indirect
PyPI	botocore	`1.43.16`	indirect
PyPI	cachetools	`7.1.4`	indirect
PyPI	caio	`0.9.25`	indirect
PyPI	certifi	`2026.5.20`	indirect
PyPI	cffi	`2.0.0`	indirect
PyPI	cfgv	`3.5.0`	indirect
PyPI	charset-normalizer	`3.4.7`	indirect
PyPI	click	`8.4.2`	indirect
PyPI	codespell	`2.4.2`	indirect
PyPI	cohere	`7.0.0`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	comm	`0.2.3`	indirect
PyPI	coverage	`7.14.1`	indirect
PyPI	cryptography	`50.0.0`	indirect
PyPI	cuda-bindings	`13.3.0`	indirect
PyPI	cuda-pathfinder	`1.5.5`	indirect
PyPI	cuda-toolkit	`13.0.3.0`	indirect
PyPI	cyclopts	`4.16.1`	indirect
PyPI	debugpy	`1.8.20`	indirect
PyPI	decorator	`5.3.1`	indirect
PyPI	defusedxml	`0.7.1`	indirect
PyPI	dill	`0.4.1`	indirect
PyPI	distlib	`0.4.0`	indirect
PyPI	distro	`1.9.0`	indirect
PyPI	dnspython	`2.8.0`	indirect
PyPI	docker	`7.1.0`	indirect
PyPI	docstring-parser	`0.18.0`	indirect
PyPI	docutils	`0.21.2`	indirect
PyPI	email-validator	`2.3.0`	indirect
PyPI	eval-type-backport	`0.3.1`	indirect
PyPI	exceptiongroup	`1.3.1`	indirect
PyPI	execnet	`2.1.2`	indirect
PyPI	executing	`2.2.1`	indirect
PyPI	fastavro	`1.12.2`	indirect
PyPI	fastjsonschema	`2.21.2`	indirect
PyPI	fastmcp	`3.3.1`	indirect
PyPI	fastmcp-slim	`3.3.1`	indirect
PyPI	ffmpeg-python	`0.2.0`	indirect
PyPI	filelock	`3.29.0`	indirect
PyPI	frozenlist	`1.8.0`	indirect
PyPI	fsspec	`2026.4.0`	indirect
PyPI	future	`1.0.0`	indirect
PyPI	google-api-core	`2.25.2`	indirect
PyPI	google-api-core	`2.30.3`	indirect
PyPI	google-auth	`2.53.0`	indirect
PyPI	google-cloud-aiplatform	`1.148.1`	indirect
PyPI	google-cloud-aiplatform	`1.154.0`	indirect
PyPI	google-cloud-bigquery	`3.41.0`	indirect
PyPI	google-cloud-core	`2.6.0`	indirect
PyPI	google-cloud-resource-manager	`1.17.0`	indirect
PyPI	google-cloud-storage	`3.10.1`	indirect
PyPI	google-cloud-storage	`3.4.1`	indirect
PyPI	google-crc32c	`1.8.0`	indirect
PyPI	google-genai	`1.75.0`	indirect
PyPI	google-resumable-media	`2.9.0`	indirect
PyPI	googleapis-common-protos	`1.75.0`	indirect
PyPI	greenlet	`3.5.1`	indirect
PyPI	griffelib	`2.0.2`	indirect
PyPI	grpc-google-iam-v1	`0.14.4`	indirect
PyPI	grpcio	`1.80.0`	indirect
PyPI	grpcio-status	`1.71.2`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	hf-xet	`1.6.0`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httpx	`0.28.1`	indirect
PyPI	httpx-sse	`0.4.3`	indirect
PyPI	huggingface-hub	`1.27.0`	indirect
PyPI	identify	`2.6.19`	indirect
PyPI	idna	`3.16`	indirect
PyPI	imagesize	`2.0.0`	indirect
PyPI	importlib-metadata	`8.7.1`	indirect
