Public record
Software health reportschema 0.11.0 · metrics 2.10.0 · 2026-07-16 18:10 UTC

lightseekorg / smg

Engine-agnostic LLM gateway in Rust. Full OpenAI & Anthropic API compatibility across vLLM, TRT-LLM, TokenSpeed, SGLang, OpenAI, Gemini & more. Industry-first gRPC pipeline, KV cache-aware routing, chat history, tokenization caching, Responses API, embeddings, WASM plugins, MCP, and multi-tenant auth.

Rust · PythonApache-2.0★ 398 stars⑂ 118 forkssince Nov 2025View on GitHub ↗
KindLibraryMCP serverNetwork serviceCommand-line toolhow this is determined
#anthropic#claude#gemini#inference-gateway#llm#openai#routing#sglang#vllm#tensorrtllm#anthropic-api#chat#mcp#responses-api#trtllm#lightseek#tokenspeed

lightseekorg/smg holds a health index of 92 out of 100, placing it in the Excellent band. It scores highest on Vitality (100/100) and lowest on Security (57/100). It was last updated today. 2 contributors account for most of its recent work.

92
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.

92
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 78 is calibrated to 92 on the published index scale (record calibration 2026-08-02).

Ownership

LightSeek FoundationOrganization
168 followers7 public repossince Oct 2025

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIsmg-grpc-servicer0.6.0-917 days ago—
crates.iosmg1.7.0391517 days agogatewayinferencellmload-balanceropenainetwork-programmingweb-programming

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
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 1,935 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,935
human_commit_share—
days_since_last_push0
active_weeks_last_year52

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 12 releases published
36/36Release recency — latest release 16 days ago
27/27Release cadence — a release every ~12.4 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count12
latest_release_tagv1.7.0
releases_from_tagsno
days_since_latest_release16
mean_days_between_releases12.4
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?

63Moderate · 17% of overall

Popularity & adoption

59Moderate
How it's scored
42.2/60Stars — 398 stars
17.2/25Forks — 118 forks
0/15Watchers — 1 watchers
Inputs used
forks118
stars398
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

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

Ecosystem adoption (downloads)

27At Risk
How it's scored
21.4/80Monthly downloads — 39 downloads/month across crates, pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagessmg-grpc-servicer, smg
dependents—
ecosystemscrates, pypi
total_downloads298
monthly_downloads39
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?

75Good · 23% of overall

Maintainer resilience (bus factor)

61Moderate
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
11.9/22.5Commit distribution — top contributor authored 47% of commits
13.5/13.5Contributor breadth — 100 contributors
10/10OpenSSF Scorecard: Contributors — project has 14 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled100
top_contributor_share0.471

Issue & PR responsiveness

80Excellent
How it's scored
33.6/42Issue resolution — 80% of issues closed
22.5/30PR acceptance — 1,216/1,621 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
13.5/15OpenSSF Scorecard: Code-Review — Found 25/27 approved changesets -- score normalized to 9
Inputs used
merged_prs1,216
open_issues56
closed_issues225
prs_merged_7d—
prs_decided_7d—
prs_merged_30d—
prs_decided_30d—
issue_closed_ratio0.801
closed_unmerged_prs405
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

68Good
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain — verified-domain status not read for this organization
16/25Owner reach — 168 followers of lightseekorg
8.1/25Track record — 7 public repos, account ~0 yr old
Inputs used
followers168
owner_typeOrganization
is_verified—
owner_loginlightseekorg
public_repos7
account_age_days270
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 2 package(s) on crates, pypi
35/35Publish recency — latest publish 17 days ago
20/20Version history — 15 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagessmg-grpc-servicer, smg
ecosystemscrates, pypi
any_deprecatedno
min_days_since_publish17

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall

Engineering practices

94Exceptional
How it's scored
24/24CI workflows — 32 workflow(s)
24/24Tests present
16/16Linter config — ruff.toml
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://lightseek.org/smg
10/10Repository description
10/10Topics — 17 topics
0/10Wiki
Inputs used
topicsanthropic, claude, gemini, inference-gateway, llm, openai, routing, sglang, vllm, tensorrtllm, anthropic-api, chat, mcp, responses-api, trtllm, lightseek, tokenspeed
has_wikino
homepagehttps://lightseek.org/smg
docs_sitehttps://lightseek.org/smg
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

57Moderate · 16% of overall

Security posture

57Moderate
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
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
6.8/7.5Code-Review — Found 25/27 approved changesets -- score normalized to 9
2.5/2.5Contributors — project has 14 contributing companies or organizations
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 16 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 13 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.7
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.

