Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-17 12:07 UTC

OmniNode-ai / omnimemory

Advanced memory management and retrieval system for AI applications

PythonMIT★ 1 star⑂ 3 forkssince Sep 2025View on GitHub ↗
KindPluginNetwork serviceMCP serverLibraryhow this is determined

OmniNode-ai/omnimemory holds a health index of 84 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (92/100) and lowest on Sustainability & Governance (55/100). It was last updated today. A single contributor accounts for most of its recent work.

84
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.

84
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 71 is calibrated to 84 on the published index scale (record calibration 2026-08-02).

Ownership

OmniNode.aiOrganization
21 followers19 public repossince Apr 2025

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIomninode-memory0.18.6256,065300 days agoembeddingsmemoryomninodeonexragsemantic-search

Metrics by category

Vitality

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

91Excellent · 21% of overall

Development activity

91Excellent
How it's scored
36/36Push recency — last push 0 days ago
27/36Commit cadence — 39/52 weeks with commits
18/18Commit volume — 634 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year634
human_commit_share0.35
days_since_last_push0
active_weeks_last_year39

Release discipline

90Excellent
How it's scored
27/27Ships releases — 33 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~16.6 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count33
latest_release_tagv0.18.6
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases16.6

Community & Adoption

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

55Moderate · 17% of overall

Popularity & adoption

2Critical
How it's scored
0/60Stars — 1 stars
2.5/25Forks — 3 forks
0/15Watchers — 0 watchers
Inputs used
forks3
stars1
watchers0
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 (MIT)
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_badges7
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesgithub.com, shields.io
has_pull_request_templateyes

Ecosystem adoption (downloads)

90Excellent
How it's scored
72.1/80Monthly downloads — 256,065 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesomninode-memory
dependents—
ecosystemspypi
total_downloads—
monthly_downloads256,065
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?

55Moderate · 23% of overall

Maintainer resilience (bus factor)

22At Risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0.3/22.5Commit distribution — top contributor authored 99% of commits
2.7/13.5Contributor breadth — 2 contributors
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Inputs used
bus_factor1
contributors_sampled2
top_contributor_share0.987

Issue & PR responsiveness

60Moderate
How it's scored
0/42Issue resolution — no issues or no data
26.9/30PR acceptance — 575/642 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/16 approved changesets -- score normalized to 0
Inputs used
merged_prs575
open_issues0
closed_issues0
prs_merged_7d20
prs_decided_7d22
prs_merged_30d24
prs_decided_30d26
issue_closed_ratio—
closed_unmerged_prs67
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Issue resolution, Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

52Moderate
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
9.7/25Owner reach — 21 followers of OmniNode-ai
12.4/25Track record — 19 public repos, account ~1 yr old
Inputs used
followers21
owner_typeOrganization
is_verifiedno
owner_loginOmniNode-ai
public_repos19
account_age_days540

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 30 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesomninode-memory
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall

Engineering practices

94Exceptional
How it's scored
24/24CI workflows — 30 workflow(s)
24/24Tests present
16/16Linter config — .flake8, pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://github.com/OmniNode-ai/knowledge_base
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics—
has_wikiyes
homepage—
docs_sitehttps://github.com/OmniNode-ai/knowledge_base
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

58Moderate · 16% of overall

Security posture

54Moderate
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 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
0/7.5Code-Review — Found 0/16 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
10/10Dangerous-Workflow — no 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 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
1/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2
4/5SAST — SAST tool is not run on all commits -- score normalized to 8
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 12 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate5.5

Dependency advisories

72Good
How it's scored
14/35Direct dependencies free of known advisories — 1 affected: mcp 1.29.1 (high 7.5)
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
40/40No advisories left outstanding — no advisory has been public longer than 90 days
Inputs used
sourceosv
advisories23
affected_packages6
assessed_packages193
unassessed_packages0
affected_by_severitycritical 1, high 3, moderate 2
direct_affected_packages1
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 193 resolved dependencies against OSV. 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.

