Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-10 23:08 UTC

samartomar / ai-harness

Enterprise AI Bootstrapping Harness

TypeScriptApache-2.0★ 6 stars⑂ 1 forksince Jun 2026View on GitHub ↗
KindCommand-line toolLibraryhow this is determined
#agent-harness#ai-agents#ai-coding#devsecops#ecc#enterprise#guardrails#ai-harness#ai-harness-development#ai-harnesses

samartomar/ai-harness holds a health index of 83 out of 100, placing it in the Excellent band. It scores highest on AI Readiness (88/100) and lowest on Community & Adoption (49/100). It was last updated today. A single contributor accounts 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

Samarjeet Singh TomarPersonal account
2 followers9 public repossince Nov 2014@GoSamInfo

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
npm@aihq/core0.6.11,07980 days agoaiharnessbootstrapdevsecopsenterpriseclaude-codemcp

Metrics by category

Vitality

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

77Good · 21% of overall

Development activity

62Moderate
How it's scored
36/36Push recency — last push 0 days ago
8.3/36Commit cadence — 12/52 weeks with commits
18/18Commit volume — 751 commits in the last year
0/10OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully
Inputs used
commits_last_year751
human_commit_share0.96
days_since_last_push0
active_weeks_last_year12

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 47 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~2.9 days
10/10OpenSSF Scorecard: Signed-Releases — 5 out of the last 5 releases have a total of 10 signed artifacts.
Inputs used
releases_count47
latest_release_tagv-core-0.6.1
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases2.9

Community & Adoption

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

49Weak · 17% of overall

Popularity & adoption

11Critical
How it's scored
11.3/60Stars — 6 stars
0/25Forks — 1 forks
0/15Watchers — 0 watchers
Inputs used
forks1
stars6
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 (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_badges6
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicescodecov.io, github.com, shields.io
has_pull_request_templateyes

Ecosystem adoption (downloads)

50Moderate
How it's scored
40.4/80Monthly downloads — 1,079 downloads/month across npm
0/20Registry dependents — not reported by this ecosystem
Inputs used
packages@aihq/core
dependents—
ecosystemsnpm
total_downloads—
monthly_downloads1,079
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)

15Critical
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0.2/22.5Commit distribution — top contributor authored 99% of commits
2.7/13.5Contributor breadth — 2 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled2
top_contributor_share0.989

Issue & PR responsiveness

80Excellent
How it's scored
40.9/42Issue resolution — 97% of issues closed
28.7/30PR acceptance — 635/663 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs635
open_issues9
closed_issues329
prs_merged_7d28
prs_decided_7d29
prs_merged_30d53
prs_decided_30d54
issue_closed_ratio0.973
closed_unmerged_prs28
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

41Weak
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
3.4/25Owner reach — 2 followers of samartomar
19.3/25Track record — 9 public repos, account ~11 yr old
Inputs used
followers2
owner_typeUser
is_verified—
owner_loginsamartomar
public_repos9
account_age_days4,304
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on npm
35/35Publish recency — latest publish 0 days ago
20/20Version history — 8 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packages@aihq/core
ecosystemsnpm
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

84Excellent · 19% of overall

Engineering practices

84Excellent
How it's scored
24/24CI workflows — 15 workflow(s)
24/24Tests present
16/16Linter config — biome.json
0/9.6Pre-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_configno

Documentation

85Excellent
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
10/10Topics — 10 topics
10/10Wiki
Inputs used
topicsagent-harness, ai-agents, ai-coding, devsecops, ecc, enterprise, guardrails, ai-harness, ai-harness-development, ai-harnesses
has_wikiyes
homepage—
docs_site—
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

82Excellent · 16% of overall

Security posture

77Good
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3/7.5Branch-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
0.5/2.5CII-Best-Practices — badge detected: InProgress
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
5/5Fuzzing — project is fuzzed
2.5/2.5License — license file detected
0/7.5Maintained — project was created within the last 90 days. Please review its contents carefully
5/5Packaging — packaging workflow detected
4.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
7.5/7.5Signed-Releases — 5 out of the last 5 releases have a total of 10 signed artifacts.
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate7.7

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages485
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 485 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.

88Excellent · 4% of overall

Agent context & guidance

100Exceptional
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md, ai-coding/adapters/claude.md
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://kiro.dev/llms.txt)
40/40Legible commit history — 96 of 96 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://kiro.dev/llms.txt
legible_history_share1
agent_instruction_filesAGENTS.md, CLAUDE.md, ai-coding/adapters/claude.md
agent_instruction_max_bytes6,027

Verify loop (build / test / typecheck)

71Good
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — biome.json
11/11Static type checking — tsconfig.json
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
8/8Automated maintenance — 4 of the last 100 commits are automated dependency updates
9/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, uv.lock
has_dockerfileno
typed_languageyes
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configstsconfig.json
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0.04

