Software health reportschema 0.27.0 · metrics 2.10.0 · 2026-08-01 23:55 UTC

memgraph / memgraph

High-performance open-source in-memory graph database for GraphRAG, AI memory, agentic AI, and real-time graph analytics. Cypher-compatible, built in C++.

C++ · PythonCustom license★ 4,302 stars⑂ 253 forkssince Sep 2020View on GitHub ↗

KindLibraryhow this is determined

#graph-algorithms #graph-database #graph-analysis #kafka #cypher #graph #opencypher #ai #graphrag #ai-agents #ai-memory #context-graph #enterprise-context #streaming #nosql

memgraph/memgraph holds a health index of 90 out of 100, placing it in the Excellent band. It scores highest on Vitality (100/100) and lowest on Security (15/100). It was last updated 1 day ago. 5 contributors account for most of its recent work.

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.

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 76 is calibrated to 90 on the published index scale (record calibration 2026-08-02).

Ownership

MemgraphOrganization

609 followers94 public repossince Mar 2016

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
PyPI	mgp	1.1.1	-	8	1317 days ago

Metrics by category

Vitality

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

100Exceptional · 21% of overall

Development activity

100Exceptional

How it's scored

36/36	Push recency — last push 1 days ago
36/36	Commit cadence — 52/52 weeks with commits
18/18	Commit volume — 694 commits in the last year
0/10	OpenSSF Scorecard: Maintained — no data

Inputs used

commits_last_year	694
human_commit_share	0.98
days_since_last_push	1
active_weeks_last_year	52

Release discipline

100Exceptional

How it's scored

27/27	Ships releases — 63 releases published
36/36	Release recency — latest release 17 days ago
27/27	Release cadence — a release every ~26.4 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	63
latest_release_tag	v3.12.0
releases_from_tags	no
days_since_latest_release	17
mean_days_between_releases	26.4

Community & Adoption

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

87Excellent · 17% of overall

Popularity & adoption

87Excellent

How it's scored

58.9/60	Stars — 4,302 stars
20/25	Forks — 253 forks
8.3/15	Watchers — 32 watchers

Inputs used

forks	253
stars	4,302
watchers	32
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

86Excellent

How it's scored

22.5/22.5	README
16.9/22.5	License — license file present, not a recognized license
18/18	CONTRIBUTING guide
13.5/13.5	Code of conduct
0/7.2	Issue template
6.3/6.3	PR template

Inputs used

has_readme	yes
has_license	yes
readme_badges	—
has_contributing	yes
has_issue_template	no
has_code_of_conduct	yes
readme_badge_services	—
has_pull_request_template	yes

Sustainability & Governance

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

80Excellent · 23% of overall

Maintainer resilience (bus factor)

88Excellent

How it's scored

45.9/54	Bus factor — 5 contributor(s) cover half of all commits
19.4/22.5	Commit distribution — top contributor authored 14% of commits
13.5/13.5	Contributor breadth — 57 contributors
0/10	OpenSSF Scorecard: Contributors — no data

Inputs used

bus_factor	5
contributors_sampled	57
top_contributor_share	0.138

Issue & PR responsiveness

65Good

How it's scored

22/42	Issue resolution — 52% of issues closed
25/30	PR acceptance — 2,460/2,953 decided PRs merged
0/13	Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15	OpenSSF Scorecard: Code-Review — no data

Inputs used

merged_prs	2,460
open_issues	663
closed_issues	730
prs_merged_7d	—
prs_decided_7d	—
prs_merged_30d	—
prs_decided_30d	—
issue_closed_ratio	0.524
closed_unmerged_prs	493
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

94Exceptional

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain — verified-domain status not read for this organization
20/25	Owner reach — 609 followers of memgraph
25/25	Track record — 94 public repos, account ~10 yr old

Inputs used

followers	609
owner_type	Organization
is_verified	—
owner_login	memgraph
public_repos	94
account_age_days	3,799

Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

69Good

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
4/35	Publish recency — latest publish 1,317 days ago
20/20	Version history — 8 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	mgp
ecosystems	pypi
any_deprecated	no
min_days_since_publish	1,317

Engineering Quality

Are baseline engineering and documentation practices in place?

86Excellent · 19% of overall

Engineering practices

100Exceptional

How it's scored

24/24	CI workflows — 42 workflow(s)
24/24	Tests present
16/16	Linter config — .flake8
9.6/9.6	Pre-commit hooks
6.4/6.4	.editorconfig
0/20	OpenSSF Scorecard: CI-Tests — no data

Inputs used

has_ci	yes
has_tests	yes
has_editorconfig	yes
has_linter_config	yes
has_precommit_config	yes

Documentation

65Good

How it's scored

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

Inputs used

topics	graph-algorithms, graph-database, graph-analysis, kafka, cypher, graph, opencypher, ai, graphrag, ai-agents, ai-memory, context-graph, enterprise-context, streaming, nosql
has_wiki	no
homepage	https://memgraph.com
docs_site	https://memgraph.com
has_readme	yes
has_docs_dir	no
has_description	yes

Security

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

15Critical · 16% of overall

Security posture

1Critical

How it's scored

0/30	Security policy (SECURITY.md)
0/25	Dependabot config
0/25	Dependency lockfiles — published library — lockfiles are an application concern, not expected
0/20	CodeQL workflow

Inputs used

source	file_signals
lockfiles	Cargo.lock, go.sum, pnpm-lock.yaml
manifests	pyproject.toml, requirements.txt, tests/requirements.txt, tools/requirements.txt
has_codeql_workflow	no
has_security_policy	no
has_dependabot_config	no

Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.

