Public recordModerate
Software health reportschema 0.14.0 · metrics 1.13.0 · 2026-07-18 23:16 UTC
kkollsga / kglite
Embedded Cypher knowledge graph for Python and Rust. Bundled MCP server, describe() schema, and code-graph parser for LLM agents.
kkollsga/kglite holds a health index of 66 out of 100, placing it in the Moderate band. It scores highest on Vitality (85/100) and lowest on Security (52/100). It was last updated today. A single contributor accounts for most of its recent work.
66
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.
66
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
kkollsgaPersonal account
3 followers59 public repossince Nov 2019
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | kglite | 0.14.2 | 15,275 | 39 | 0 days ago | graphdatabaseknowledge-graphcypherembedded-databasemcpllm-agentsrust |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
85
Development activity
82Good
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 18/36 | Commit cadence — 26/52 weeks with commits |
| 18/18 | Commit volume — 1,526 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 1,526 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 26 |
Release discipline
90Excellent
How it's scored
| 27/27 | Ships releases — 100 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 27/27 | Release cadence — a release every ~1 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 100 |
| latest_release_tag | v0.14.2 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 1 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
56
Popularity & adoption
28Critical
How it's scored
| 24.4/60 | Stars — 33 stars |
| 4/25 | Forks — 4 forks |
| 0/15 | Watchers — 0 watchers |
Inputs used
| forks | 4 |
| stars | 33 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
77Good
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 18/18 | CONTRIBUTING guide |
| 0/13.5 | 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 | no |
| has_pull_request_template | yes |
How it's scored
| 55.8/80 | Monthly downloads — 15,275 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | kglite |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 15,275 |
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?
56
Maintainer resilience (bus factor)
13Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 0.3/22.5 | Commit distribution — top contributor authored 99% of commits |
| 4.1/13.5 | Contributor breadth — 3 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 3 |
| top_contributor_share | 0.986 |
How it's scored
| 46.8/46.8 | Issue resolution — 100% of issues closed |
| 31.3/38.3 | PR acceptance — 36/44 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/7 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 36 |
| open_issues | 0 |
| closed_issues | 9 |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 8 |
Ownership & stewardship
49At risk
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 4.3/25 | Owner reach — 3 followers of kkollsga |
| 24.9/25 | Track record — 59 public repos, account ~6 yr old |
Inputs used
| followers | 3 |
| owner_type | User |
| is_verified | — |
| owner_login | kkollsga |
| public_repos | 59 |
| account_age_days | 2,422 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 39 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | kglite |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
78
Engineering practices
74Good
How it's scored
| 24/24 | CI workflows — 5 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 6.4/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 3 out of 3 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | yes |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
85Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 10/10 | Topics — 14 topics |
| 10/10 | Wiki |
Inputs used
| topics | ai-agents, cypher, graph, graph-database, knowledge-graph, llm-tools, rag, agent-memory, code-review, embedded-database, mcp, python, rust, skills |
| has_wiki | yes |
| homepage | — |
| 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?
52
Security posture
52Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 3 out of 3 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 |
| 0/7.5 | Code-Review — Found 0/7 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 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 9 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 4.5/7.5 | Vulnerabilities — 4 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 5.2 |
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.
75
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — CLAUDE.md |
| 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 | CLAUDE.md |
| agent_instruction_max_bytes | 21,173 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 18/18 | One-command bootstrap — Makefile |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 11/11 | Static type checking — kglite/py.typed |
| 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 |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | Cargo.lock |
| has_dockerfile | yes |
| typed_language | yes |
| bootstrap_files | Makefile |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | kglite/py.typed |
| 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