Code legibility for models

98Exceptional
How it's scored
45/45Type-checkable code — TypeScript (statically typed)
53.5/55Manageable file sizes — 37/1,370 source files over 60KB
Inputs used
primary_languageTypeScript
largest_source_bytes208,304
source_files_sampled1,370
oversized_source_files37

Machine-readable interfaces

100Exceptional
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
0/20MCP server — not applicable to this kind of software
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
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

6GitHub stars
2contributors
751commits, last 12 months
0days since last push
47releases
1bus factor
9open issues
npmpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index npm:@aihq/core@0.6.1; advisories assessed against the repository dependency graph instead

More detail

OpenSSF Scorecard 7.7 / 10
7.7aggregate

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 · 2026-09-10 23:08 UTC

10Binary-Artifactsno binaries found in the repo
4Branch-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
2CII-Best-Practicesbadge detected: InProgress
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
10Fuzzingproject is fuzzed
10Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
10Packagingpackaging workflow detected
9Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
10Signed-Releases5 out of the last 5 releases have a total of 10 signed artifacts.
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 4
RegistryPackageVersion constraintManifest
npmcommander^15.0.0package.json
npmjsonc-parser^3.3.1package.json
npmyaml2.9.0package.json
npmzod^4.4.3package.json
All dependencies 485