Dependency advisories

72Good

How it's scored

18.8/35	Direct dependencies free of known advisories — 2 affected: lru 0.12.5 (moderate 5.3), cxx 1.0.194 (unknown)
0/25	Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
35.3/40	No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 206 days ago

Inputs used

source	osv
advisories	35
affected_packages	20
assessed_packages	533
unassessed_packages	16
affected_by_severity	critical 1, high 8, moderate 5, low 2, unknown 4
direct_affected_packages	2

Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 533 resolved dependencies against OSV. 16 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. 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.

73Good · 4% of overall

Agent context & guidance

40Weak

How it's scored

0/45	Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15	Machine-readable docs (llms.txt)
40/40	Legible commit history — 97 of 98 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	no
llms_txt_url	—
legible_history_share	0.99
agent_instruction_files	—
agent_instruction_max_bytes	—

Verify loop (build / test / typecheck)

78Good

How it's scored

12.6/18	One-command bootstrap — mgcxx/text_search/Cargo.toml, src/mage/rust/rsmgp-example/Cargo.toml, src/mage/rust/rsmgp-sys/Cargo.toml (toolchain convention, no task runner)
22/22	Automated tests
11/11	Lint / format config — .flake8
11/11	Static type checking — C++ (statically typed)
10/10	Reproducible environment — Dockerfile, lockfile
4/10	Demonstrated agent practice — 2 of the last 100 commits agent-authored or agent-credited
0/8	Automated maintenance — no automated dependency updates observed
0/10	OpenSSF Scorecard: Pinned-Dependencies — no data

Inputs used

has_nix	no
has_tests	yes
lockfiles	Cargo.lock, go.sum, pnpm-lock.yaml
has_dockerfile	yes
typed_language	yes
bootstrap_files	—
has_devcontainer	no
has_linter_config	yes
typecheck_configs	—
agent_commit_share	0.02
toolchain_manifests	mgcxx/text_search/Cargo.toml, src/mage/rust/rsmgp-example/Cargo.toml, src/mage/rust/rsmgp-sys/Cargo.toml, tests/drivers/csharp/v4_1/DocsHowToQuery/DocsHowToQuery.csproj, tests/drivers/csharp/v4_1/Metadata/Metadata.csproj, tests/drivers/csharp/v4_1/ParallelEdgeImport/ParallelEdgeImport.csproj, tests/drivers/csharp/v4_1/Transactions/Transactions.csproj, tests/drivers/csharp/v5_8/DocsHowToQuery/DocsHowToQuery.csproj, tests/drivers/csharp/v5_8/Transactions/Transactions.csproj, tests/drivers/go/v4/go.mod, tests/drivers/go/v5/go.mod, tests/drivers/java/v5_8/pom.xml
dependency_bot_commit_share	0

Code legibility for models

98Exceptional

How it's scored

45/45	Type-checkable code — C++ (statically typed)
53.4/55	Manageable file sizes — 70/2,386 source files over 60KB

Inputs used

primary_language	C++
largest_source_bytes	729,074
source_files_sampled	2,386
oversized_source_files	70

Machine-readable interfaces

100Exceptional

How it's scored

40/40	API schema (OpenAPI/GraphQL/proto) — release/arch-pkg/PKGBUILD.proto
0/20	MCP server — not applicable to this kind of software
40/40	Runnable examples — recipes, sample

Inputs used

example_dirs	recipes, sample
has_mcp_signal	no
api_schema_files	release/arch-pkg/PKGBUILD.proto
interfaces_expected_of	—

Excluded from scoring (no data or not applicable): MCP server. Remaining weights renormalized.

Key facts

4,302GitHub stars

57contributors

694commits, last 12 months

1days since last push

63releases

5bus factor

663open issues

PyPIpackage ecosystems

Data collection warnings

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
Could not fetch crates package 'tantivy_text_search' from its registry
OpenSSF Scorecard did not return a usable result (2026/08/01 23:54:53 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

More detail

Star and fork history 0 ★ / 253 ⇿

0Stars

253Forks

63Releases

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 2Minor 34Patch 27

Each point covers 5 days.

Direct dependencies 7

Registry	Package	Version constraint	Manifest
crates.io	cxx	`1.0.126`	mgcxx/text_search/Cargo.toml
crates.io	log	`0.4.22`	mgcxx/text_search/Cargo.toml
crates.io	env_logger	`0.11.5`	mgcxx/text_search/Cargo.toml
crates.io	serde_json	`1.0.125`	mgcxx/text_search/Cargo.toml
crates.io	tantivy	`0.25.0`	mgcxx/text_search/Cargo.toml
crates.io	tantivy-fst	`0.5`	mgcxx/text_search/Cargo.toml
crates.io	lru	`0.12`	mgcxx/text_search/Cargo.toml