AI Readiness

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

65Good · 4% of overall

Agent context & guidance

1Critical
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share—
agent_instruction_files—
agent_instruction_max_bytes—
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

87Excellent
How it's scored
18/18One-command bootstrap — Makefile, bindings/golang/Makefile, bindings/golang/examples/oai_server/Makefile
22/22Automated tests
11/11Lint / format config — ruff.toml
11/11Static type checking — mypy.ini
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no data
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum
has_dockerfileyes
typed_languageyes
bootstrap_filesMakefile, bindings/golang/Makefile, bindings/golang/examples/oai_server/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configsmypy.ini
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share0
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.

Code legibility for models

98Exceptional
How it's scored
45/45Type-checkable code — Rust (statically typed)
53.4/55Manageable file sizes — 27/928 source files over 60KB
Inputs used
primary_languageRust
largest_source_bytes158,381
source_files_sampled928
oversized_source_files27

Machine-readable interfaces

100Exceptional
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — crates/grpc_client/proto/common.proto, crates/grpc_client/proto/mlx_engine.proto, crates/grpc_client/proto/sglang_encoder.proto, crates/grpc_client/proto/sglang_scheduler.proto, crates/grpc_client/proto/tokenspeed_encoder.proto, crates/grpc_client/proto/tokenspeed_scheduler.proto, crates/grpc_client/proto/trtllm_service.proto, crates/grpc_client/proto/vllm_engine.proto, crates/mesh/src/proto/gossip.proto
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_filescrates/grpc_client/proto/common.proto, crates/grpc_client/proto/mlx_engine.proto, crates/grpc_client/proto/sglang_encoder.proto, crates/grpc_client/proto/sglang_scheduler.proto, crates/grpc_client/proto/tokenspeed_encoder.proto, crates/grpc_client/proto/tokenspeed_scheduler.proto, crates/grpc_client/proto/trtllm_service.proto, crates/grpc_client/proto/vllm_engine.proto, crates/mesh/src/proto/gossip.proto
interfaces_expected_ofnetwork-service

Key facts

398GitHub stars
100contributors
1,935commits, last 12 months
0days since last push
12releases
2bus factor
56open issues
crates.io, PyPIpackage ecosystems