72Good · 4% of overall

Agent context & guidance

85Excellent
How it's scored
45/45Agent instructions — CLAUDE.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 35 of 35 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share1
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes4,828

Verify loop (build / test / typecheck)

64Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — .flake8, pyproject.toml ([tool.ruff])
11/11Static type checking — pyrightconfig.json
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
8/8Automated maintenance — 5 of the last 100 commits are automated dependency updates
2/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configspyrightconfig.json
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0.05

Code legibility for models

81Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (pyrightconfig.json)
54.1/55Manageable file sizes — 8/504 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes89,843
source_files_sampled504
oversized_source_files8

Machine-readable interfaces

60Moderate
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files—
interfaces_expected_ofnetwork-service

Key facts

1GitHub stars
2contributors
634commits, last 12 months
0days since last push
33releases
1bus factor
0open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:omninode-memory@0.18.6; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 3 ⇿
0Stars
3Forks
26Releases

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.

12233312026-032026-062026-09
Major 0Minor 11Patch 14
OpenSSF Scorecard 5.5 / 10
5.5aggregate

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 · 2026-10-17 12:07 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/16 approved changesets -- score normalized to 0
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
2Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 2
8SASTSAST tool is not run on all commits -- score normalized to 8
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities12 existing vulnerabilities detected
Direct dependencies 24
RegistryPackageVersion constraintManifest
PyPImcp>=1.27.2,<3.0.0pyproject.toml
PyPIhttpx>=0.28.1,<1.0.0pyproject.toml
PyPIpydantic>=2.13.4,<3.0.0pyproject.toml
PyPIfastapi>=0.136.3,<0.144.0pyproject.toml
PyPIuvicorn>=0.49.0,<1.0.0pyproject.toml
PyPIsupabase>=2.31.0,<3.0.0pyproject.toml
PyPIasyncpg>=0.31.0,<1.0.0pyproject.toml
PyPIpsycopg2-binary>=2.9.12,<3.0.0pyproject.toml
PyPIsqlalchemy>=2.0.51,<3.0.0pyproject.toml
PyPIalembic>=1.18.5,<2.0.0pyproject.toml
PyPIredis>=8.0.1,<9.0.0pyproject.toml
PyPIpinecone-client>=6.0.0,<7.0.0pyproject.toml
PyPIqdrant-client>=1.18.0,<1.20.0pyproject.toml
PyPIpython-dotenv>=1.2.2,<2.0.0pyproject.toml
PyPIasyncio-mqtt>=0.16.2,<1.0.0pyproject.toml
PyPIpyyaml>=6.0.3,<7.0.0pyproject.toml
PyPIomnibase-core>=0.47.0,<0.48.0pyproject.toml
PyPIomnibase-spi>=0.23.0,<0.24.0pyproject.toml
PyPIomnibase-infra>=0.38.4,<0.39.0pyproject.toml
PyPIstructlog>=25.5.0,<26.0.0pyproject.toml
PyPIpydantic-settings>=2.14.2,<3.0.0pyproject.toml
PyPIpsutil>=7.2.2,<8.0.0pyproject.toml
PyPIaiohttp>=3.14.1,<4.0.0pyproject.toml
PyPIcachetools>=6.2.4,<8.0.0pyproject.toml
All dependencies 193

