Public recordGood
Software health reportschema 0.11.0 · metrics 1.13.0 · 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.
lightseekorg/smg holds a health index of 78 out of 100, placing it in the Good 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.
78
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
78
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe 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.
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
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | smg-grpc-servicer | 0.6.0 | - | 9 | 17 days ago | — |
| crates.io | smg | 1.7.0 | 39 | 15 | 17 days ago | gatewayinferencellmload-balanceropenainetwork-programmingweb-programming |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
100
Development activity
100Excellent
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 36/36 | Commit cadence — 52/52 weeks with commits |
| 18/18 | Commit volume — 1,935 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 1,935 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 52 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 12 releases published |
| 36/36 | Release recency — latest release 16 days ago |
| 27/27 | Release cadence — a release every ~12.4 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 12 |
| latest_release_tag | v1.7.0 |
| releases_from_tags | no |
| days_since_latest_release | 16 |
| mean_days_between_releases | 12.4 |
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?
63
Popularity & adoption
59Moderate
How it's scored
| 42.2/60 | Stars — 398 stars |
| 17.2/25 | Forks — 118 forks |
| 0/15 | Watchers — 1 watchers |
Inputs used
| forks | 118 |
| stars | 398 |
| watchers | 1 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
92Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 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 |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | yes |
Ecosystem adoption (downloads)
27Critical
How it's scored
| 21.4/80 | Monthly downloads — 39 downloads/month across crates, pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | smg-grpc-servicer, smg |
| dependents | — |
| ecosystems | crates, pypi |
| total_downloads | 298 |
| monthly_downloads | 39 |
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?
72
Maintainer resilience (bus factor)
61Moderate
How it's scored
| 25.2/54 | Bus factor — 2 contributor(s) cover half of all commits |
| 11.9/22.5 | Commit distribution — top contributor authored 47% of commits |
| 13.5/13.5 | Contributor breadth — 100 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 14 contributing companies or organizations |
Inputs used
| bus_factor | 2 |
| contributors_sampled | 100 |
| top_contributor_share | 0.471 |
How it's scored
| 37.4/46.8 | Issue resolution — 80% of issues closed |
| 28.7/38.3 | PR acceptance — 1,216/1,621 decided PRs merged |
| 13.5/15 | OpenSSF Scorecard: Code-Review — Found 25/27 approved changesets -- score normalized to 9 |
Inputs used
| merged_prs | 1,216 |
| open_issues | 56 |
| closed_issues | 225 |
| issue_closed_ratio | 0.801 |
| closed_unmerged_prs | 405 |
Ownership & stewardship
54Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 16/25 | Owner reach — 168 followers of lightseekorg |
| 8.1/25 | Track record — 7 public repos, account ~0 yr old |
Inputs used
| followers | 168 |
| owner_type | Organization |
| is_verified | — |
| owner_login | lightseekorg |
| public_repos | 7 |
| account_age_days | 270 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 2 package(s) on crates, pypi |
| 35/35 | Publish recency — latest publish 17 days ago |
| 20/20 | Version history — 15 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | smg-grpc-servicer, smg |
| ecosystems | crates, pypi |
| any_deprecated | no |
| min_days_since_publish | 17 |
Engineering Quality
Are baseline engineering and documentation practices in place?
92
Engineering practices
94Excellent
How it's scored
| 24/24 | CI workflows — 32 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — ruff.toml |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://lightseek.org/smg |
| 10/10 | Repository description |
| 10/10 | Topics — 17 topics |
| 0/10 | Wiki |
Inputs used
| topics | anthropic, claude, gemini, inference-gateway, llm, openai, routing, sglang, vllm, tensorrtllm, anthropic-api, chat, mcp, responses-api, trtllm, lightseek, tokenspeed |
| has_wiki | no |
| homepage | https://lightseek.org/smg |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
57
Security posture
57Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 6.8/7.5 | Code-Review — Found 25/27 approved changesets -- score normalized to 9 |
| 2.5/2.5 | Contributors — project has 14 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 13 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 5.7 |
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? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
65
Agent context & guidance
1Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| 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
| 18/18 | One-command bootstrap — Makefile, bindings/golang/Makefile, bindings/golang/examples/oai_server/Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — ruff.toml |
| 11/11 | Static type checking — mypy.ini |
| 10/10 | Reproducible environment — Dockerfile, lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 1/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | go.sum |
| has_dockerfile | yes |
| typed_language | yes |
| bootstrap_files | Makefile, bindings/golang/Makefile, bindings/golang/examples/oai_server/Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | mypy.ini |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.