PyPI	iniconfig	`2.3.0`	indirect
PyPI	invoke	`2.2.1`	indirect
PyPI	ipykernel	`7.2.0`	indirect
PyPI	ipython	`8.39.0`	indirect
PyPI	ipython	`9.13.0`	indirect
PyPI	ipython-pygments-lexers	`1.1.1`	indirect
PyPI	isort	`5.13.2`	indirect
PyPI	jaraco-classes	`3.4.0`	indirect
PyPI	jaraco-context	`6.1.2`	indirect
PyPI	jaraco-functools	`4.5.0`	indirect
PyPI	jedi	`0.20.0`	indirect
PyPI	jeepney	`0.9.0`	indirect
PyPI	jinja2	`3.1.6`	indirect
PyPI	jiter	`0.15.0`	indirect
PyPI	jmespath	`1.1.0`	indirect
PyPI	joblib	`1.5.3`	indirect
PyPI	joserfc	`1.6.8`	indirect
PyPI	jsonpatch	`1.33`	indirect
PyPI	jsonpointer	`3.1.1`	indirect
PyPI	jsonref	`1.1.0`	indirect
PyPI	jsonschema	`4.26.0`	indirect
PyPI	jsonschema-path	`0.5.0`	indirect
PyPI	jsonschema-specifications	`2025.9.1`	indirect
PyPI	jupyter-cache	`1.0.1`	indirect
PyPI	jupyter-client	`8.8.0`	indirect
PyPI	jupyter-core	`5.9.1`	indirect
PyPI	jupyterlab-pygments	`0.3.0`	indirect
PyPI	keyring	`25.7.0`	indirect
PyPI	langcache	`0.12.0`	indirect
PyPI	langchain-core	`1.4.0`	indirect
PyPI	langchain-protocol	`0.0.15`	indirect
PyPI	langchain-text-splitters	`1.1.2`	indirect
PyPI	langsmith	`0.8.18`	indirect
PyPI	librt	`0.11.0`	indirect
PyPI	markdown-it-py	`3.0.0`	indirect
PyPI	markupsafe	`3.0.3`	indirect
PyPI	matplotlib-inline	`0.2.2`	indirect
PyPI	mccabe	`0.7.0`	indirect
PyPI	mcp	`1.28.1`	indirect
PyPI	mdit-py-plugins	`0.6.1`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	mistralai	`1.12.4`	indirect
PyPI	mistune	`3.3.0`	indirect
PyPI	more-itertools	`11.1.0`	indirect
PyPI	mpmath	`1.3.0`	indirect
PyPI	multidict	`6.7.1`	indirect
PyPI	mypy	`1.20.2`	indirect
PyPI	mypy-extensions	`1.1.0`	indirect
PyPI	myst-nb	`1.4.0`	indirect
PyPI	myst-parser	`4.0.1`	indirect
PyPI	nbclient	`0.10.4`	indirect
PyPI	nbconvert	`7.17.1`	indirect
PyPI	nbformat	`5.10.4`	indirect
PyPI	nbsphinx	`0.9.8`	indirect
PyPI	nbval	`0.11.0`	indirect
PyPI	nest-asyncio	`1.6.0`	indirect
PyPI	networkx	`3.4.2`	indirect
PyPI	networkx	`3.6.1`	indirect
PyPI	nodeenv	`1.10.0`	indirect
PyPI	nvidia-cublas	`13.1.1.3`	indirect
PyPI	nvidia-cuda-cupti	`13.0.85`	indirect
PyPI	nvidia-cuda-nvrtc	`13.0.88`	indirect
PyPI	nvidia-cuda-runtime	`13.0.96`	indirect
PyPI	nvidia-cudnn-cu13	`9.20.0.48`	indirect
PyPI	nvidia-cufft	`12.0.0.61`	indirect
PyPI	nvidia-cufile	`1.15.1.6`	indirect
PyPI	nvidia-curand	`10.4.0.35`	indirect
PyPI	nvidia-cusolver	`12.0.4.66`	indirect
PyPI	nvidia-cusparse	`12.6.3.3`	indirect
PyPI	nvidia-cusparselt-cu13	`0.8.1`	indirect
PyPI	nvidia-nccl-cu13	`2.29.7`	indirect
PyPI	nvidia-nvjitlink	`13.0.88`	indirect