97Excellent
How it's scored
| 45/45 | Type-checkable code — Rust (statically typed) |
| 52.2/55 | Manageable file sizes — 32/622 source files over 60KB |
Inputs used
| primary_language | Rust |
| largest_source_bytes | 119,229 |
| source_files_sampled | 622 |
| oversized_source_files | 32 |
Machine-readable interfaces
60Moderate
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | yes |
| api_schema_files | — |
Key facts
33GitHub stars
3contributors
1,526commits, last 12 months
0days since last push
100releases
1bus factor
0open issues
crates.io, PyPIpackage ecosystems
More detail
OpenSSF Scorecard 5.2 / 10
5.2aggregate
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 |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 3 out of 3 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 |
| 0 | Code-Review | Found 0/7 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 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 9 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 6 | Vulnerabilities | 4 existing vulnerabilities detected |
All dependencies 557
Full resolved dependency set from the GitHub dependency graph: 0 direct and 557 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| crates.io | adler2 | 2.0.1 | indirect |
| crates.io | ahash | 0.8.12 | indirect |
| crates.io | aho-corasick | 1.1.4 | indirect |
| crates.io | allocator-api2 | 0.2.21 | indirect |
| crates.io | android_system_properties | 0.1.5 | indirect |
| crates.io | anstream | 1.0.0 | indirect |
| crates.io | anstyle | 1.0.14 | indirect |
| crates.io | anstyle-parse | 1.0.0 | indirect |
| crates.io | anstyle-query | 1.1.5 | indirect |
| crates.io | anstyle-wincon | 3.0.11 | indirect |
| crates.io | anyhow | — | indirect |
| crates.io | anyhow | 1.0.103 | indirect |
| crates.io | approx | 0.5.1 | indirect |
| crates.io | arraydeque | 0.5.1 | indirect |
| crates.io | as-slice | 0.1.5 | indirect |
| crates.io | async-trait | — | indirect |
| crates.io | async-trait | 0.1.89 | indirect |
| crates.io | atomic-polyfill | 1.0.3 | indirect |
| crates.io | atomic-waker | 1.1.2 | indirect |
| crates.io | autocfg | 1.5.0 | indirect |
| crates.io | aws-lc-rs | 1.17.1 | indirect |
| crates.io | aws-lc-sys | 0.42.0 | indirect |
| crates.io | base64 | 0.13.1 | indirect |
| crates.io | base64 | 0.22.1 | indirect |
| crates.io | base64ct | 1.8.3 | indirect |
| crates.io | bincode | — | indirect |
| crates.io | bincode | 1.3.3 | indirect |
| crates.io | bit-set | 0.8.0 | indirect |
| crates.io | bit-vec | 0.8.0 | indirect |
| crates.io | bitflags | 2.11.1 | indirect |
| crates.io | block-buffer | 0.10.4 | indirect |
| crates.io | block2 | 0.6.2 | indirect |
| crates.io | boltr | — | indirect |
| crates.io | boltr | 0.2.0 | indirect |
| crates.io | bstr | 1.12.1 | indirect |
| crates.io | bumpalo | 3.20.2 | indirect |
| crates.io | byteorder | 1.5.0 | indirect |
| crates.io | bytes | — | indirect |
| crates.io | bytes | 1.11.1 | indirect |
| crates.io | bzip2 | — | indirect |
| crates.io | bzip2 | 0.6.1 | indirect |
| crates.io | castaway | 0.2.4 | indirect |
| crates.io | cbindgen | — | indirect |
| crates.io | cbindgen | 0.27.0 | indirect |
| crates.io | cc | 1.2.60 | indirect |
| crates.io | cfg-if | 1.0.4 | indirect |
| crates.io | cfg_aliases | 0.1.1 | indirect |
| crates.io | cfg_aliases | 0.2.1 | indirect |
| crates.io | chrono | — | indirect |
| crates.io | chrono | 0.4.44 | indirect |
| crates.io | clap | — | indirect |
| crates.io | clap | 4.6.1 | indirect |
| crates.io | clap_builder | 4.6.0 | indirect |
| crates.io | clap_derive | 4.6.1 | indirect |
| crates.io | clap_lex | 1.1.0 | indirect |
| crates.io | clipboard-win | 5.4.1 | indirect |
| crates.io | cmake | 0.1.57 | indirect |
| crates.io | cobs | 0.3.0 | indirect |
| crates.io | colorchoice | 1.0.5 | indirect |
| crates.io | compact_str | 0.9.0 | indirect |
| crates.io | console | 0.16.3 | indirect |
| crates.io | cookie | 0.18.1 | indirect |
| crates.io | cookie_store | 0.22.1 | indirect |
| crates.io | core-foundation | 0.10.1 | indirect |
| crates.io | core-foundation | 0.9.4 | indirect |
| crates.io | core-foundation-sys | 0.8.7 | indirect |
| crates.io | cpufeatures | 0.2.17 | indirect |
| crates.io | crc32fast | 1.5.0 | indirect |
| crates.io | critical-section | 1.2.0 | indirect |
| crates.io | crossbeam-channel | 0.5.16 | indirect |
| crates.io | crossbeam-deque | 0.8.6 | indirect |
| crates.io | crossbeam-epoch | 0.9.20 | indirect |
| crates.io | crossbeam-utils | 0.8.21 | indirect |
| crates.io | crypto-common | 0.1.6 | indirect |
| crates.io | csv | — | indirect |
| crates.io | csv | 1.4.0 | indirect |
| crates.io | csv-core | 0.1.13 | indirect |
| crates.io | ctrlc | — | indirect |
| crates.io | ctrlc | 3.5.2 | indirect |
| crates.io | darling | 0.20.11 | indirect |
| crates.io | darling | 0.23.0 | indirect |
| crates.io | darling_core | 0.20.11 | indirect |
| crates.io | darling_core | 0.23.0 | indirect |
| crates.io | darling_macro | 0.20.11 | indirect |
| crates.io | darling_macro | 0.23.0 | indirect |
| crates.io | dary_heap | 0.3.9 | indirect |
| crates.io | der | 0.8.0 | indirect |
| crates.io | deranged | 0.5.8 | indirect |
| crates.io | derive_builder | 0.20.2 | indirect |
| crates.io | derive_builder_core | 0.20.2 | indirect |