All dependencies 549

Full resolved dependency set from the GitHub dependency graph: 7 direct and 542 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
crates.io	cxx	`1.0.194`	direct
crates.io	env_logger	`0.11.9`	direct
crates.io	log	`0.4.29`	direct
crates.io	lru	`0.12.5`	direct
crates.io	serde_json	`1.0.149`	direct
crates.io	tantivy	`0.25.0`	direct
crates.io	tantivy-fst	`0.5.0`	direct
crates.io	aho-corasick	`1.1.4`	indirect
crates.io	allocator-api2	`0.2.21`	indirect
crates.io	android_system_properties	`0.1.5`	indirect
crates.io	anstream	`0.6.21`	indirect
crates.io	anstyle	`1.0.14`	indirect
crates.io	anstyle-parse	`0.2.7`	indirect
crates.io	anstyle-query	`1.1.5`	indirect
crates.io	anstyle-wincon	`3.0.11`	indirect
crates.io	anyhow	`1.0.102`	indirect
crates.io	arc-swap	`1.8.2`	indirect
crates.io	async-trait	`0.1.89`	indirect
crates.io	autocfg	`1.5.0`	indirect
crates.io	base64	`0.22.1`	indirect
crates.io	bindgen	`—`	indirect
crates.io	bindgen	`0.71.1`	indirect
crates.io	bitflags	`2.11.0`	indirect
crates.io	bitflags	`2.13.0`	indirect
crates.io	bitpacking	`0.9.3`	indirect
crates.io	bon	`3.9.1`	indirect
crates.io	bon-macros	`3.9.1`	indirect
crates.io	bumpalo	`3.19.0`	indirect
crates.io	bumpalo	`3.20.2`	indirect
crates.io	byteorder	`1.5.0`	indirect
crates.io	c_str_macro	`—`	indirect
crates.io	c_str_macro	`1.0.3`	indirect
crates.io	cargo-husky	`—`	indirect
crates.io	cc	`1.2.49`	indirect
crates.io	cc	`1.2.57`	indirect
crates.io	census	`0.4.2`	indirect
crates.io	cexpr	`0.6.0`	indirect
crates.io	cfg-if	`1.0.4`	indirect
crates.io	chrono	`—`	indirect
crates.io	chrono	`0.4.42`	indirect
crates.io	clang-sys	`1.8.1`	indirect
crates.io	clap	`4.6.0`	indirect
crates.io	clap_builder	`4.6.0`	indirect
crates.io	clap_lex	`1.1.0`	indirect
crates.io	codespan-reporting	`0.13.1`	indirect
crates.io	colorchoice	`1.0.5`	indirect
crates.io	core-foundation-sys	`0.8.7`	indirect
crates.io	crc32fast	`1.5.0`	indirect
crates.io	crossbeam-channel	`0.5.15`	indirect
crates.io	crossbeam-deque	`0.8.6`	indirect
crates.io	crossbeam-epoch	`0.9.18`	indirect
crates.io	crossbeam-utils	`0.8.21`	indirect
crates.io	crunchy	`0.2.4`	indirect
crates.io	cxx-build	`1.0.194`	indirect
crates.io	cxxbridge-cmd	`1.0.194`	indirect
crates.io	cxxbridge-flags	`1.0.194`	indirect
crates.io	cxxbridge-macro	`1.0.194`	indirect
crates.io	darling	`0.23.0`	indirect
crates.io	darling_core	`0.23.0`	indirect
crates.io	darling_macro	`0.23.0`	indirect
crates.io	deranged	`0.5.8`	indirect
crates.io	doc-comment	`0.3.4`	indirect
crates.io	downcast-rs	`2.0.2`	indirect
crates.io	either	`1.15.0`	indirect
crates.io	either	`1.16.0`	indirect
crates.io	env_filter	`1.0.0`	indirect
crates.io	equivalent	`1.0.2`	indirect
crates.io	errno	`0.3.14`	indirect
crates.io	fastdivide	`0.4.2`	indirect
crates.io	fastrand	`2.3.0`	indirect
crates.io	find-msvc-tools	`0.1.5`	indirect
crates.io	find-msvc-tools	`0.1.9`	indirect
crates.io	fnv	`1.0.7`	indirect
crates.io	foldhash	`0.1.5`	indirect
crates.io	foldhash	`0.2.0`	indirect
crates.io	fs4	`0.13.1`	indirect
crates.io	futures-core	`0.3.32`	indirect
crates.io	futures-macro	`0.3.32`	indirect
crates.io	futures-task	`0.3.32`	indirect
crates.io	futures-util	`0.3.32`	indirect
crates.io	getrandom	`0.2.17`	indirect
crates.io	getrandom	`0.4.2`	indirect
crates.io	glob	`0.3.3`	indirect
crates.io	hashbrown	`0.15.5`	indirect
crates.io	hashbrown	`0.16.1`	indirect
crates.io	heck	`0.5.0`	indirect
crates.io	htmlescape	`0.3.1`	indirect
crates.io	hyperloglogplus	`0.4.1`	indirect
crates.io	iana-time-zone	`0.1.64`	indirect
crates.io	iana-time-zone-haiku	`0.1.2`	indirect
crates.io	id-arena	`2.3.0`	indirect
crates.io	ident_case	`1.0.1`	indirect
crates.io	indexmap	`2.13.0`	indirect
crates.io	is_terminal_polyfill	`1.70.2`	indirect
crates.io	itertools	`0.13.0`	indirect
crates.io	itertools	`0.14.0`	indirect
crates.io	itoa	`1.0.17`	indirect
crates.io	jiff	`0.2.23`	indirect
crates.io	jiff-static	`0.2.23`	indirect
crates.io	js-sys	`0.3.83`	indirect
crates.io	js-sys	`0.3.91`	indirect
crates.io	leb128fmt	`0.1.0`	indirect
crates.io	levenshtein_automata	`0.2.1`	indirect
crates.io	libc	`—`	indirect