Data collection warnings

  • Could not fetch pypi package 'smg-e2e-tests' from its registry

More detail

OpenSSF Scorecard 5.7 / 10
5.7aggregate

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 · 2026-07-16 18:09 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
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
9Code-ReviewFound 25/27 approved changesets -- score normalized to 9
10Contributorsproject has 14 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities13 existing vulnerabilities detected
Direct dependencies 109
RegistryPackageVersion constraintManifest
PyPIanthropic—e2e_test/pyproject.toml
PyPIdatasets—e2e_test/pyproject.toml
PyPIgrpcio—e2e_test/pyproject.toml
PyPIgrpcio-health-checking—e2e_test/pyproject.toml
PyPIhttpx—e2e_test/pyproject.toml
PyPIjinja2—e2e_test/pyproject.toml
PyPImcp>=1.2,<2e2e_test/pyproject.toml
PyPInumpy—e2e_test/pyproject.toml
PyPIopenai—e2e_test/pyproject.toml
PyPIpandas—e2e_test/pyproject.toml
PyPIpillow—e2e_test/pyproject.toml
PyPIpytest—e2e_test/pyproject.toml
PyPIpytest-rerunfailures—e2e_test/pyproject.toml
PyPIrequests—e2e_test/pyproject.toml
PyPItqdm—e2e_test/pyproject.toml
PyPIuvicorn>=0.30e2e_test/pyproject.toml
PyPIwebsockets—e2e_test/pyproject.toml
PyPIsmg-grpc-proto>=0.4.13grpc_servicer/pyproject.toml
PyPIgrpcio>=1.81.1grpc_servicer/pyproject.toml
PyPIgrpcio-reflection>=1.81.1grpc_servicer/pyproject.toml
PyPIgrpcio-health-checking>=1.81.1grpc_servicer/pyproject.toml
crates.ioanyhow—model_gateway/Cargo.toml
crates.ioasync-trait—model_gateway/Cargo.toml
crates.ioblake3—model_gateway/Cargo.toml
crates.iochrono—model_gateway/Cargo.toml
crates.iodashmap—model_gateway/Cargo.toml
crates.iofutures—model_gateway/Cargo.toml
crates.iohttp—model_gateway/Cargo.toml
crates.iolru—model_gateway/Cargo.toml
crates.ioparking_lot—model_gateway/Cargo.toml
crates.ioprost—model_gateway/Cargo.toml
crates.ioprost-types—model_gateway/Cargo.toml
crates.iorand—model_gateway/Cargo.toml
crates.iosubtle—model_gateway/Cargo.toml
crates.iothiserror—model_gateway/Cargo.toml
crates.iotonic—model_gateway/Cargo.toml
crates.iotonic-prost—model_gateway/Cargo.toml
crates.iotracing—model_gateway/Cargo.toml
crates.iotracing-subscriber—model_gateway/Cargo.toml
crates.ioaxum—model_gateway/Cargo.toml
crates.iobytemuck—model_gateway/Cargo.toml
crates.ioreqwest—model_gateway/Cargo.toml
crates.ioserde—model_gateway/Cargo.toml
crates.iotokio—model_gateway/Cargo.toml
crates.iotokio-util—model_gateway/Cargo.toml
crates.iouuid—model_gateway/Cargo.toml
crates.ioopenai-protocol—model_gateway/Cargo.toml
crates.ioreasoning-parser—model_gateway/Cargo.toml
crates.iotool-parser—model_gateway/Cargo.toml
crates.iowfaas—model_gateway/Cargo.toml
crates.iollm-tokenizer—model_gateway/Cargo.toml