Full resolved dependency set from the GitHub dependency graph: 24 direct and 169 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIaiohttp3.14.3direct
PyPIalembic1.18.5direct
PyPIasyncio-mqtt0.16.2direct
PyPIasyncpg0.31.0direct
PyPIcachetools6.2.6direct
PyPIfastapi0.136.3direct
PyPIhttpx0.28.1direct
PyPImcp1.29.1direct
PyPIomnibase-core0.47.46direct
PyPIomnibase-infra0.38.74direct
PyPIomnibase-spi0.23.6direct
PyPIpinecone-client6.0.0direct
PyPIpsutil7.2.2direct
PyPIpsycopg2-binary2.9.12direct
PyPIpydantic2.13.4direct
PyPIpydantic-settings2.14.2direct
PyPIpython-dotenv1.2.2direct
PyPIpyyaml6.0.3direct
PyPIqdrant-client1.18.0direct
PyPIredis8.0.1direct
PyPIsqlalchemy2.0.51direct
PyPIstructlog25.5.0direct
PyPIsupabase2.31.0direct
PyPIuvicorn0.49.0direct
PyPIa2a-sdk0.3.26indirect
PyPIaenum3.1.16indirect
PyPIaiofiles23.2.1indirect
PyPIaiohappyeyeballs2.6.1indirect
PyPIaiokafka0.11.0indirect
PyPIaiosignal1.4.0indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.7.0indirect
PyPIanyio4.12.1indirect
PyPIasgiref3.11.1indirect
PyPIast-serialize0.8.0indirect
PyPIasync-timeout5.0.1indirect
PyPIattrs25.4.0indirect
PyPIaws-msk-iam-sasl-signer-python1.0.2indirect
PyPIblake31.0.8indirect
PyPIboto31.42.56indirect
PyPIbotocore1.42.56indirect
PyPIcachebox5.2.3indirect
PyPIcertifi2026.1.4indirect
PyPIcffi2.0.0indirect
PyPIcfgv3.5.0indirect
PyPIcharset-normalizer3.4.4indirect
PyPIcircuitbreaker2.1.3indirect
PyPIclick8.4.2indirect
PyPIcolorama0.4.6indirect
PyPIconfluent-kafka2.13.0indirect
PyPIcoverage7.16.0indirect
PyPIcramjam2.12.1indirect
PyPIcryptography50.0.1indirect
PyPIdeepdiff9.1.0indirect
PyPIdependency-injector4.49.1indirect
PyPIdeprecated1.3.1indirect
PyPIdeprecation2.1.0indirect
PyPIdetect-secrets1.5.0indirect
PyPIdistlib0.4.3indirect
PyPIdnspython2.8.0indirect
PyPIdocker7.2.0indirect
PyPIemail-validator2.3.0indirect
PyPIexecnet2.1.2indirect
PyPIfilelock3.32.4indirect
PyPIfrozenlist1.8.0indirect
PyPIgoogle-api-core2.30.3indirect
PyPIgoogle-auth2.50.0indirect
PyPIgoogleapis-common-protos1.72.0indirect
PyPIgreenlet3.3.2indirect
PyPIgrpcio1.78.1indirect
PyPIh110.16.0indirect
PyPIh24.4.1indirect
PyPIhpack4.2.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttptools0.8.0indirect
PyPIhttpx-sse0.4.3indirect
PyPIhyperframe6.1.0indirect
PyPIid1.6.1indirect
PyPIidentify2.6.19indirect
PyPIidna3.19indirect
PyPIimportlib-metadata8.4.0indirect
PyPIinfisicalsdk1.0.16indirect
PyPIiniconfig2.3.0indirect
PyPIjinja23.1.6indirect
PyPIjmespath1.1.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIlibrt0.15.0indirect
PyPIlimits5.8.0indirect
PyPIlinkify-it-py2.0.3indirect
PyPImako1.4.1indirect
PyPImarkdown-it-py4.0.0indirect
PyPImarkupsafe3.0.3indirect
PyPImdit-py-plugins0.5.0indirect
PyPImdurl0.1.2indirect
PyPImemory-profiler0.61.0indirect
PyPImultidict6.7.1indirect
PyPImypy2.3.1indirect
PyPImypy-extensions1.1.0indirect
PyPIneo4j5.28.3indirect
PyPInodeenv1.10.0indirect
PyPInumpy2.4.2indirect
PyPIomnibase-compat0.5.7indirect
PyPIomninode-memory0.18.6indirect
PyPIopentelemetry-api1.40.0indirect
PyPIopentelemetry-exporter-otlp-proto-common1.40.0indirect
PyPIopentelemetry-exporter-otlp-proto-http1.40.0indirect
PyPIopentelemetry-instrumentation0.61b0indirect
PyPIopentelemetry-instrumentation-aiohttp-client0.61b0indirect
PyPIopentelemetry-instrumentation-asgi0.61b0indirect
PyPIopentelemetry-instrumentation-asyncpg0.61b0indirect
PyPIopentelemetry-instrumentation-fastapi0.61b0indirect
PyPIopentelemetry-instrumentation-kafka-python0.61b0indirect
PyPIopentelemetry-instrumentation-redis0.61b0indirect
PyPIopentelemetry-proto1.40.0indirect
PyPIopentelemetry-sdk1.40.0indirect
PyPIopentelemetry-semantic-conventions0.61b0indirect