crates.io	libc	`0.2.178`	indirect
crates.io	libc	`0.2.183`	indirect
crates.io	libloading	`0.8.9`	indirect
crates.io	libm	`0.2.16`	indirect
crates.io	link-cplusplus	`1.0.12`	indirect
crates.io	linux-raw-sys	`0.12.1`	indirect
crates.io	measure_time	`0.9.0`	indirect
crates.io	memchr	`2.7.6`	indirect
crates.io	memchr	`2.8.0`	indirect
crates.io	memmap2	`0.9.10`	indirect
crates.io	minimal-lexical	`0.2.1`	indirect
crates.io	mockall	`—`	indirect
crates.io	mockall_double	`—`	indirect
crates.io	mockall_double	`0.3.1`	indirect
crates.io	murmurhash32	`0.3.1`	indirect
crates.io	nom	`7.1.3`	indirect
crates.io	num-conv	`0.2.0`	indirect
crates.io	num-traits	`0.2.19`	indirect
crates.io	once_cell	`1.21.3`	indirect
crates.io	once_cell	`1.21.4`	indirect
crates.io	once_cell_polyfill	`1.70.2`	indirect
crates.io	oneshot	`0.1.13`	indirect
crates.io	ownedbytes	`0.9.0`	indirect
crates.io	pin-project-lite	`0.2.17`	indirect
crates.io	portable-atomic	`1.13.1`	indirect
crates.io	portable-atomic-util	`0.2.6`	indirect
crates.io	powerfmt	`0.2.0`	indirect
crates.io	ppv-lite86	`0.2.21`	indirect
crates.io	prettyplease	`0.2.37`	indirect
crates.io	proc-macro2	`1.0.103`	indirect
crates.io	proc-macro2	`1.0.106`	indirect
crates.io	quote	`1.0.42`	indirect
crates.io	quote	`1.0.45`	indirect
crates.io	r-efi	`6.0.0`	indirect
crates.io	rand	`0.8.5`	indirect
crates.io	rand_chacha	`0.3.1`	indirect
crates.io	rand_core	`0.6.4`	indirect
crates.io	rand_distr	`0.4.3`	indirect
crates.io	rayon	`1.11.0`	indirect
crates.io	rayon-core	`1.13.0`	indirect
crates.io	regex	`1.12.2`	indirect
crates.io	regex	`1.12.3`	indirect
crates.io	regex-automata	`0.4.13`	indirect
crates.io	regex-automata	`0.4.14`	indirect
crates.io	regex-syntax	`0.8.10`	indirect
crates.io	regex-syntax	`0.8.8`	indirect
crates.io	rust-stemmers	`1.2.0`	indirect
crates.io	rustc-hash	`2.1.1`	indirect
crates.io	rustc-hash	`2.1.3`	indirect
crates.io	rustix	`1.1.4`	indirect
crates.io	rustversion	`1.0.22`	indirect
crates.io	scratch	`1.0.9`	indirect
crates.io	semver	`1.0.27`	indirect
crates.io	serde	`1.0.228`	indirect
crates.io	serde_core	`1.0.228`	indirect
crates.io	serde_derive	`1.0.228`	indirect
crates.io	serial_test	`—`	indirect
crates.io	shlex	`1.3.0`	indirect
crates.io	sketches-ddsketch	`0.3.1`	indirect
crates.io	slab	`0.4.12`	indirect
crates.io	smallvec	`1.15.1`	indirect
crates.io	snafu	`—`	indirect
crates.io	snafu	`0.6.10`	indirect
crates.io	snafu-derive	`0.6.10`	indirect
crates.io	stable_deref_trait	`1.2.1`	indirect
crates.io	strsim	`0.11.1`	indirect
crates.io	syn	`1.0.109`	indirect
crates.io	syn	`2.0.111`	indirect
crates.io	syn	`2.0.117`	indirect
crates.io	tantivy-bitpacker	`0.9.0`	indirect
crates.io	tantivy-columnar	`0.6.0`	indirect
crates.io	tantivy-common	`0.10.0`	indirect
crates.io	tantivy-query-grammar	`0.25.0`	indirect
crates.io	tantivy-sstable	`0.6.0`	indirect
crates.io	tantivy-stacker	`0.6.0`	indirect
crates.io	tantivy-tokenizer-api	`0.6.0`	indirect
crates.io	tempfile	`3.27.0`	indirect
crates.io	termcolor	`1.4.1`	indirect
crates.io	thiserror	`2.0.18`	indirect
crates.io	thiserror-impl	`2.0.18`	indirect
crates.io	time	`0.3.47`	indirect
crates.io	time-core	`0.1.8`	indirect
crates.io	time-macros	`0.2.27`	indirect
crates.io	unicode-ident	`1.0.22`	indirect
crates.io	unicode-ident	`1.0.24`	indirect
crates.io	unicode-width	`0.2.2`	indirect
crates.io	unicode-xid	`0.2.6`	indirect
crates.io	utf8-ranges	`1.0.5`	indirect
crates.io	utf8parse	`0.2.2`	indirect
crates.io	uuid	`1.22.0`	indirect
crates.io	wasi	`0.11.1+wasi-snapshot-preview1`	indirect
crates.io	wasip2	`1.0.2+wasi-0.2.9`	indirect
crates.io	wasip3	`0.4.0+wasi-0.3.0-rc-2026-01-06`	indirect
crates.io	wasm-bindgen	`0.2.106`	indirect
crates.io	wasm-bindgen	`0.2.114`	indirect
crates.io	wasm-bindgen-macro	`0.2.106`	indirect
crates.io	wasm-bindgen-macro	`0.2.114`	indirect
crates.io	wasm-bindgen-macro-support	`0.2.106`	indirect
crates.io	wasm-bindgen-macro-support	`0.2.114`	indirect
crates.io	wasm-bindgen-shared	`0.2.106`	indirect
crates.io	wasm-bindgen-shared	`0.2.114`	indirect
crates.io	wasm-encoder	`0.244.0`	indirect
crates.io	wasm-metadata	`0.244.0`	indirect