Code legibility for models
98Excellent
How it's scored
| 45/45 | Type-checkable code — Rust (statically typed) |
| 53.4/55 | Manageable file sizes — 27/928 source files over 60KB |
Inputs used
| primary_language | Rust |
| largest_source_bytes | 158,381 |
| source_files_sampled | 928 |
| oversized_source_files | 27 |
Machine-readable interfaces
100Excellent
How it's scored
| 40/40 | API 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 |
| 20/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | yes |
| api_schema_files | 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 |
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 4 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 9 | Code-Review | Found 25/27 approved changesets -- score normalized to 9 |
| 10 | Contributors | project has 14 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 1 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 1 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 13 existing vulnerabilities detected |
Direct dependencies 109
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | anthropic | — | e2e_test/pyproject.toml |
| PyPI | datasets | — | e2e_test/pyproject.toml |
| PyPI | grpcio | — | e2e_test/pyproject.toml |
| PyPI | grpcio-health-checking | — | e2e_test/pyproject.toml |
| PyPI | httpx | — | e2e_test/pyproject.toml |
| PyPI | jinja2 | — | e2e_test/pyproject.toml |
| PyPI | mcp | >=1.2,<2 | e2e_test/pyproject.toml |
| PyPI | numpy | — | e2e_test/pyproject.toml |
| PyPI | openai | — | e2e_test/pyproject.toml |
| PyPI | pandas | — | e2e_test/pyproject.toml |
| PyPI | pillow | — | e2e_test/pyproject.toml |
| PyPI | pytest | — | e2e_test/pyproject.toml |
| PyPI | pytest-rerunfailures | — | e2e_test/pyproject.toml |
| PyPI | requests | — | e2e_test/pyproject.toml |
| PyPI | tqdm | — | e2e_test/pyproject.toml |
| PyPI | uvicorn | >=0.30 | e2e_test/pyproject.toml |
| PyPI | websockets | — | e2e_test/pyproject.toml |
| PyPI | smg-grpc-proto | >=0.4.13 | grpc_servicer/pyproject.toml |
| PyPI | grpcio | >=1.81.1 | grpc_servicer/pyproject.toml |
| PyPI | grpcio-reflection | >=1.81.1 | grpc_servicer/pyproject.toml |
| PyPI | grpcio-health-checking | >=1.81.1 | grpc_servicer/pyproject.toml |
| crates.io | anyhow | — | model_gateway/Cargo.toml |
| crates.io | async-trait | — | model_gateway/Cargo.toml |
| crates.io | blake3 | — | model_gateway/Cargo.toml |
| crates.io | chrono | — | model_gateway/Cargo.toml |
| crates.io | dashmap | — | model_gateway/Cargo.toml |
| crates.io | futures | — | model_gateway/Cargo.toml |
| crates.io | http | — | model_gateway/Cargo.toml |
| crates.io | lru | — | model_gateway/Cargo.toml |
| crates.io | parking_lot | — | model_gateway/Cargo.toml |
| crates.io | prost | — | model_gateway/Cargo.toml |
| crates.io | prost-types | — | model_gateway/Cargo.toml |
| crates.io | rand | — | model_gateway/Cargo.toml |
| crates.io | subtle | — | model_gateway/Cargo.toml |
| crates.io | thiserror | — | model_gateway/Cargo.toml |
| crates.io | tonic | — | model_gateway/Cargo.toml |
| crates.io | tonic-prost | — | model_gateway/Cargo.toml |
| crates.io | tracing | — | model_gateway/Cargo.toml |
| crates.io | tracing-subscriber | — | model_gateway/Cargo.toml |
| crates.io | axum | — | model_gateway/Cargo.toml |
| crates.io | bytemuck | — | model_gateway/Cargo.toml |
| crates.io | reqwest | — | model_gateway/Cargo.toml |
| crates.io | serde | — | model_gateway/Cargo.toml |
| crates.io | tokio | — | model_gateway/Cargo.toml |
| crates.io | tokio-util | — | model_gateway/Cargo.toml |
| crates.io | uuid | — | model_gateway/Cargo.toml |
| crates.io | openai-protocol | — | model_gateway/Cargo.toml |
| crates.io | reasoning-parser | — | model_gateway/Cargo.toml |
| crates.io | tool-parser | — | model_gateway/Cargo.toml |
| crates.io | wfaas | — | model_gateway/Cargo.toml |
| crates.io | llm-tokenizer | — | model_gateway/Cargo.toml |
| crates.io | smg-auth | — | model_gateway/Cargo.toml |
| crates.io | smg-mcp | — | model_gateway/Cargo.toml |
| crates.io | kv-index | — | model_gateway/Cargo.toml |
| crates.io | smg-data-connector | — | model_gateway/Cargo.toml |
| crates.io | llm-multimodal | — | model_gateway/Cargo.toml |