| crates.io | derive_builder_macro | 0.20.2 | indirect |
| crates.io | digest | 0.10.7 | indirect |
| crates.io | dirs | 6.0.0 | indirect |
| crates.io | dirs-sys | 0.5.0 | indirect |
| crates.io | dispatch2 | 0.3.1 | indirect |
| crates.io | displaydoc | 0.2.5 | indirect |
| crates.io | document-features | 0.2.12 | indirect |
| crates.io | dunce | 1.0.5 | indirect |
| crates.io | dyn-clone | 1.0.20 | indirect |
| crates.io | earcut | 0.4.5 | indirect |
| crates.io | either | 1.15.0 | indirect |
| crates.io | embedded-io | 0.4.0 | indirect |
| crates.io | embedded-io | 0.6.1 | indirect |
| crates.io | encode_unicode | 1.0.0 | indirect |
| crates.io | encoding_rs | 0.8.35 | indirect |
| crates.io | encoding_rs_io | 0.1.7 | indirect |
| crates.io | endian-type | 0.1.2 | indirect |
| crates.io | equivalent | 1.0.2 | indirect |
| crates.io | errno | 0.3.14 | indirect |
| crates.io | error-code | 3.3.2 | indirect |
| crates.io | esaxx-rs | 0.1.10 | indirect |
| crates.io | fancy-regex | 0.17.0 | indirect |
| crates.io | fastembed | — | indirect |
| crates.io | fastembed | 5.13.4 | indirect |
| crates.io | fastrand | 2.4.1 | indirect |
| crates.io | fd-lock | 4.0.4 | indirect |
| crates.io | find-msvc-tools | 0.1.9 | indirect |
| crates.io | fixedbitset | 0.5.7 | indirect |
| crates.io | flate2 | — | indirect |
| crates.io | flate2 | 1.1.9 | indirect |
| crates.io | float_next_after | 2.0.0 | indirect |
| crates.io | fnv | 1.0.7 | indirect |
| crates.io | foldhash | 0.1.5 | indirect |
| crates.io | foldhash | 0.2.0 | indirect |
| crates.io | foreign-types | 0.3.2 | indirect |
| crates.io | foreign-types-shared | 0.1.1 | indirect |
| crates.io | form_urlencoded | 1.2.2 | indirect |
| crates.io | fs2 | — | indirect |
| crates.io | fs2 | 0.4.3 | indirect |
| crates.io | fs_extra | 1.3.0 | indirect |
| crates.io | fsevent-sys | 4.1.0 | indirect |
| crates.io | futures | 0.3.32 | indirect |
| crates.io | futures-channel | 0.3.32 | indirect |
| crates.io | futures-core | 0.3.32 | indirect |
| crates.io | futures-executor | 0.3.32 | indirect |
| crates.io | futures-io | 0.3.32 | indirect |
| crates.io | futures-macro | 0.3.32 | indirect |
| crates.io | futures-sink | 0.3.32 | indirect |
| crates.io | futures-task | 0.3.32 | indirect |
| crates.io | futures-util | 0.3.32 | indirect |
| crates.io | generator | 0.8.9 | indirect |
| crates.io | generic-array | 0.12.4 | indirect |
| crates.io | generic-array | 0.13.3 | indirect |
| crates.io | generic-array | 0.14.9 | indirect |
| crates.io | geo | — | indirect |
| crates.io | geo | 0.33.0 | indirect |
| crates.io | geo-traits | 0.3.0 | indirect |
| crates.io | geo-types | 0.7.19 | indirect |
| crates.io | geographiclib-rs | 0.2.7 | indirect |
| crates.io | geojson | — | indirect |
| crates.io | geojson | 0.24.2 | indirect |
| crates.io | getrandom | 0.2.17 | indirect |
| crates.io | getrandom | 0.3.4 | indirect |
| crates.io | getrandom | 0.4.2 | indirect |
| crates.io | globset | 0.4.18 | indirect |
| crates.io | grep-matcher | 0.1.8 | indirect |
| crates.io | grep-regex | 0.1.14 | indirect |
| crates.io | grep-searcher | 0.1.16 | indirect |
| crates.io | h2 | 0.4.14 | indirect |
| crates.io | hash32 | 0.1.1 | indirect |
| crates.io | hash32 | 0.2.1 | indirect |
| crates.io | hash32 | 0.3.1 | indirect |
| crates.io | hashbrown | 0.15.5 | indirect |
| crates.io | hashbrown | 0.16.1 | indirect |
| crates.io | hashbrown | 0.17.0 | indirect |
| crates.io | hashlink | 0.10.0 | indirect |
| crates.io | heapless | 0.6.1 | indirect |
| crates.io | heapless | 0.7.17 | indirect |
| crates.io | heapless | 0.8.0 | indirect |
| crates.io | heck | 0.4.1 | indirect |
| crates.io | heck | 0.5.0 | indirect |
| crates.io | hf-hub | 0.5.0 | indirect |
| crates.io | hmac-sha256 | 1.1.14 | indirect |
| crates.io | home | 0.5.12 | indirect |
| crates.io | http | 1.4.0 | indirect |
| crates.io | http-body | 1.0.1 | indirect |
| crates.io | http-body-util | — | indirect |
| crates.io | http-body-util | 0.1.3 | indirect |
| crates.io | httparse | 1.10.1 | indirect |
| crates.io | httpdate | 1.0.3 | indirect |
| crates.io | hyper | — | indirect |
| crates.io | hyper | 1.9.0 | indirect |
| crates.io | hyper-rustls | 0.27.9 | indirect |
| crates.io | hyper-tls | 0.6.0 | indirect |
| crates.io | hyper-util | — | indirect |
| crates.io | hyper-util | 0.1.20 | indirect |
| crates.io | i_float | 1.16.0 | indirect |
| crates.io | i_key_sort | 0.10.1 | indirect |
| crates.io | i_overlay | 4.5.1 | indirect |
| crates.io | i_shape | 1.18.0 | indirect |
| crates.io | i_tree | 0.18.0 | indirect |
| crates.io | iana-time-zone | 0.1.65 | indirect |
| crates.io | iana-time-zone-haiku | 0.1.2 | indirect |
| crates.io | icu_collections | 2.2.0 | indirect |
| crates.io | icu_locale_core | 2.2.0 | indirect |
| crates.io | icu_normalizer | 2.2.0 | indirect |
| crates.io | icu_normalizer_data | 2.2.0 | indirect |
| crates.io | icu_properties | 2.2.0 | indirect |
| crates.io | icu_properties_data | 2.2.0 | indirect |
| crates.io | icu_provider | 2.2.0 | indirect |
| crates.io | id-arena | 2.3.0 | indirect |
| crates.io | ident_case | 1.0.1 | indirect |
| crates.io | idna | 1.1.0 | indirect |
| crates.io | idna_adapter | 1.2.2 | indirect |