crates.io	wasmparser	`0.244.0`	indirect
crates.io	winapi	`0.3.9`	indirect
crates.io	winapi-i686-pc-windows-gnu	`0.4.0`	indirect
crates.io	winapi-util	`0.1.11`	indirect
crates.io	winapi-x86_64-pc-windows-gnu	`0.4.0`	indirect
crates.io	windows-core	`0.62.2`	indirect
crates.io	windows-implement	`0.60.2`	indirect
crates.io	windows-interface	`0.59.3`	indirect
crates.io	windows-link	`0.2.1`	indirect
crates.io	windows-result	`0.4.1`	indirect
crates.io	windows-strings	`0.5.1`	indirect
crates.io	windows-sys	`0.59.0`	indirect
crates.io	windows-sys	`0.61.2`	indirect
crates.io	windows-targets	`0.52.6`	indirect
crates.io	windows_aarch64_gnullvm	`0.52.6`	indirect
crates.io	windows_aarch64_msvc	`0.52.6`	indirect
crates.io	windows_i686_gnu	`0.52.6`	indirect
crates.io	windows_i686_gnullvm	`0.52.6`	indirect
crates.io	windows_i686_msvc	`0.52.6`	indirect
crates.io	windows_x86_64_gnu	`0.52.6`	indirect
crates.io	windows_x86_64_gnullvm	`0.52.6`	indirect
crates.io	windows_x86_64_msvc	`0.52.6`	indirect
crates.io	wit-bindgen	`0.51.0`	indirect
crates.io	wit-bindgen-core	`0.51.0`	indirect
crates.io	wit-bindgen-rust	`0.51.0`	indirect
crates.io	wit-bindgen-rust-macro	`0.51.0`	indirect
crates.io	wit-component	`0.244.0`	indirect
crates.io	wit-parser	`0.244.0`	indirect
crates.io	zerocopy	`0.8.42`	indirect
crates.io	zerocopy-derive	`0.8.42`	indirect
crates.io	zmij	`1.0.21`	indirect
Go	github.com/neo4j/neo4j-go-driver	`v1.8.3`	indirect
Go	github.com/neo4j/neo4j-go-driver/v5	`v5.18.0`	indirect
Go	golang.org/dl	`v0.0.0-20230502172222-5216546bad51`	indirect
Maven	org.apache.maven.plugins:maven-compiler-plugin	`—`	indirect
Maven	org.neo4j.driver:neo4j-java-driver	`5.8.0`	indirect
npm	@apollo/cache-control-types	`1.0.3`	indirect
npm	@apollo/federation-internals	`2.12.1`	indirect
npm	@apollo/protobufjs	`1.2.7`	indirect
npm	@apollo/server	`4.12.2`	indirect
npm	@apollo/server-gateway-interface	`1.1.1`	indirect
npm	@apollo/subgraph	`2.12.1`	indirect
npm	@apollo/usage-reporting-protobuf	`4.1.1`	indirect
npm	@apollo/utils.createhash	`2.0.2`	indirect
npm	@apollo/utils.dropunuseddefinitions	`2.0.1`	indirect
npm	@apollo/utils.fetcher	`2.0.1`	indirect
npm	@apollo/utils.isnodelike	`2.0.1`	indirect
npm	@apollo/utils.keyvaluecache	`2.1.1`	indirect
npm	@apollo/utils.logger	`2.0.1`	indirect
npm	@apollo/utils.printwithreducedwhitespace	`2.0.1`	indirect
npm	@apollo/utils.removealiases	`2.0.1`	indirect
npm	@apollo/utils.sortast	`2.0.1`	indirect
npm	@apollo/utils.stripsensitiveliterals	`2.0.1`	indirect
npm	@apollo/utils.usagereporting	`2.1.0`	indirect
npm	@apollo/utils.withrequired	`2.0.1`	indirect
npm	@babel/runtime	`7.28.4`	indirect
npm	@graphql-tools/merge	`8.4.2`	indirect
npm	@graphql-tools/merge	`9.1.6`	indirect
npm	@graphql-tools/resolvers-composition	`7.0.25`	indirect
npm	@graphql-tools/schema	`10.0.30`	indirect
npm	@graphql-tools/schema	`9.0.19`	indirect
npm	@graphql-tools/utils	`10.11.0`	indirect
npm	@graphql-tools/utils	`10.8.6`	indirect
npm	@graphql-tools/utils	`9.2.1`	indirect
npm	@graphql-typed-document-node/core	`3.2.0`	indirect
npm	@neo4j/cypher-builder	`2.11.0`	indirect
npm	@neo4j/graphql	`7.2.0`	indirect
npm	@protobufjs/aspromise	`1.1.2`	indirect
npm	@protobufjs/base64	`1.1.2`	indirect
npm	@protobufjs/codegen	`2.0.4`	indirect
npm	@protobufjs/eventemitter	`1.1.0`	indirect
npm	@protobufjs/fetch	`1.1.0`	indirect
npm	@protobufjs/float	`1.0.2`	indirect
npm	@protobufjs/inquire	`1.1.0`	indirect
npm	@protobufjs/path	`1.1.2`	indirect
npm	@protobufjs/pool	`1.1.0`	indirect
npm	@protobufjs/utf8	`1.1.0`	indirect
npm	@types/body-parser	`1.19.6`	indirect
npm	@types/connect	`3.4.38`	indirect
npm	@types/express	`4.17.25`	indirect
npm	@types/express-serve-static-core	`4.19.7`	indirect
npm	@types/http-errors	`2.0.5`	indirect
npm	@types/long	`4.0.2`	indirect
npm	@types/mime	`1.3.5`	indirect
npm	@types/node	`24.10.1`	indirect
npm	@types/node-fetch	`2.6.13`	indirect
npm	@types/qs	`6.14.0`	indirect
npm	@types/range-parser	`1.2.7`	indirect
npm	@types/send	`0.17.6`	indirect
npm	@types/send	`1.2.1`	indirect
npm	@types/serve-static	`1.15.10`	indirect
npm	@types/uuid	`9.0.8`	indirect