| crates.io | smg-mm-rdma | — | model_gateway/Cargo.toml |
| crates.io | smg-wasm | — | model_gateway/Cargo.toml |
| crates.io | smg-mesh | — | model_gateway/Cargo.toml |
| crates.io | smg-grpc-client | — | model_gateway/Cargo.toml |
| crates.io | bincode | 1.3 | model_gateway/Cargo.toml |
| crates.io | clap | 4 | model_gateway/Cargo.toml |
| crates.io | axum-server | 0.8.0 | model_gateway/Cargo.toml |
| crates.io | ndarray | 0.17 | model_gateway/Cargo.toml |
| crates.io | memmap2 | 0.9 | model_gateway/Cargo.toml |
| crates.io | rayon | 1.12 | model_gateway/Cargo.toml |
| crates.io | rustix | 1 | model_gateway/Cargo.toml |
| crates.io | tower | 0.5 | model_gateway/Cargo.toml |
| crates.io | tower-http | 0.7 | model_gateway/Cargo.toml |
| crates.io | serde_json | 1.0 | model_gateway/Cargo.toml |
| crates.io | bytes | 1.12.0 | model_gateway/Cargo.toml |
| crates.io | http-body | 1.0 | model_gateway/Cargo.toml |
| crates.io | http-body-util | 0.1 | model_gateway/Cargo.toml |
| crates.io | futures-util | 0.3 | model_gateway/Cargo.toml |
| crates.io | xxhash-rust | 0.8 | model_gateway/Cargo.toml |
| crates.io | tracing-log | 0.2 | model_gateway/Cargo.toml |
| crates.io | tracing-appender | 0.2.5 | model_gateway/Cargo.toml |
| crates.io | opentelemetry | 0.32 | model_gateway/Cargo.toml |
| crates.io | opentelemetry_sdk | 0.32 | model_gateway/Cargo.toml |
| crates.io | opentelemetry-otlp | 0.32 | model_gateway/Cargo.toml |
| crates.io | tracing-opentelemetry | 0.33 | model_gateway/Cargo.toml |
| crates.io | kube | 3.0.1 | model_gateway/Cargo.toml |
| crates.io | k8s-openapi | 0.27.0 | model_gateway/Cargo.toml |
| crates.io | metrics | 0.24.6 | model_gateway/Cargo.toml |
| crates.io | metrics-exporter-prometheus | 0.18.3 | model_gateway/Cargo.toml |
| crates.io | regex | 1.12 | model_gateway/Cargo.toml |
| crates.io | memchr | 2.8 | model_gateway/Cargo.toml |
| crates.io | url | 2.5.8 | model_gateway/Cargo.toml |
| crates.io | tokio-stream | 0.1 | model_gateway/Cargo.toml |
| crates.io | rustls | 0.23 | model_gateway/Cargo.toml |
| crates.io | tokio-rustls | 0.26 | model_gateway/Cargo.toml |
| crates.io | rustls-pemfile | 2.2 | model_gateway/Cargo.toml |
| crates.io | openssl | 0.10.81 | model_gateway/Cargo.toml |
| crates.io | rmcp | 1.7 | model_gateway/Cargo.toml |
| crates.io | serde_yaml | 0.9 | model_gateway/Cargo.toml |
| crates.io | openai-harmony | 0.0.8 | model_gateway/Cargo.toml |
| crates.io | openmetrics-parser | 0.4.4 | model_gateway/Cargo.toml |
| crates.io | arc-swap | 1.9.1 | model_gateway/Cargo.toml |
| crates.io | bitflags | — | model_gateway/Cargo.toml |
| crates.io | once_cell | 1.21.4 | model_gateway/Cargo.toml |
| crates.io | sha2 | 0.11 | model_gateway/Cargo.toml |
| crates.io | base64 | 0.22 | model_gateway/Cargo.toml |
| crates.io | image | 0.25.10 | model_gateway/Cargo.toml |
| crates.io | tokio-tungstenite | — | model_gateway/Cargo.toml |
| crates.io | webpki-roots | — | model_gateway/Cargo.toml |
| crates.io | wasmtime | — | model_gateway/Cargo.toml |
| crates.io | tempfile | 3.27 | model_gateway/Cargo.toml |
| crates.io | multer | — | model_gateway/Cargo.toml |
| crates.io | str0m | — | 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.
| Registry | Package | Version | Relation |
|---|---|---|---|
| crates.io | arc-swap | — | direct |
| crates.io | async-trait | — | direct |
| crates.io | axum-server | — | direct |
| crates.io | base64 | — | direct |
| crates.io | bincode | — | direct |
| crates.io | bytes | — | direct |
| crates.io | chrono | — | direct |
| crates.io | clap | — | direct |
| crates.io | futures | — | direct |
| crates.io | futures-util | — | direct |
| crates.io | http-body | — | direct |
| crates.io | http-body-util | — | direct |
| crates.io | image | — | direct |
| crates.io | k8s-openapi | — | direct |
| crates.io | kube | — | direct |
| crates.io | memchr | — | direct |
| crates.io | memmap2 | — | direct |
| crates.io | metrics | — | direct |
| crates.io | metrics-exporter-prometheus | — | direct |
| crates.io | ndarray | — | direct |
| crates.io | once_cell | — | direct |
| crates.io | openai-harmony | — | direct |
| crates.io | openmetrics-parser | — | direct |
| crates.io | openssl | — | direct |