| crates.io | ignore | 0.4.25 | indirect |
| crates.io | indexmap | — | indirect |
| crates.io | indexmap | 2.14.0 | indirect |
| crates.io | indicatif | 0.18.4 | indirect |
| crates.io | inotify | 0.11.1 | indirect |
| crates.io | inotify-sys | 0.1.5 | indirect |
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| crates.io | jobserver | 0.1.34 | indirect |
| crates.io | js-sys | 0.3.95 | indirect |
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| crates.io | kqueue-sys | 1.1.0 | indirect |
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| crates.io | leb128fmt | 0.1.0 | indirect |
| crates.io | libbz2-rs-sys | 0.2.2 | indirect |
| crates.io | libc | — | indirect |
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| crates.io | libm | 0.2.16 | indirect |
| crates.io | libmimalloc-sys | 0.1.47 | indirect |
| crates.io | libredox | 0.1.16 | indirect |
| crates.io | linux-raw-sys | 0.12.1 | indirect |
| crates.io | litemap | 0.8.2 | indirect |
| crates.io | litrs | 1.0.0 | indirect |
| crates.io | lock_api | 0.4.14 | indirect |
| crates.io | log | 0.4.29 | indirect |
| crates.io | loom | — | indirect |
| crates.io | loom | 0.7.2 | indirect |
| crates.io | lzma-rust2 | 0.15.7 | indirect |
| crates.io | macro_rules_attribute | 0.2.2 | indirect |
| crates.io | macro_rules_attribute-proc_macro | 0.2.2 | indirect |
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| crates.io | matrixmultiply | 0.3.10 | indirect |
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| crates.io | mcp-methods | 0.3.50 | indirect |
| crates.io | memchr | — | indirect |
| crates.io | memchr | 2.8.0 | indirect |
| crates.io | memmap2 | — | indirect |
| crates.io | memmap2 | 0.9.11 | indirect |
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| crates.io | mimalloc | 0.1.50 | indirect |
| crates.io | mime | 0.3.17 | indirect |
| crates.io | minimal-lexical | 0.2.1 | indirect |
| crates.io | miniz_oxide | 0.8.9 | indirect |
| crates.io | mio | 1.2.0 | indirect |
| crates.io | monostate | 0.1.18 | indirect |
| crates.io | monostate-impl | 0.1.18 | indirect |
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| crates.io | nix | 0.28.0 | indirect |
| crates.io | nix | 0.31.2 | indirect |
| crates.io | nom | 7.1.3 | indirect |
| crates.io | notify | 8.2.0 | indirect |
| crates.io | notify-debouncer-mini | 0.6.0 | indirect |
| crates.io | notify-types | 2.1.0 | indirect |
| crates.io | nu-ansi-term | 0.50.3 | indirect |
| crates.io | num-complex | 0.4.6 | indirect |
| crates.io | num-conv | 0.2.1 | indirect |
| crates.io | num-integer | 0.1.46 | indirect |
| crates.io | num-traits | 0.2.19 | indirect |
| crates.io | objc2 | 0.6.4 | indirect |
| crates.io | objc2-encode | 4.1.0 | indirect |
| crates.io | once_cell | 1.21.4 | indirect |
| crates.io | once_cell_polyfill | 1.70.2 | indirect |
| crates.io | onig | 6.5.3 | indirect |
| crates.io | onig_sys | 69.9.3 | indirect |
| crates.io | openssl | 0.10.79 | indirect |
| crates.io | openssl-macros | 0.1.1 | indirect |
| crates.io | openssl-probe | 0.2.1 | indirect |
| crates.io | openssl-sys | 0.9.115 | indirect |
| crates.io | option-ext | 0.2.0 | indirect |
| crates.io | ort | 2.0.0-rc.12 | indirect |
| crates.io | ort-sys | 2.0.0-rc.12 | indirect |
| crates.io | oxilangtag | 0.1.6 | indirect |
| crates.io | oxiri | 0.2.11 | indirect |
| crates.io | oxrdf | — | indirect |
| crates.io | oxrdf | 0.3.3 | indirect |
| crates.io | oxttl | — | indirect |
| crates.io | oxttl | 0.2.3 | indirect |
| crates.io | parallel-bz2-redux | — | indirect |
| crates.io | parallel-bz2-redux | 1.1.1 | indirect |
| crates.io | paste | 1.0.15 | indirect |
| crates.io | pastey | 0.2.2 | indirect |
| crates.io | pdqselect | 0.1.0 | indirect |
| crates.io | pem-rfc7468 | 1.0.0 | indirect |
| crates.io | percent-encoding | 2.3.2 | indirect |
| crates.io | petgraph | — | indirect |
| crates.io | petgraph | 0.8.3 | indirect |
| crates.io | pin-project-lite | 0.2.17 | indirect |
| crates.io | pkg-config | 0.3.33 | indirect |
| crates.io | portable-atomic | 1.13.1 | indirect |
| crates.io | portable-atomic-util | 0.2.7 | indirect |
| crates.io | postcard | — | indirect |
| crates.io | postcard | 1.1.3 | indirect |
| crates.io | potential_utf | 0.1.5 | indirect |
| crates.io | powerfmt | 0.2.0 | indirect |
| crates.io | ppv-lite86 | 0.2.21 | indirect |
| crates.io | prettyplease | 0.2.37 | indirect |
| crates.io | proc-macro2 | 1.0.106 | indirect |
| crates.io | pyo3 | — | indirect |
| crates.io | pyo3 | 0.29.0 | indirect |
| crates.io | pyo3-build-config | 0.29.0 | indirect |
| crates.io | pyo3-ffi | 0.29.0 | indirect |
| crates.io | pyo3-macros | 0.29.0 | indirect |
| crates.io | pyo3-macros-backend | 0.29.0 | indirect |
| crates.io | quote | 1.0.45 | indirect |
| crates.io | r-efi | 5.3.0 | indirect |
| crates.io | r-efi | 6.0.0 | indirect |
| crates.io | radix_trie | 0.2.1 | indirect |
| crates.io | rand | 0.10.1 | indirect |
| crates.io | rand | 0.9.4 | indirect |
| crates.io | rand_chacha | 0.9.0 | indirect |
| crates.io | rand_core | 0.10.1 | indirect |
| crates.io | rand_core | 0.9.5 | indirect |
| crates.io | rand_pcg | 0.10.2 | indirect |
| crates.io | rawpointer | 0.2.1 | indirect |
| crates.io | rayon | — | indirect |
| crates.io | rayon | 1.12.0 | indirect |