crates.iosmg-auth—model_gateway/Cargo.toml
crates.iosmg-mcp—model_gateway/Cargo.toml
crates.iokv-index—model_gateway/Cargo.toml
crates.iosmg-data-connector—model_gateway/Cargo.toml
crates.iollm-multimodal—model_gateway/Cargo.toml
crates.iosmg-mm-rdma—model_gateway/Cargo.toml
crates.iosmg-wasm—model_gateway/Cargo.toml
crates.iosmg-mesh—model_gateway/Cargo.toml
crates.iosmg-grpc-client—model_gateway/Cargo.toml
crates.iobincode1.3model_gateway/Cargo.toml
crates.ioclap4model_gateway/Cargo.toml
crates.ioaxum-server0.8.0model_gateway/Cargo.toml
crates.iondarray0.17model_gateway/Cargo.toml
crates.iomemmap20.9model_gateway/Cargo.toml
crates.iorayon1.12model_gateway/Cargo.toml
crates.iorustix1model_gateway/Cargo.toml
crates.iotower0.5model_gateway/Cargo.toml
crates.iotower-http0.7model_gateway/Cargo.toml
crates.ioserde_json1.0model_gateway/Cargo.toml
crates.iobytes1.12.0model_gateway/Cargo.toml
crates.iohttp-body1.0model_gateway/Cargo.toml
crates.iohttp-body-util0.1model_gateway/Cargo.toml
crates.iofutures-util0.3model_gateway/Cargo.toml
crates.ioxxhash-rust0.8model_gateway/Cargo.toml
crates.iotracing-log0.2model_gateway/Cargo.toml
crates.iotracing-appender0.2.5model_gateway/Cargo.toml
crates.ioopentelemetry0.32model_gateway/Cargo.toml
crates.ioopentelemetry_sdk0.32model_gateway/Cargo.toml
crates.ioopentelemetry-otlp0.32model_gateway/Cargo.toml
crates.iotracing-opentelemetry0.33model_gateway/Cargo.toml
crates.iokube3.0.1model_gateway/Cargo.toml
crates.iok8s-openapi0.27.0model_gateway/Cargo.toml
crates.iometrics0.24.6model_gateway/Cargo.toml
crates.iometrics-exporter-prometheus0.18.3model_gateway/Cargo.toml
crates.ioregex1.12model_gateway/Cargo.toml
crates.iomemchr2.8model_gateway/Cargo.toml
crates.iourl2.5.8model_gateway/Cargo.toml
crates.iotokio-stream0.1model_gateway/Cargo.toml
crates.iorustls0.23model_gateway/Cargo.toml
crates.iotokio-rustls0.26model_gateway/Cargo.toml
crates.iorustls-pemfile2.2model_gateway/Cargo.toml
crates.ioopenssl0.10.81model_gateway/Cargo.toml
crates.iormcp1.7model_gateway/Cargo.toml
crates.ioserde_yaml0.9model_gateway/Cargo.toml
crates.ioopenai-harmony0.0.8model_gateway/Cargo.toml
crates.ioopenmetrics-parser0.4.4model_gateway/Cargo.toml
crates.ioarc-swap1.9.1model_gateway/Cargo.toml
crates.iobitflags—model_gateway/Cargo.toml
crates.ioonce_cell1.21.4model_gateway/Cargo.toml
crates.iosha20.11model_gateway/Cargo.toml
crates.iobase640.22model_gateway/Cargo.toml
crates.ioimage0.25.10model_gateway/Cargo.toml
crates.iotokio-tungstenite—model_gateway/Cargo.toml
crates.iowebpki-roots—model_gateway/Cargo.toml
crates.iowasmtime—model_gateway/Cargo.toml
crates.iotempfile3.27model_gateway/Cargo.toml
crates.iomulter—model_gateway/Cargo.toml
crates.iostr0m—model_gateway/Cargo.toml
All dependencies 145