| crates.io | opentelemetry | — | direct |
| crates.io | opentelemetry-otlp | — | direct |
| crates.io | opentelemetry_sdk | — | direct |
| crates.io | prost | — | direct |
| crates.io | prost-types | — | direct |
| crates.io | rayon | — | direct |
| crates.io | regex | — | direct |
| crates.io | reqwest | — | direct |
| crates.io | rmcp | — | direct |
| crates.io | rustix | — | direct |
| crates.io | rustls | — | direct |
| crates.io | rustls-pemfile | — | direct |
| crates.io | serde | — | direct |
| crates.io | serde_json | — | direct |
| crates.io | serde_yaml | — | direct |
| crates.io | sha2 | — | direct |
| crates.io | tempfile | — | direct |
| crates.io | tokio | — | direct |
| crates.io | tokio-rustls | — | direct |
| crates.io | tokio-stream | — | direct |
| crates.io | tonic | — | direct |
| crates.io | tonic-prost | — | direct |
| crates.io | tower | — | direct |
| crates.io | tower-http | — | direct |
| crates.io | tracing | — | direct |
| crates.io | tracing-appender | — | direct |
| crates.io | tracing-log | — | direct |
| crates.io | tracing-opentelemetry | — | direct |
| crates.io | url | — | direct |
| crates.io | uuid | — | direct |
| crates.io | xxhash-rust | — | direct |
| PyPI | grpcio | — | direct |
| PyPI | grpcio-health-checking | — | direct |
| PyPI | grpcio-reflection | — | direct |
| PyPI | httpx | — | direct |
| PyPI | mcp | — | direct |
| PyPI | pytest | — | direct |
| PyPI | requests | — | direct |
| PyPI | smg-grpc-proto | — | direct |
| PyPI | uvicorn | — | direct |
| crates.io | aho-corasick | — | indirect |
| crates.io | async-channel | — | indirect |
| crates.io | backoff | — | indirect |
| crates.io | cc | — | indirect |
| crates.io | crdts | — | indirect |
| crates.io | criterion | — | indirect |
| crates.io | deadpool | — | indirect |
| crates.io | deadpool-postgres | — | indirect |
| crates.io | deadpool-redis | — | indirect |
| crates.io | fast_image_resize | — | indirect |
| crates.io | hf-hub | — | indirect |
| crates.io | jsonwebtoken | — | indirect |
| crates.io | lazy_static | — | indirect |
| crates.io | libc | — | indirect |
| crates.io | libloading | — | indirect |
| crates.io | minijinja | — | indirect |
| crates.io | minijinja-contrib | — | indirect |
| crates.io | nixl-sys | — | indirect |
| crates.io | npyz | — | indirect |
| crates.io | num-bigint | — | indirect |
| crates.io | opencv | — | indirect |
| crates.io | opentelemetry-proto | — | indirect |
| crates.io | oracle | — | indirect |
| crates.io | pkg-config | — | indirect |
| crates.io | portpicker | — | indirect |
| crates.io | prost-build | — | indirect |
| crates.io | pyo3 | — | indirect |
| crates.io | redis | — | indirect |
| crates.io | rsa | — | indirect |
| crates.io | rustc-hash | — | indirect |
| crates.io | rustfft | — | indirect |
| crates.io | rustpython-parser | — | indirect |
| crates.io | serde_bytes | — | indirect |
| crates.io | serde_yaml_ng | — | indirect |
| crates.io | serial_test | — | indirect |
| crates.io | symphonia | — | indirect |
| crates.io | tiktoken-rs | — | indirect |
| crates.io | tokenizers | — | indirect |
| crates.io | tokio-postgres | — | indirect |
| crates.io | toml | — | indirect |
| crates.io | tonic-prost-build | — | indirect |
| crates.io | tracing-test | — | indirect |
| crates.io | ulid | — | indirect |
| crates.io | unicode-segmentation | — | indirect |
| crates.io | validator | — | indirect |
| crates.io | wasm-encoder | — | indirect |
| crates.io | wat | — | indirect |
| crates.io | wiremock | — | indirect |
| crates.io | wit-bindgen | — | indirect |
| crates.io | zip | — | indirect |
| Go | github.com/andybalholm/brotli | v1.1.0 | indirect |
| Go | github.com/klauspost/compress | v1.17.9 | indirect |
| Go | github.com/stretchr/testify | v1.10.0 | indirect |
| Go | github.com/valyala/bytebufferpool | v1.0.0 | indirect |
| Go | github.com/valyala/fasthttp | v1.52.0 | indirect |
| Go | go.uber.org/multierr | v1.10.0 | indirect |
| Go | go.uber.org/zap | v1.27.0 | indirect |
| Go | golang.org/x/net | v0.48.0 | indirect |
| Go | golang.org/x/sys | v0.39.0 | indirect |
| Go | golang.org/x/text | v0.32.0 | indirect |