npm	@whatwg-node/promise-helpers	`1.3.2`	indirect
npm	accepts	`1.3.8`	indirect
npm	ansi-styles	`4.3.0`	indirect
npm	array-flatten	`1.1.1`	indirect
npm	async-retry	`1.3.3`	indirect
npm	asynckit	`0.4.0`	indirect
npm	available-typed-arrays	`1.0.7`	indirect
npm	base64-js	`1.5.1`	indirect
npm	body-parser	`1.20.4`	indirect
npm	braces	`3.0.3`	indirect
npm	buffer	`6.0.3`	indirect
npm	bytes	`3.1.2`	indirect
npm	call-bind	`1.0.8`	indirect
npm	call-bind-apply-helpers	`1.0.2`	indirect
npm	call-bound	`1.0.4`	indirect
npm	camelcase	`6.3.0`	indirect
npm	chalk	`4.1.2`	indirect
npm	color-convert	`2.0.1`	indirect
npm	color-name	`1.1.4`	indirect
npm	combined-stream	`1.0.8`	indirect
npm	content-disposition	`0.5.4`	indirect
npm	content-type	`1.0.5`	indirect
npm	cookie	`0.7.2`	indirect
npm	cookie-signature	`1.0.7`	indirect
npm	cors	`2.8.5`	indirect
npm	cross-inspect	`1.0.1`	indirect
npm	debug	`2.6.9`	indirect
npm	debug	`4.4.3`	indirect
npm	define-data-property	`1.1.4`	indirect
npm	delayed-stream	`1.0.0`	indirect
npm	depd	`2.0.0`	indirect
npm	destroy	`1.2.0`	indirect
npm	dot-prop	`6.0.1`	indirect
npm	dset	`3.1.4`	indirect
npm	dunder-proto	`1.0.1`	indirect
npm	ee-first	`1.1.1`	indirect
npm	encodeurl	`1.0.2`	indirect
npm	encodeurl	`2.0.0`	indirect
npm	es-define-property	`1.0.1`	indirect
npm	es-errors	`1.3.0`	indirect
npm	es-object-atoms	`1.1.1`	indirect
npm	es-set-tostringtag	`2.1.0`	indirect
npm	escape-html	`1.0.3`	indirect
npm	etag	`1.8.1`	indirect
npm	express	`4.22.1`	indirect
npm	fill-range	`7.1.1`	indirect
npm	finalhandler	`1.3.2`	indirect
npm	for-each	`0.3.5`	indirect
npm	form-data	`4.0.5`	indirect
npm	forwarded	`0.2.0`	indirect
npm	fresh	`0.5.2`	indirect
npm	function-bind	`1.1.2`	indirect
npm	get-intrinsic	`1.3.0`	indirect
npm	get-proto	`1.0.1`	indirect
npm	gopd	`1.2.0`	indirect
npm	graphql	`16.12.0`	indirect
npm	graphql-compose	`9.1.0`	indirect
npm	graphql-parse-resolve-info	`4.14.1`	indirect
npm	graphql-query-complexity	`1.1.0`	indirect
npm	graphql-relay	`0.10.2`	indirect
npm	graphql-tag	`2.12.6`	indirect
npm	graphql-type-json	`0.3.2`	indirect
npm	has-flag	`4.0.0`	indirect
npm	has-property-descriptors	`1.0.2`	indirect
npm	has-symbols	`1.1.0`	indirect
npm	has-tostringtag	`1.0.2`	indirect
npm	hasown	`2.0.2`	indirect
npm	http-errors	`2.0.0`	indirect
npm	http-errors	`2.0.1`	indirect
npm	iconv-lite	`0.4.24`	indirect
npm	ieee754	`1.2.1`	indirect
npm	inherits	`2.0.4`	indirect
npm	ipaddr.js	`1.9.1`	indirect
npm	is-callable	`1.2.7`	indirect
npm	is-number	`7.0.0`	indirect
npm	is-obj	`2.0.0`	indirect
npm	is-typed-array	`1.1.15`	indirect
npm	isarray	`2.0.5`	indirect
npm	jose	`5.10.0`	indirect
npm	js-levenshtein	`1.1.6`	indirect
npm	lodash	`4.17.21`	indirect
npm	lodash.get	`4.4.2`	indirect
npm	lodash.sortby	`4.7.0`	indirect
npm	loglevel	`1.9.2`	indirect
npm	long	`4.0.0`	indirect
npm	lru-cache	`7.18.3`	indirect
npm	math-intrinsics	`1.1.0`	indirect
npm	media-typer	`0.3.0`	indirect
npm	merge-descriptors	`1.0.3`	indirect
npm	methods	`1.1.2`	indirect
npm	micromatch	`4.0.8`	indirect
npm	mime	`1.6.0`	indirect
npm	mime-db	`1.52.0`	indirect
npm	mime-types	`2.1.35`	indirect
npm	ms	`2.0.0`	indirect
npm	ms	`2.1.3`	indirect
npm	negotiator	`0.6.3`	indirect
npm	negotiator	`0.6.4`	indirect
npm	neo4j-driver	`4.1.1`	indirect
npm	neo4j-driver	`4.4.11`	indirect
npm	neo4j-driver	`5.28.2`	indirect
npm	neo4j-driver	`5.8.0`	indirect
npm	neo4j-driver	`^5.9.2`	indirect
npm	neo4j-driver-bolt-connection	`4.4.11`	indirect
npm	neo4j-driver-bolt-connection	`5.28.2`	indirect
npm	neo4j-driver-core	`4.4.11`	indirect
npm	neo4j-driver-core	`5.28.2`	indirect
npm	node-abort-controller	`3.1.1`	indirect
npm	node-fetch	`2.7.0`	indirect
npm	object-assign	`4.1.1`	indirect
npm	object-inspect	`1.13.4`	indirect
npm	on-finished	`2.4.1`	indirect
npm	parseurl	`1.3.3`	indirect
npm	path-to-regexp	`0.1.12`	indirect
npm	picomatch	`2.3.1`	indirect
npm	pluralize	`8.0.0`	indirect
npm	possible-typed-array-names	`1.1.0`	indirect
npm	proxy-addr	`2.0.7`	indirect
npm	punycode	`2.3.1`	indirect
npm	qs	`6.14.0`	indirect
npm	range-parser	`1.2.1`	indirect
npm	raw-body	`2.5.3`	indirect
npm	retry	`0.13.1`	indirect
npm	rxjs	`6.6.7`	indirect