PyPI	nvidia-nvshmem-cu13	`3.4.5`	indirect
PyPI	nvidia-nvtx	`13.0.85`	indirect
PyPI	ollama	`0.6.2`	indirect
PyPI	openai	`2.38.0`	indirect
PyPI	openapi-pydantic	`0.5.1`	indirect
PyPI	opentelemetry-api	`1.42.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-common	`1.42.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-http	`1.42.1`	indirect
PyPI	opentelemetry-proto	`1.42.1`	indirect
PyPI	opentelemetry-sdk	`1.42.1`	indirect
PyPI	opentelemetry-semantic-conventions	`0.63b1`	indirect
PyPI	orjson	`3.11.9`	indirect
PyPI	packaging	`26.2`	indirect
PyPI	pandocfilters	`1.5.1`	indirect
PyPI	parso	`0.8.7`	indirect
PyPI	pathable	`0.6.0`	indirect
PyPI	pathspec	`1.1.1`	indirect
PyPI	pexpect	`4.9.0`	indirect
PyPI	pillow	`12.3.0`	indirect
PyPI	platformdirs	`4.9.6`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	pre-commit	`4.6.0`	indirect
PyPI	prompt-toolkit	`3.0.52`	indirect
PyPI	propcache	`0.5.2`	indirect
PyPI	proto-plus	`1.28.0`	indirect
PyPI	protobuf	`5.29.6`	indirect
PyPI	psutil	`7.2.2`	indirect
PyPI	ptyprocess	`0.7.0`	indirect
PyPI	pure-eval	`0.2.3`	indirect
PyPI	py-key-value-aio	`0.4.5`	indirect
PyPI	pyasn1	`0.6.4`	indirect
PyPI	pyasn1-modules	`0.4.2`	indirect
PyPI	pycparser	`3.0`	indirect
PyPI	pydantic-core	`2.46.4`	indirect
PyPI	pydantic-settings	`2.14.2`	indirect
PyPI	pydata-sphinx-theme	`0.15.4`	indirect
PyPI	pydata-sphinx-theme	`0.16.1`	indirect
PyPI	pygments	`2.20.0`	indirect
PyPI	pyjwt	`2.13.0`	indirect
PyPI	pylint	`3.3.9`	indirect
PyPI	pyperclip	`1.11.0`	indirect
PyPI	pytest	`8.4.2`	indirect
PyPI	pytest-asyncio	`0.23.8`	indirect
PyPI	pytest-xdist	`3.8.0`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-discovery	`1.3.1`	indirect
PyPI	python-dotenv	`1.2.2`	indirect
PyPI	python-multipart	`0.0.31`	indirect
PyPI	pytokens	`0.4.1`	indirect
PyPI	pywin32	`311`	indirect
PyPI	pywin32-ctypes	`0.2.3`	indirect
PyPI	pyzmq	`27.1.0`	indirect
PyPI	redisvl	`0.26.0`	indirect
PyPI	referencing	`0.37.0`	indirect
PyPI	regex	`2026.5.9`	indirect
PyPI	requests	`2.34.2`	indirect
PyPI	requests-toolbelt	`1.0.0`	indirect
PyPI	rich	`15.0.0`	indirect
PyPI	rich-rst	`2.0.1`	indirect
PyPI	rpds-py	`0.30.0`	indirect
PyPI	s3transfer	`0.17.1`	indirect
PyPI	safetensors	`0.8.0`	indirect
PyPI	scikit-learn	`1.7.2`	indirect
PyPI	scikit-learn	`1.8.0`	indirect
PyPI	scipy	`1.15.3`	indirect
PyPI	scipy	`1.17.1`	indirect
PyPI	secretstorage	`3.5.0`	indirect
PyPI	sentence-transformers	`5.7.0`	indirect
PyPI	setuptools	`83.0.0`	indirect