| crates.io | rayon-cond | 0.4.0 | indirect |
| crates.io | rayon-core | 1.13.0 | indirect |
| crates.io | redox_users | 0.5.2 | indirect |
| crates.io | ref-cast | 1.0.25 | indirect |
| crates.io | ref-cast-impl | 1.0.25 | indirect |
| crates.io | regex | — | indirect |
| crates.io | regex | 1.12.3 | indirect |
| crates.io | regex-automata | 0.4.14 | indirect |
| crates.io | regex-syntax | 0.8.10 | indirect |
| crates.io | reqwest | 0.12.28 | indirect |
| crates.io | ring | 0.17.14 | indirect |
| crates.io | rmcp | — | indirect |
| crates.io | rmcp | 1.6.0 | indirect |
| crates.io | rmcp-macros | 1.6.0 | indirect |
| crates.io | robust | 1.2.0 | indirect |
| crates.io | rstar | — | indirect |
| crates.io | rstar | 0.10.0 | indirect |
| crates.io | rstar | 0.11.0 | indirect |
| crates.io | rstar | 0.12.2 | indirect |
| crates.io | rstar | 0.8.4 | indirect |
| crates.io | rstar | 0.9.3 | indirect |
| crates.io | rustc-hash | — | indirect |
| crates.io | rustc-hash | 2.1.2 | indirect |
| crates.io | rustc_version | 0.4.1 | indirect |
| crates.io | rustix | 1.1.4 | indirect |
| crates.io | rustls | — | indirect |
| crates.io | rustls | 0.23.40 | indirect |
| crates.io | rustls-pki-types | 1.14.1 | indirect |
| crates.io | rustls-webpki | 0.103.13 | indirect |
| crates.io | rustversion | 1.0.22 | indirect |
| crates.io | rustyline | — | indirect |
| crates.io | rustyline | 14.0.0 | indirect |
| crates.io | ryu | 1.0.23 | indirect |
| crates.io | safetensors | 0.7.0 | indirect |
| crates.io | same-file | — | indirect |
| crates.io | same-file | 1.0.6 | indirect |
| crates.io | schannel | 0.1.29 | indirect |
| crates.io | schemars | — | indirect |
| crates.io | schemars | 1.2.1 | indirect |
| crates.io | schemars_derive | 1.2.1 | indirect |
| crates.io | scoped-tls | 1.0.1 | indirect |
| crates.io | scopeguard | 1.2.0 | indirect |
| crates.io | security-framework | 3.7.0 | indirect |
| crates.io | security-framework-sys | 2.17.0 | indirect |
| crates.io | semver | 1.0.28 | indirect |
| crates.io | serde | — | indirect |
| crates.io | serde | 1.0.228 | indirect |
| crates.io | serde_core | 1.0.228 | indirect |
| crates.io | serde_derive | 1.0.228 | indirect |
| crates.io | serde_derive_internals | 0.29.1 | indirect |
| crates.io | serde_json | — | indirect |
| crates.io | serde_json | 1.0.149 | indirect |
| crates.io | serde_spanned | 0.6.9 | indirect |
| crates.io | serde_urlencoded | 0.7.1 | indirect |
| crates.io | serde_yaml | 0.9.34+deprecated | indirect |
| crates.io | sha2 | — | indirect |
| crates.io | sha2 | 0.10.9 | indirect |
| crates.io | sharded-slab | 0.1.7 | indirect |
| crates.io | shlex | 1.3.0 | indirect |
| crates.io | sif-itree | 0.4.1 | indirect |
| crates.io | signal-hook-registry | 1.4.8 | indirect |
| crates.io | simd-adler32 | 0.3.9 | indirect |
| crates.io | slab | 0.4.12 | indirect |
| crates.io | smallvec | 1.15.1 | indirect |
| crates.io | socket2 | 0.6.3 | indirect |
| crates.io | socks | 0.3.4 | indirect |
| crates.io | spade | 2.15.1 | indirect |
| crates.io | spin | 0.9.9 | indirect |
| crates.io | spm_precompiled | 0.1.4 | indirect |
| crates.io | stable_deref_trait | 1.2.1 | indirect |
| crates.io | static_assertions | 1.1.0 | indirect |
| crates.io | strsim | 0.11.1 | indirect |
| crates.io | subtle | — | indirect |
| crates.io | subtle | 2.6.1 | indirect |
| crates.io | syn | 2.0.117 | indirect |
| crates.io | sync_wrapper | 1.0.2 | indirect |
| crates.io | synstructure | 0.13.2 | indirect |
| crates.io | system-configuration | 0.7.0 | indirect |
| crates.io | system-configuration-sys | 0.6.0 | indirect |
| crates.io | target-lexicon | 0.13.5 | indirect |
| crates.io | tempfile | — | indirect |
| crates.io | tempfile | 3.27.0 | indirect |
| crates.io | thiserror | 1.0.69 | indirect |
| crates.io | thiserror | 2.0.18 | indirect |
| crates.io | thiserror-impl | 1.0.69 | indirect |
| crates.io | thiserror-impl | 2.0.18 | indirect |
| crates.io | thread_local | 1.1.9 | indirect |
| crates.io | time | 0.3.47 | indirect |
| crates.io | time-core | 0.1.8 | indirect |
| crates.io | time-macros | 0.2.27 | indirect |
| crates.io | tinystr | 0.8.3 | indirect |
| crates.io | tokenizers | 0.22.2 | indirect |
| crates.io | tokio | — | indirect |
| crates.io | tokio | 1.52.3 | indirect |
| crates.io | tokio-macros | 2.7.0 | indirect |
| crates.io | tokio-native-tls | 0.3.1 | indirect |
| crates.io | tokio-rustls | 0.26.4 | indirect |
| crates.io | tokio-stream | 0.1.18 | indirect |
| crates.io | tokio-util | 0.7.18 | indirect |
| crates.io | toml | 0.8.23 | indirect |
| crates.io | toml_datetime | 0.6.11 | indirect |
| crates.io | toml_edit | 0.22.27 | indirect |
| crates.io | toml_write | 0.1.2 | indirect |
| crates.io | tower | 0.5.3 | indirect |
| crates.io | tower-http | 0.6.10 | indirect |
| crates.io | tower-layer | 0.3.3 | indirect |
| crates.io | tower-service | 0.3.3 | indirect |
| crates.io | tracing | — | indirect |
| crates.io | tracing | 0.1.44 | indirect |
| crates.io | tracing-attributes | 0.1.31 | indirect |
| crates.io | tracing-core | 0.1.36 | indirect |
| crates.io | tracing-log | 0.2.0 | indirect |
| crates.io | tracing-subscriber | — | indirect |
| crates.io | tracing-subscriber | 0.3.23 | indirect |
| crates.io | try-lock | 0.2.5 | indirect |