| Go | google.golang.org/genproto/googleapis/rpc | v0.0.0-20251202230838-ff82c1b0f217 | indirect |
| Go | google.golang.org/grpc | v1.79.3 | indirect |
| Go | google.golang.org/protobuf | v1.36.10 | indirect |
| Go | google.golang.org/protobuf | v1.36.11 | indirect |
| Go | gopkg.in/natefinch/lumberjack.v2 | v2.2.1 | indirect |
| Maven | com.fasterxml.jackson.core:jackson-annotations | 2.17.1 | indirect |
| Maven | com.fasterxml.jackson.core:jackson-databind | 2.17.1 | indirect |
| Maven | com.fasterxml.jackson.datatype:jackson-datatype-jsr310 | 2.17.1 | indirect |
| Maven | jakarta.annotation:jakarta.annotation-api | 2.1.1 | indirect |
| PyPI | grpcio-tools | — | indirect |
| PyPI | maturin | — | indirect |
| PyPI | mlx | — | indirect |
| PyPI | mlx-lm | — | indirect |
| PyPI | msgspec | — | indirect |
| PyPI | protobuf | — | indirect |
| PyPI | pydantic | — | indirect |
| PyPI | pyzmq | — | indirect |
| PyPI | setuptools | — | indirect |
| PyPI | sglang | — | indirect |
| PyPI | transformers | — | indirect |
| PyPI | vllm | — | indirect |
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{
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{
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"e2e-gpu-job.yml",
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{
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{
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{
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{
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{
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{
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"code": "account_age_years",
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"years": 0
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"smg-grpc-servicer",
"smg"
],
"ecosystems": "crates, pypi",
"any_deprecated": false,
"min_days_since_publish": 17
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "2 package(s) on crates, pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 2,
"ecosystems": "crates, pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 17 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 17
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "15 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 15
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "excellent",
"name": "Engineering Quality",
"value": 92,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 94,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "32 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 32
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": "ruff.toml",
"points": 16,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "ruff.toml"
}
}
],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
"anthropic",
"claude",
"gemini",
"inference-gateway",
"llm",
"openai",
"routing",
"sglang",
"vllm",
"tensorrtllm",
"anthropic-api",
"chat",
"mcp",
"responses-api",
"trtllm",
"lightseek",
"tokenspeed"
],
"has_wiki": false,
"homepage": "https://lightseek.org/smg",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://lightseek.org/smg",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "17 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 17
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 57,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 57,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 5.7
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection is not maximal on development and all release branches",
"points": 3,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 25/27 approved changesets -- score normalized to 9",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 14 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 1",
"points": 0.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "13 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
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"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 5
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 65,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 1,
"inputs": {
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"legible_history_share": null,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "excellent",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 87,