Full resolved dependency set from the GitHub dependency graph: 64 direct and 81 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
crates.ioarc-swap—direct
crates.ioasync-trait—direct
crates.ioaxum-server—direct
crates.iobase64—direct
crates.iobincode—direct
crates.iobytes—direct
crates.iochrono—direct
crates.ioclap—direct
crates.iofutures—direct
crates.iofutures-util—direct
crates.iohttp-body—direct
crates.iohttp-body-util—direct
crates.ioimage—direct
crates.iok8s-openapi—direct
crates.iokube—direct
crates.iomemchr—direct
crates.iomemmap2—direct
crates.iometrics—direct
crates.iometrics-exporter-prometheus—direct
crates.iondarray—direct
crates.ioonce_cell—direct
crates.ioopenai-harmony—direct
crates.ioopenmetrics-parser—direct
crates.ioopenssl—direct
crates.ioopentelemetry—direct
crates.ioopentelemetry-otlp—direct
crates.ioopentelemetry_sdk—direct
crates.ioprost—direct
crates.ioprost-types—direct
crates.iorayon—direct
crates.ioregex—direct
crates.ioreqwest—direct
crates.iormcp—direct
crates.iorustix—direct
crates.iorustls—direct
crates.iorustls-pemfile—direct
crates.ioserde—direct
crates.ioserde_json—direct
crates.ioserde_yaml—direct
crates.iosha2—direct
crates.iotempfile—direct
crates.iotokio—direct
crates.iotokio-rustls—direct
crates.iotokio-stream—direct
crates.iotonic—direct
crates.iotonic-prost—direct
crates.iotower—direct
crates.iotower-http—direct
crates.iotracing—direct
crates.iotracing-appender—direct
crates.iotracing-log—direct
crates.iotracing-opentelemetry—direct
crates.iourl—direct
crates.iouuid—direct
crates.ioxxhash-rust—direct
PyPIgrpcio—direct
PyPIgrpcio-health-checking—direct
PyPIgrpcio-reflection—direct
PyPIhttpx—direct
PyPImcp—direct
PyPIpytest—direct
PyPIrequests—direct
PyPIsmg-grpc-proto—direct
PyPIuvicorn—direct
crates.ioaho-corasick—indirect
crates.ioasync-channel—indirect
crates.iobackoff—indirect
crates.iocc—indirect
crates.iocrdts—indirect
crates.iocriterion—indirect
crates.iodeadpool—indirect
crates.iodeadpool-postgres—indirect
crates.iodeadpool-redis—indirect
crates.iofast_image_resize—indirect
crates.iohf-hub—indirect
crates.iojsonwebtoken—indirect
crates.iolazy_static—indirect
crates.iolibc—indirect
crates.iolibloading—indirect
crates.iominijinja—indirect
crates.iominijinja-contrib—indirect
crates.ionixl-sys—indirect
crates.ionpyz—indirect
crates.ionum-bigint—indirect
crates.ioopencv—indirect
crates.ioopentelemetry-proto—indirect
crates.iooracle—indirect
crates.iopkg-config—indirect
crates.ioportpicker—indirect
crates.ioprost-build—indirect
crates.iopyo3—indirect
crates.ioredis—indirect
crates.iorsa—indirect
crates.iorustc-hash—indirect
crates.iorustfft—indirect
crates.iorustpython-parser—indirect
crates.ioserde_bytes—indirect
crates.ioserde_yaml_ng—indirect
crates.ioserial_test—indirect
crates.iosymphonia—indirect
crates.iotiktoken-rs—indirect
crates.iotokenizers—indirect
crates.iotokio-postgres—indirect
crates.iotoml—indirect
crates.iotonic-prost-build—indirect
crates.iotracing-test—indirect
crates.ioulid—indirect
crates.iounicode-segmentation—indirect
crates.iovalidator—indirect
crates.iowasm-encoder—indirect
crates.iowat—indirect
crates.iowiremock—indirect
crates.iowit-bindgen—indirect
crates.iozip—indirect
Gogithub.com/andybalholm/brotliv1.1.0indirect
Gogithub.com/klauspost/compressv1.17.9indirect
Gogithub.com/stretchr/testifyv1.10.0indirect
Gogithub.com/valyala/bytebufferpoolv1.0.0indirect
Gogithub.com/valyala/fasthttpv1.52.0indirect
Gogo.uber.org/multierrv1.10.0indirect
Gogo.uber.org/zapv1.27.0indirect
Gogolang.org/x/netv0.48.0indirect
Gogolang.org/x/sysv0.39.0indirect
Gogolang.org/x/textv0.32.0indirect
Gogoogle.golang.org/genproto/googleapis/rpcv0.0.0-20251202230838-ff82c1b0f217indirect
Gogoogle.golang.org/grpcv1.79.3indirect
Gogoogle.golang.org/protobufv1.36.10indirect
Gogoogle.golang.org/protobufv1.36.11indirect
Gogopkg.in/natefinch/lumberjack.v2v2.2.1indirect
Mavencom.fasterxml.jackson.core:jackson-annotations2.17.1indirect
Mavencom.fasterxml.jackson.core:jackson-databind2.17.1indirect
Mavencom.fasterxml.jackson.datatype:jackson-datatype-jsr3102.17.1indirect
Mavenjakarta.annotation:jakarta.annotation-api2.1.1indirect
PyPIgrpcio-tools—indirect
PyPImaturin—indirect
PyPImlx—indirect
PyPImlx-lm—indirect
PyPImsgspec—indirect
PyPIprotobuf—indirect
PyPIpydantic—indirect
PyPIpyzmq—indirect
PyPIsetuptools—indirect
PyPIsglang—indirect
PyPItransformers—indirect
PyPIvllm—indirect
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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 v0.11.0 — full methodology · metrics wiki.

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