Full resolved dependency set from the GitHub dependency graph: 5 direct and 480 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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npm@bcoe/v8-coverage1.0.2indirect
npm@biomejs/biome2.5.11indirect
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npm@biomejs/cli-linux-arm642.5.11indirect
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npm@esbuild/sunos-x640.28.1indirect
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npm@rolldown/binding-android-arm-eabi1.2.5indirect
npm@rolldown/binding-android-arm641.2.5indirect
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npmtypescript7.0.2indirect
npmufo1.6.4indirect
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npmvite8.2.2indirect
npmvitest4.1.11indirect
npmwhatwg-mimetype3.0.0indirect
npmwhy-is-node-running2.3.0indirect
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PyPIaih-cisco-mcp-scanner0.0.0indirect
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PyPIexceptiongroup1.3.1indirect
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PyPIfastapi0.140.13indirect
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PyPIfilelock3.29.7indirect
PyPIfilelock3.32.0indirect
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PyPIfsspec2026.7.0indirect
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PyPIgoogleapis-common-protos1.75.0indirect
PyPIh110.16.0indirect
PyPIhf-xet1.5.1indirect
PyPIhf-xet1.5.2indirect
PyPIhttpcore1.0.9indirect
PyPIhttpcore22.12.0indirect
PyPIhttptools0.8.0indirect
PyPIhttpx0.28.1indirect
PyPIhttpx-sse0.4.3indirect
PyPIhttpx22.12.0indirect
PyPIhttpx2-jsfetch1.0indirect
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PyPIhuggingface-hub1.25.1indirect
PyPIhumanfriendly10.0indirect
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PyPIimportlib-metadata8.9.0indirect
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PyPIjinja23.1.6indirect
PyPIjiter0.16.0indirect
PyPIjoblib1.5.1indirect
PyPIjsonschema4.25.1indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
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PyPIlicense-expression30.4.4indirect
PyPIlinkify-it-py2.1.0indirect
PyPIlitellm1.92.0indirect
PyPIlitellm1.93.0indirect
PyPIlsprotocol2025.0.0indirect
PyPImagika1.0.3indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImcp1.28.1indirect
PyPImcp1.29.0indirect
PyPImcp2.0.0indirect
PyPImcp-types2.0.0indirect
PyPImdit-py-plugins0.6.1indirect
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PyPImpmath1.3.0indirect
PyPImsgpack1.2.1indirect
PyPImslex1.3.0indirect
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PyPImultidict6.7.1indirect
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PyPInumpy2.4.6indirect
PyPInumpy2.5.1indirect
PyPIolefile0.47indirect
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PyPIonnxruntime1.27.0indirect
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PyPIopentelemetry-api1.37.0indirect
PyPIopentelemetry-api1.44.0indirect
PyPIopentelemetry-exporter-otlp-proto-common1.37.0indirect
PyPIopentelemetry-exporter-otlp-proto-http1.37.0indirect
PyPIopentelemetry-instrumentation0.58b0indirect
PyPIopentelemetry-instrumentation-requests0.58b0indirect
PyPIopentelemetry-instrumentation-threading0.58b0indirect
PyPIopentelemetry-proto1.37.0indirect
PyPIopentelemetry-sdk1.37.0indirect
PyPIopentelemetry-semantic-conventions0.58b0indirect
PyPIopentelemetry-util-http0.58b0indirect
PyPIoslex2.0.0indirect
PyPIoverrides7.7.0indirect
PyPIpackageurl-python0.17.6indirect
PyPIpackaging26.2indirect
PyPIpathspec0.12.1indirect
PyPIpcodedmp1.2.6indirect
PyPIpdfid1.1.3indirect
PyPIpeewee3.19.0indirect
PyPIpillow12.3.0indirect
PyPIpip26.2indirect
PyPIpip-api0.0.34indirect
PyPIpip-audit2.10.1indirect
PyPIpip-requirements-parser32.0.1indirect
PyPIplatformdirs4.10.0indirect
PyPIplatformdirs4.11.0indirect
PyPIpropcache0.5.2indirect
PyPIprotobuf6.33.6indirect
PyPIprotobuf7.35.1indirect
PyPIproxy-tools0.1.0indirect
PyPIpsutil7.0.0indirect
PyPIpsutil7.2.2indirect
PyPIpuremagic1.30indirect
PyPIpuremagic2.2.0indirect
PyPIpy-serializable2.1.0indirect
PyPIpycparser3.0indirect
PyPIpydantic2.12.5indirect
PyPIpydantic2.13.4indirect
PyPIpydantic-core2.41.5indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-settings2.14.2indirect
PyPIpygls2.1.1indirect
PyPIpygments2.20.0indirect
PyPIpyjson52.0.1indirect
PyPIpyjwt2.13.0indirect
PyPIpyobjc-core12.2.1indirect
PyPIpyobjc-framework-cocoa12.2.1indirect
PyPIpyobjc-framework-quartz12.2.1indirect
PyPIpyobjc-framework-security12.2.1indirect
PyPIpyobjc-framework-uniformtypeidentifiers12.2.1indirect
PyPIpyobjc-framework-webkit12.2.1indirect
PyPIpyparsing3.3.2indirect
PyPIpyreadline33.5.6indirect
PyPIpystray0.19.5indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-frontmatter1.3.0indirect
PyPIpython-multipart0.0.31indirect
PyPIpython-multipart0.0.32indirect
PyPIpython-xlib0.33indirect
PyPIpythonnet3.1.0indirect
PyPIpywebview6.2indirect
PyPIpywin32311indirect
PyPIpywin32312indirect
PyPIpyyaml6.0.2indirect
PyPIpyyaml6.0.3indirect
PyPIqtpy2.4.3indirect
PyPIrapidfuzz3.14.5indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.2.28indirect
PyPIregex2026.7.10indirect
PyPIregex2026.7.19indirect
PyPIrequests2.33.0indirect
PyPIrequests2.34.2indirect
PyPIrich14.2.0indirect
PyPIrich14.3.4indirect
PyPIrich15.0.0indirect
PyPIrpds-py0.30.0indirect
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PyPIruamel-yaml-clib0.2.15indirect
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PyPIsemgrep1.173.0indirect
PyPIsensai-utils1.5.0indirect
PyPIserena-agent1.7.0indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIsniffio1.3.1indirect
PyPIsnyk-agent-scan0.5.17indirect
PyPIsortedcontainers2.4.0indirect
PyPIsoupsieve2.9.1indirect
PyPIsse-starlette3.4.6indirect
PyPIstarlette1.3.1indirect
PyPIsympy1.14.0indirect
PyPItabulate0.10.0indirect
PyPItextual7.5.0indirect
PyPItiktoken0.12.0indirect
PyPItiktoken0.13.0indirect
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PyPItomli2.4.1indirect
PyPItomli-w1.2.0indirect
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PyPItqdm4.68.4indirect
PyPItqdm4.70.0indirect
PyPItree-sitter0.25.2indirect
PyPItree-sitter-c-sharp0.23.5indirect
PyPItree-sitter-go0.25.0indirect
PyPItree-sitter-java0.23.5indirect
PyPItree-sitter-javascript0.25.0indirect
PyPItree-sitter-kotlin1.1.0indirect
PyPItree-sitter-php0.24.1indirect
PyPItree-sitter-python0.25.0indirect
PyPItree-sitter-ruby0.23.1indirect
PyPItree-sitter-rust0.24.2indirect
PyPItree-sitter-typescript0.23.2indirect
PyPItruststore0.10.4indirect
PyPItyper0.27.0indirect
PyPItypes-pyyaml6.0.12.20250516indirect
PyPItyping-extensions4.16.0indirect
PyPItyping-inspection0.4.2indirect
PyPIuc-micro-py2.0.0indirect
PyPIurllib32.7.0indirect
PyPIuvicorn0.51.0indirect
PyPIuvicorn0.52.0indirect
PyPIuvicorn0.52.1indirect
PyPIuvloop0.22.1indirect
PyPIwatchfiles1.2.0indirect
PyPIwcmatch8.5.2indirect
PyPIwebsockets16.1indirect
PyPIwerkzeug3.1.7indirect
PyPIwin-unicode-console0.5indirect
PyPIwrapt1.17.3indirect
PyPIyara-python4.5.4indirect
PyPIyara-x1.19.0indirect
PyPIyarl1.24.2indirect
PyPIyarl1.24.5indirect
PyPIzipp4.1.0indirect
Dependency advisories 0

This repository publishes no package the index resolves, so its own dependency graph was assessed — 485 packages, which also include development and test pins that never ship: 0 carry known advisories, of which 0 are direct.

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