npm	rxjs	`7.8.2`	indirect
npm	rxjs	`^7.8.1`	indirect
npm	safe-buffer	`5.2.1`	indirect
npm	safer-buffer	`2.1.2`	indirect
npm	semver	`7.7.3`	indirect
npm	send	`0.19.0`	indirect
npm	send	`0.19.1`	indirect
npm	serve-static	`1.16.2`	indirect
npm	set-function-length	`1.2.2`	indirect
npm	setprototypeof	`1.2.0`	indirect
npm	sha.js	`2.4.12`	indirect
npm	side-channel	`1.1.0`	indirect
npm	side-channel-list	`1.0.0`	indirect
npm	side-channel-map	`1.0.1`	indirect
npm	side-channel-weakmap	`1.0.2`	indirect
npm	statuses	`2.0.1`	indirect
npm	statuses	`2.0.2`	indirect
npm	string_decoder	`1.3.0`	indirect
npm	supports-color	`7.2.0`	indirect
npm	text-encoding-utf-8	`1.0.2`	indirect
npm	to-buffer	`1.2.2`	indirect
npm	to-regex-range	`5.0.1`	indirect
npm	toidentifier	`1.0.1`	indirect
npm	tr46	`0.0.3`	indirect
npm	ts-node	`^10.0.0`	indirect
npm	tslib	`1.14.1`	indirect
npm	tslib	`2.8.1`	indirect
npm	type-is	`1.6.18`	indirect
npm	typed-array-buffer	`1.0.3`	indirect
npm	typescript-memoize	`1.1.1`	indirect
npm	undici-types	`7.16.0`	indirect
npm	unpipe	`1.0.0`	indirect
npm	uri-js	`4.4.1`	indirect
npm	utils-merge	`1.0.1`	indirect
npm	uuid	`9.0.1`	indirect
npm	value-or-promise	`1.0.12`	indirect
npm	vary	`1.1.2`	indirect
npm	webidl-conversions	`3.0.1`	indirect
npm	whatwg-mimetype	`3.0.0`	indirect
npm	whatwg-url	`5.0.0`	indirect
npm	which-typed-array	`1.1.19`	indirect
NuGet	Neo4j.Driver.Simple	`4.1.1`	indirect
NuGet	Neo4j.Driver.Simple	`5.8.0`	indirect
PyPI	behave	`1.2.6`	indirect
PyPI	black	`26.5.0`	indirect
PyPI	boto3	`1.36.23`	indirect
PyPI	boto3	`1.40.59`	indirect
PyPI	chardet	`4.0.0`	indirect
PyPI	conan	`—`	indirect
PyPI	cryptography	`49.0.0`	indirect
PyPI	cycler	`0.10.0`	indirect
PyPI	defusedxml	`0.7.1`	indirect
PyPI	duckdb	`1.2.1`	indirect
PyPI	elasticsearch	`8.17.0`	indirect
PyPI	faker	`37.3.0`	indirect
PyPI	filelock	`3.29.0`	indirect
PyPI	flake8	`7.1.1`	indirect
PyPI	gekko	`1.2.1`	indirect
PyPI	gensim	`—`	indirect
PyPI	gensim	`4.3.3`	indirect
PyPI	gensim	`4.4.0`	indirect
PyPI	gqlalchemy	`—`	indirect
PyPI	gqlalchemy	`1.8.0`	indirect
PyPI	gssapi	`1.11.1`	indirect
PyPI	huggingface-hub	`1.22.0`	indirect
PyPI	idna	`3.15`	indirect
PyPI	igraph	`0.11.8`	indirect
PyPI	jaraco-context	`6.1.0`	indirect
PyPI	kafka-python	`2.0.2`	indirect
PyPI	ldap3	`2.6`	indirect
PyPI	litellm	`1.85.0`	indirect
PyPI	lxml	`6.1.0`	indirect
PyPI	matplotlib	`2.0.2`	indirect
PyPI	mysql-connector-python	`9.1.0`	indirect
PyPI	neo4j	`5.14.1`	indirect
PyPI	neo4j	`5.23`	indirect
PyPI	neo4j	`5.28.2`	indirect
PyPI	neo4j-driver	`4.1.1`	indirect
PyPI	networkx	`2.4`	indirect
PyPI	networkx	`2.5.1`	indirect
PyPI	networkx	`2.8.8`	indirect
PyPI	numpy	`1.22`	indirect
PyPI	numpy	`1.26.4`	indirect
PyPI	oracledb	`2.5.1`	indirect
PyPI	pandas	`2.2.3`	indirect
PyPI	parse	`1.18.0`	indirect
PyPI	parse-type	`0.5.2`	indirect
PyPI	platformdirs	`4.3.6`	indirect
PyPI	psycopg2-binary	`2.9.10`	indirect
PyPI	pulsar-client	`3.5.0`	indirect
PyPI	pyarrow	`24.0.0`	indirect
PyPI	pyjwt	`2.13.0`	indirect
PyPI	pymgclient	`1.5.2`	indirect
PyPI	pyodbc	`5.2.0`	indirect
PyPI	pyopenssl	`26.3.0`	indirect
PyPI	pyparsing	`2.2.0`	indirect
PyPI	pytest	`9.0.3`	indirect
PyPI	pytest-benchmark	`5.1.0`	indirect
PyPI	pytest-black	`0.6.0`	indirect
PyPI	pytest-cov	`6.0.0`	indirect
PyPI	pytest-flake8	`1.3.0`	indirect
PyPI	pytest-pylint	`0.21.0`	indirect
PyPI	pytest-timeout	`2.3.1`	indirect
PyPI	python-dateutil	`2.6.1`	indirect
PyPI	python-levenshtein	`0.26.1`	indirect
PyPI	python3-saml	`1.16.0`	indirect
PyPI	pytz	`2023.3`	indirect
PyPI	pyyaml	`6.0.1`	indirect
PyPI	pyyaml	`6.0.2`	indirect
PyPI	requests	`2.34.2`	indirect
PyPI	scikit-learn	`1.5.2`	indirect
PyPI	scipy	`1.13.0`	indirect
PyPI	scipy	`1.13.1`	indirect
PyPI	semver	`3.0.2`	indirect
PyPI	sentence-transformers	`5.6.0`	indirect
PyPI	setuptools	`80.9.0`	indirect
PyPI	setuptools	`81.0.0`	indirect
PyPI	six	`1.11.0`	indirect
PyPI	six	`1.15.0`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	tabulate	`0.8.1`	indirect
PyPI	torch	`2.9.0`	indirect
PyPI	torchmetrics	`0.10.0`	indirect
PyPI	transformers	`5.13.0`	indirect
PyPI	urllib3	`2.7.0`	indirect
PyPI	xmlsec	`1.3.16`	indirect