| crates.io | typenum | 1.19.0 | indirect |
| crates.io | unicode-ident | 1.0.24 | indirect |
| crates.io | unicode-normalization-alignments | 0.1.12 | indirect |
| crates.io | unicode-segmentation | 1.13.2 | indirect |
| crates.io | unicode-width | 0.1.14 | indirect |
| crates.io | unicode-width | 0.2.2 | indirect |
| crates.io | unicode-xid | 0.2.6 | indirect |
| crates.io | unicode_categories | 0.1.1 | indirect |
| crates.io | unit-prefix | 0.5.2 | indirect |
| crates.io | unsafe-libyaml | 0.2.11 | indirect |
| crates.io | untrusted | 0.9.0 | indirect |
| crates.io | ureq | 2.12.1 | indirect |
| crates.io | ureq | 3.3.0 | indirect |
| crates.io | ureq-proto | 0.6.0 | indirect |
| crates.io | url | 2.5.8 | indirect |
| crates.io | utf8-zero | 0.8.1 | indirect |
| crates.io | utf8_iter | 1.0.4 | indirect |
| crates.io | utf8parse | 0.2.2 | indirect |
| crates.io | uuid | 1.23.1 | indirect |
| crates.io | valuable | 0.1.1 | indirect |
| crates.io | vcpkg | 0.2.15 | indirect |
| crates.io | version_check | 0.9.5 | indirect |
| crates.io | walkdir | — | indirect |
| crates.io | walkdir | 2.5.0 | indirect |
| crates.io | want | 0.3.1 | indirect |
| crates.io | wasi | 0.11.1+wasi-snapshot-preview1 | indirect |
| crates.io | wasip2 | 1.0.2+wasi-0.2.9 | indirect |
| crates.io | wasip3 | 0.4.0+wasi-0.3.0-rc-2026-01-06 | indirect |
| crates.io | wasm-bindgen | 0.2.118 | indirect |
| crates.io | wasm-bindgen-futures | 0.4.68 | indirect |
| crates.io | wasm-bindgen-macro | 0.2.118 | indirect |
| crates.io | wasm-bindgen-macro-support | 0.2.118 | indirect |
| crates.io | wasm-bindgen-shared | 0.2.118 | indirect |
| crates.io | wasm-encoder | 0.244.0 | indirect |
| crates.io | wasm-metadata | 0.244.0 | indirect |
| crates.io | wasm-streams | 0.4.2 | indirect |
| crates.io | wasmparser | 0.244.0 | indirect |
| crates.io | web-sys | 0.3.95 | indirect |
| crates.io | web-time | 1.1.0 | indirect |
| crates.io | webpki-root-certs | 1.0.7 | indirect |
| crates.io | webpki-roots | 0.26.11 | indirect |
| crates.io | webpki-roots | 1.0.7 | indirect |
| crates.io | winapi | 0.3.9 | indirect |
| crates.io | winapi-i686-pc-windows-gnu | 0.4.0 | indirect |
| crates.io | winapi-util | 0.1.11 | indirect |
| crates.io | winapi-x86_64-pc-windows-gnu | 0.4.0 | indirect |
| crates.io | windows-core | 0.62.2 | indirect |
| crates.io | windows-implement | 0.60.2 | indirect |
| crates.io | windows-interface | 0.59.3 | indirect |
| crates.io | windows-link | 0.2.1 | indirect |
| crates.io | windows-registry | 0.6.1 | indirect |
| crates.io | windows-result | 0.4.1 | indirect |
| crates.io | windows-strings | 0.5.1 | indirect |
| crates.io | windows-sys | 0.52.0 | indirect |
| crates.io | windows-sys | 0.60.2 | indirect |
| crates.io | windows-sys | 0.61.2 | indirect |
| crates.io | windows-targets | 0.52.6 | indirect |
| crates.io | windows-targets | 0.53.5 | indirect |
| crates.io | windows_aarch64_gnullvm | 0.52.6 | indirect |
| crates.io | windows_aarch64_gnullvm | 0.53.1 | indirect |
| crates.io | windows_aarch64_msvc | 0.52.6 | indirect |
| crates.io | windows_aarch64_msvc | 0.53.1 | indirect |
| crates.io | windows_i686_gnu | 0.52.6 | indirect |
| crates.io | windows_i686_gnu | 0.53.1 | indirect |
| crates.io | windows_i686_gnullvm | 0.52.6 | indirect |
| crates.io | windows_i686_gnullvm | 0.53.1 | indirect |
| crates.io | windows_i686_msvc | 0.52.6 | indirect |
| crates.io | windows_i686_msvc | 0.53.1 | indirect |
| crates.io | windows_x86_64_gnu | 0.52.6 | indirect |
| crates.io | windows_x86_64_gnu | 0.53.1 | indirect |
| crates.io | windows_x86_64_gnullvm | 0.52.6 | indirect |
| crates.io | windows_x86_64_gnullvm | 0.53.1 | indirect |
| crates.io | windows_x86_64_msvc | 0.52.6 | indirect |
| crates.io | windows_x86_64_msvc | 0.53.1 | indirect |
| crates.io | winnow | 0.7.15 | indirect |
| crates.io | wit-bindgen | 0.51.0 | indirect |
| crates.io | wit-bindgen-core | 0.51.0 | indirect |
| crates.io | wit-bindgen-rust | 0.51.0 | indirect |
| crates.io | wit-bindgen-rust-macro | 0.51.0 | indirect |
| crates.io | wit-component | 0.244.0 | indirect |
| crates.io | wit-parser | 0.244.0 | indirect |
| crates.io | wkt | — | indirect |
| crates.io | wkt | 0.14.0 | indirect |
| crates.io | writeable | 0.6.3 | indirect |
| crates.io | yaml-rust2 | — | indirect |
| crates.io | yaml-rust2 | 0.10.4 | indirect |
| crates.io | yoke | 0.8.2 | indirect |
| crates.io | yoke-derive | 0.8.2 | indirect |
| crates.io | zerocopy | 0.8.48 | indirect |
| crates.io | zerocopy-derive | 0.8.48 | indirect |
| crates.io | zerofrom | 0.1.7 | indirect |
| crates.io | zerofrom-derive | 0.1.7 | indirect |
| crates.io | zeroize | 1.8.2 | indirect |
| crates.io | zerotrie | 0.2.4 | indirect |
| crates.io | zerovec | 0.11.6 | indirect |
| crates.io | zerovec-derive | 0.11.3 | indirect |
| crates.io | zmij | 1.0.21 | indirect |
| crates.io | zstd | — | indirect |
| crates.io | zstd | 0.13.3 | indirect |
| crates.io | zstd-safe | 7.2.4 | indirect |
| crates.io | zstd-sys | 2.0.16+zstd.1.5.7 | indirect |
| PyPI | coverage | 7.10.7 | indirect |
| PyPI | furo | — | indirect |
| PyPI | maturin | — | indirect |
| PyPI | myst-parser | — | indirect |
| PyPI | neo4j | — | indirect |
| PyPI | networkx | — | indirect |