PyPIopentelemetry-util-http0.61b0indirect
PyPIorderly-set5.5.0indirect
PyPIpackaging26.0indirect
PyPIpaho-mqtt2.1.0indirect
PyPIpathspec1.1.1indirect
PyPIpinecone-plugin-interface0.0.7indirect
PyPIplatformdirs4.9.2indirect
PyPIpluggy1.6.0indirect
PyPIportalocker3.2.0indirect
PyPIpostgrest2.31.0indirect
PyPIpre-commit4.6.2indirect
PyPIprometheus-client0.19.0indirect
PyPIpropcache0.4.1indirect
PyPIproto-plus1.27.2indirect
PyPIprotobuf6.33.6indirect
PyPIpyasn10.6.4indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser3.0indirect
PyPIpydantic-core2.46.4indirect
PyPIpygments2.21.0indirect
PyPIpyjwt2.15.1indirect
PyPIpyopenssl26.4.0indirect
PyPIpyright1.1.411indirect
PyPIpytest9.1.1indirect
PyPIpytest-asyncio1.4.0indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-split0.11.0indirect
PyPIpytest-timeout2.4.0indirect
PyPIpytest-xdist3.8.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.6.0indirect
PyPIpython-multipart0.0.32indirect
PyPIpytz2025.2indirect
PyPIpywin32311indirect
PyPIrealtime2.31.0indirect
PyPIreferencing0.37.0indirect
PyPIrequests2.34.2indirect
PyPIrfc3161-client1.0.6indirect
PyPIrfc87850.1.4indirect
PyPIrich13.9.4indirect
PyPIrpds-py0.30.0indirect
PyPIruamel-yaml0.19.1indirect
PyPIruff0.16.5indirect
PyPIs3transfer0.16.0indirect
PyPIsecuresystemslib1.3.1indirect
PyPIsigstore4.5.0indirect
PyPIsigstore-models0.0.6indirect
PyPIsigstore-rekor-types0.0.18indirect
PyPIsix1.17.0indirect
PyPIslowapi0.1.9indirect
PyPIsqlparse0.6.0indirect
PyPIsse-starlette3.2.0indirect
PyPIstarlette1.3.1indirect
PyPIstorage32.31.0indirect
PyPIstrenum0.4.15indirect
PyPIsupabase-auth2.31.0indirect
PyPIsupabase-functions2.31.0indirect
PyPItenacity9.1.4indirect
PyPItextual6.2.1indirect
PyPItree-sitter0.25.2indirect
PyPItree-sitter-python0.25.0indirect
PyPItuf7.0.0indirect
PyPItypes-cachetools7.0.0.20260713indirect
PyPItypes-pyyaml6.0.12.20260815indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPIuc-micro-py1.0.3indirect
PyPIurllib32.7.0indirect
PyPIuvloop0.22.1indirect
PyPIvirtualenv21.7.7indirect
PyPIwatchdog6.0.0indirect
PyPIwatchfiles1.1.1indirect
PyPIwebsockets15.0.1indirect
PyPIwrapt1.17.3indirect
PyPIyarl1.22.0indirect
PyPIzipp3.23.0indirect
Dependency advisories 6

This repository publishes no package the index resolves, so its own dependency graph was assessed — 193 packages, which also include development and test pins that never ship: 6 carry known advisories, of which 1 are direct.

PackageVersionRelationSeverityAdvisoriesFixed in
anyio4.12.1indirectcritical44.14.2
mcp1.29.1directhigh12.2.0
urllib32.7.0indirecthigh62.8.0
virtualenv21.7.7indirecthigh821.7.13
mako1.4.1indirectmoderate21.4.2
multidict6.7.1indirectmoderate26.9.1

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.

Raw JSON report machine-readable

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91zilliztech/memsearchA persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex, DSH), backed by Markdown and Milvus.Excellent86remete618/widemem-aiLocal-first memory layer for LLM apps and agents. Runs offline on Ollama, sentence-transformers and FAISS; OpenAI and Anthropic optional. Importance scoring, contradiction resolution, confidence-aware retrieval.Excellent94doobidoo/mcp-memory-serviceOpen-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.Exceptional94Tencent/WeKnoraOpen-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.Exceptional93neuml/txtai💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflowsExceptional92infino-ai/infinoEmbedded retrieval library built on Parquet. Fast, efficient, and scalable.Excellent

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.