PyPI	shellingham	`1.5.4`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	sniffio	`1.3.1`	indirect
PyPI	snowballstemmer	`3.1.0`	indirect
PyPI	soupsieve	`2.8.4`	indirect
PyPI	sphinx	`7.4.7`	indirect
PyPI	sphinx-book-theme	`1.1.4`	indirect
PyPI	sphinx-book-theme	`1.2.0`	indirect
PyPI	sphinx-copybutton	`0.5.2`	indirect
PyPI	sphinx-design	`0.5.0`	indirect
PyPI	sphinx-favicon	`1.0.1`	indirect
PyPI	sphinxcontrib-applehelp	`2.0.0`	indirect
PyPI	sphinxcontrib-devhelp	`2.0.0`	indirect
PyPI	sphinxcontrib-htmlhelp	`2.1.0`	indirect
PyPI	sphinxcontrib-jsmath	`1.0.1`	indirect
PyPI	sphinxcontrib-mermaid	`0.9.2`	indirect
PyPI	sphinxcontrib-qthelp	`2.0.0`	indirect
PyPI	sphinxcontrib-serializinghtml	`2.0.0`	indirect
PyPI	sql-redis	`0.7.1`	indirect
PyPI	sqlalchemy	`2.0.50`	indirect
PyPI	sqlglot	`30.8.0`	indirect
PyPI	sse-starlette	`3.4.4`	indirect
PyPI	stack-data	`0.6.3`	indirect
PyPI	starlette	`1.3.1`	indirect
PyPI	sympy	`1.14.0`	indirect
PyPI	tabulate	`0.10.0`	indirect
PyPI	testcontainers	`4.14.2`	indirect
PyPI	threadpoolctl	`3.6.0`	indirect
PyPI	tinycss2	`1.4.0`	indirect
PyPI	tokenizers	`0.22.2`	indirect
PyPI	tomli	`2.4.1`	indirect
PyPI	tomlkit	`0.15.0`	indirect
PyPI	torch	`2.13.0`	indirect
PyPI	tornado	`6.5.7`	indirect
PyPI	tqdm	`4.67.3`	indirect
PyPI	traitlets	`5.15.0`	indirect
PyPI	transformers	`5.14.1`	indirect
PyPI	triton	`3.7.1`	indirect
PyPI	typer	`0.27.1`	indirect
PyPI	types-cffi	`2.0.0.20260518`	indirect
PyPI	types-pyopenssl	`24.1.0.20240722`	indirect
PyPI	types-pyyaml	`6.0.12.20260518`	indirect
PyPI	types-requests	`2.33.0.20260518`	indirect
PyPI	types-setuptools	`82.0.0.20260518`	indirect
PyPI	typing-extensions	`4.15.0`	indirect
PyPI	typing-inspection	`0.4.2`	indirect
PyPI	uncalled-for	`0.3.2`	indirect
PyPI	urllib3	`2.7.0`	indirect
PyPI	uuid-utils	`0.16.0`	indirect
PyPI	uvicorn	`0.48.0`	indirect
PyPI	virtualenv	`21.3.3`	indirect
PyPI	voyageai	`0.5.0`	indirect
PyPI	watchfiles	`1.2.0`	indirect
PyPI	wcwidth	`0.7.0`	indirect
PyPI	webencodings	`0.5.1`	indirect
PyPI	websockets	`16.0`	indirect
PyPI	wrapt	`2.2.1`	indirect
PyPI	xxhash	`3.7.0`	indirect
PyPI	yarl	`1.24.2`	indirect
PyPI	zipp	`4.1.0`	indirect
PyPI	zstandard	`0.25.0`	indirect

Dependency advisories 0

Installing pypi:redisvl@0.26.0 pulls in 12 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

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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 v0.34.0 — full methodology · metrics wiki.

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

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