| PyPI | pandas | — | indirect |
| PyPI | pandas | 3.0.3 | indirect |
| PyPI | py-cpuinfo | 9.0.0 | indirect |
| PyPI | pytest | 9.0.3 | indirect |
| PyPI | pytest-benchmark | 5.2.3 | indirect |
| PyPI | pytest-cov | 7.1.0 | indirect |
| PyPI | sphinx | — | indirect |
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Raw JSON report machine-readable
{
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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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{
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{
"type": "Bot",
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{
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{
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{
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{
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{
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},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "36/44 decided PRs merged",
"points": 31.3,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 36,
"decided": 44
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/7 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "at_risk",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"verified_domain"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 49,
"inputs": {
"followers": 3,
"owner_type": "User",
"is_verified": null,
"owner_login": "kkollsga",
"public_repos": 59,
"account_age_days": 2422
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "3 followers of kkollsga",
"points": 4.3,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 3,
"login": "kkollsga"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "59 public repos, account ~6 yr old",
"points": 24.9,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 59
}
},
{
"code": "account_age_years",
"params": {
"years": 6
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"kglite"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "39 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 39
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
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}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 78,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "good",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 74,
"inputs": {
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"has_tests": true,
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"has_precommit_config": false
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"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "5 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
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}
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"max_points": 24
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{
"key": "tests_present",
"name": "Tests present",
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"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
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"detail": null,
"points": 6.4,
"status": "met",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "3 out of 3 merged PRs checked by a CI test -- score normalized to 10",
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"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
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"name": "Documentation",
"note": null,
"notes": [],
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"inputs": {
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"graph",
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"rag",
"agent-memory",
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"embedded-database",
"mcp",
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"rust",
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],
"has_wiki": true,
"homepage": null,
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},
"components": [
{
"key": "readme",
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"detail": null,
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"details": [],
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},
{
"key": "documentation_directory",
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"points": 25,
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"details": [],
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},
{
"key": "documentation_homepage_site",
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"detail": null,
"points": 0,
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"details": [],
"max_points": 15
},
{
"key": "repository_description",
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"points": 10,
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"details": [],
"max_points": 10
},
{
"key": "topics",
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"details": [
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"code": "topics_count",
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}
],
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},
{
"key": "wiki",
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"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 52,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": null,
"notes": [],