"inputs": {
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"has_tests": true,
"lockfiles": [
"go.sum"
],
"has_dockerfile": true,
"typed_language": true,
"bootstrap_files": [
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"bindings/golang/Makefile",
"bindings/golang/examples/oai_server/Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [
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],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile, bindings/golang/Makefile, bindings/golang/examples/oai_server/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile, bindings/golang/Makefile, bindings/golang/examples/oai_server/Makefile"
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}
],
"max_points": 18
},
{
"key": "automated_tests",
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"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
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"detail": "ruff.toml",
"points": 11,
"status": "met",
"details": [
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"code": "file_list",
"params": {
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}
],
"max_points": 11
},
{
"key": "static_type_checking",
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"points": 11,
"status": "met",
"details": [
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"code": "file_list",
"params": {
"files": "mypy.ini"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
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"detail": "Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile, lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "dependency automation configured, none observed in the sampled commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "dependency_bot_config_only",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
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"points": 1,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
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"name": "Code legibility for models",
"note": null,
"notes": [],
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"largest_source_bytes": 158381,
"source_files_sampled": 928,
"oversized_source_files": 27
},
"components": [
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"key": "type_checkable_code",
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"detail": "Rust (statically typed)",
"points": 45,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "Rust"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
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"detail": "27/928 source files over 60KB",
"points": 53.4,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 928,
"oversized": 27
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
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"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"example_dirs": [
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],
"has_mcp_signal": true,
"api_schema_files": [
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"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",
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"crates/mesh/src/proto/gossip.proto"
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},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": "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",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "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"
}
}
],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 20,
"status": "met",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples"
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}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Could not fetch pypi package 'smg-e2e-tests' from its registry"
],
"report_type": "repository",
"generated_at": "2026-07-16T18:10:28.325568Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/l/lightseekorg/smg.svg",
"full_name": "lightseekorg/smg",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}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 v1.13.0, schema v0.11.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI, crates.io.