Dependency advisories 20

This repository publishes no package the index resolves, so its own dependency graph was assessed — 533 packages, which also include development and test pins that never ship: 20 carry known advisories, of which 2 are direct. 16 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

Package	Version	Relation	Severity	Advisories	Fixed in
@apollo/federation-internals	`2.12.1`	indirect	critical	1	`2.13.2`
@apollo/server	`4.12.2`	indirect	high	2	`5.5.0`
form-data	`4.0.5`	indirect	high	1	`4.0.6`
kafka-python	`2.0.2`	indirect	high	2	`2.3.2`
lodash	`4.17.21`	indirect	high	3	`4.18.0`
path-to-regexp	`0.1.12`	indirect	high	1	`0.1.13`
picomatch	`2.3.1`	indirect	high	2	`4.0.4`
torch	`2.9.0`	indirect	high	5	`2.13.0`
uuid	`9.0.1`	indirect	high	1	`13.0.1`
lru	`0.12.5`	direct	moderate	2	`0.16.3`
@protobufjs/utf8	`1.1.0`	indirect	moderate	1	`8.0.2`
qs	`6.14.0`	indirect	moderate	3	`6.15.2`
setuptools	`80.9.0`	indirect	moderate	2	`83.0.0`
setuptools	`81.0.0`	indirect	moderate	2	`83.0.0`
body-parser	`1.20.4`	indirect	low	1	`2.3.0`
rand	`0.8.5`	indirect	low	2	`0.10.1`
cxx	`1.0.194`	direct	unknown	1	`1.0.195`
anyhow	`1.0.102`	indirect	unknown	1	`1.0.103`
crossbeam-epoch	`0.9.18`	indirect	unknown	1	`0.9.20`
memmap2	`0.9.10`	indirect	unknown	1	`0.9.11`

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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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.

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 v0.27.0 — full methodology · metrics wiki.

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

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