"value": 52,
"inputs": {
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"scorecard_version": "v5.5.0",
"checks_inconclusive": 0,
"scorecard_aggregate": 5.2
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
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"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": 2.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
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"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",
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"detail": "Found 0/7 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
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"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 9 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 0",
"points": 0,
"status": "missed",
"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 detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"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": "4 existing vulnerabilities detected",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "good",
"name": "AI Readiness",
"value": 75,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"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": 75,
"inputs": {
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"legible_history_share": null,
"agent_instruction_files": [
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],
"agent_instruction_max_bytes": 21173
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "CLAUDE.md"
}
}
],
"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": "good",
"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": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 73,
"inputs": {
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"lockfiles": [
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],
"has_dockerfile": true,
"typed_language": true,
"bootstrap_files": [
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],
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"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",
"points": 18,
"status": "met",
"details": [
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"code": "file_list",
"params": {
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}
],
"max_points": 18
},
{
"key": "automated_tests",
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"points": 22,
"status": "met",
"details": [],
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},
{
"key": "lint_format_config",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "kglite/py.typed",
"points": 11,
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"details": [
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"code": "file_list",
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}
],
"max_points": 11
},
{
"key": "reproducible_environment",
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"detail": "Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
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"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": [
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"code": "dependency_bot_config_only",
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}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
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"points": 0,
"status": "missed",
"details": [],
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}
]
},
{
"key": "ai_code_legibility",
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},
"components": [
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"code": "statically_typed_language",
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},
{
"key": "manageable_file_sizes",
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"points": 52.2,
"status": "partial",
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"code": "oversized_source_files",
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}
}
],
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}
]
},
{
"key": "ai_interfaces",
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"name": "Machine-readable interfaces",
"note": null,
"notes": [],
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"inputs": {
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"api_schema_files": []
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"components": [
{
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"detail": null,
"points": 0,
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"details": [],
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},
{
"key": "mcp_server",
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},
{
"key": "runnable_examples",
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"code": "file_list",
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}
]
}
],
"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": [],
"report_type": "repository",
"generated_at": "2026-07-18T23:16:36.105740Z",
"schema_version": "0.14.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/k/kkollsga/kglite.svg",
"full_name": "kkollsga/kglite",
"license_state": "standard",
"license_spdx": "MIT"
}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 v0.14.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.