Public recordModerate
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-28 12:10 UTC
eastriverlee / LLM.swift
LLM.swift is a simple and readable library that allows you to interact with large language models locally with ease for macOS, iOS, watchOS, tvOS, and visionOS.
eastriverlee/LLM.swift holds a health index of 58 out of 100, placing it in the Moderate band. It scores highest on Vitality (72/100) and lowest on Security (41/100). It was last updated 9 days ago. A single contributor accounts for most of its recent work.
58
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.
58
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
eastriverPersonal account
56 followers33 public repossince Sep 2018
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
72
Development activity
58Moderate
How it's scored
| 28.8/36 | Push recency — last push 9 days ago |
| 5.5/36 | Commit cadence — 8/52 weeks with commits |
| 13.4/18 | Commit volume — 30 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 19 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 30 |
| human_commit_share | 1 |
| days_since_last_push | 9 |
| active_weeks_last_year | 8 |
Release discipline
92Excellent
How it's scored
| 27/27 | Ships releases — 42 releases published |
| 36/36 | Release recency — latest release 9 days ago |
| 19.8/27 | Release cadence — a release every ~48.6 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 42 |
| latest_release_tag | v3.0.3 |
| releases_from_tags | no |
| days_since_latest_release | 9 |
| mean_days_between_releases | 48.6 |
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?
71
Popularity & adoption
71Good
How it's scored
| 47.6/60 | Stars — 866 stars |
| 17.4/25 | Forks — 122 forks |
| 6.2/15 | Watchers — 14 watchers |
Inputs used
| forks | 122 |
| stars | 866 |
| watchers | 14 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
70Good
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 |
| 0/6.3 | 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 | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
49
Maintainer resilience (bus factor)
22Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 1/22.5 | Commit distribution — top contributor authored 95% of commits |
| 9.5/13.5 | Contributor breadth — 7 contributors |
| 3/10 | OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 7 |
| top_contributor_share | 0.954 |
How it's scored
| 39.7/46.8 | Issue resolution — 85% of issues closed |
| 29.1/38.3 | PR acceptance — 19/25 decided PRs merged |
| 4.5/15 | OpenSSF Scorecard: Code-Review — Found 5/14 approved changesets -- score normalized to 3 |
Inputs used
| merged_prs | 19 |
| open_issues | 9 |
| closed_issues | 51 |
| issue_closed_ratio | 0.85 |
| closed_unmerged_prs | 6 |
Ownership & stewardship
57Moderate
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 12.6/25 | Owner reach — 56 followers of eastriverlee |
| 23.2/25 | Track record — 33 public repos, account ~7 yr old |
Inputs used
| followers | 56 |
| owner_type | User |
| is_verified | — |
| owner_login | eastriverlee |
| public_repos | 33 |
| account_age_days | 2,861 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Engineering Quality
Are baseline engineering and documentation practices in place?
53
Engineering practices
48At risk
How it's scored
| 24/24 | CI workflows — 1 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — 0 out of 9 merged PRs checked by a CI test -- score normalized to 0 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
60Moderate
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 10/10 | Topics — 9 topics |
| 10/10 | Wiki |
Inputs used
| topics | ios, llm, llm-inference, macos, swift, tvos, visionos, watchos, gguf |
| has_wiki | yes |
| homepage | — |
| has_readme | yes |
| has_docs_dir | no |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
41
Security posture
41At risk
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — 0 out of 9 merged PRs checked by a CI test -- score normalized to 0 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 2.2/7.5 | Code-Review — Found 5/14 approved changesets -- score normalized to 3 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 19 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 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 |
| 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 |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4.1 |
Excluded from scoring (no data or not applicable): packaging, 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.
44
Agent context & guidance
19Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 18.7/40 | Legible commit history — 35 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.35 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 11/11 | Static type checking — Swift (statically typed) |
| 0/10 | Reproducible environment |
| 10/10 | Demonstrated agent practice — 5 of the last 100 commits agent-authored or agent-credited |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 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 | — |
| has_dockerfile | no |
| typed_language | yes |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0.05 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Code legibility for models
94Excellent
How it's scored
| 45/45 | Type-checkable code — Swift (statically typed) |
| 49.5/55 | Manageable file sizes — 1/10 source files over 60KB |
Inputs used
| primary_language | Swift |
| largest_source_bytes | 65,042 |
| source_files_sampled | 10 |
| oversized_source_files | 1 |
Key facts
866GitHub stars
7contributors
30commits, last 12 months
9days since last push
42releases
1bus factor
9open issues
—package ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
More detail
Star and fork history 0 ★ / 122 ⇿
0Stars
122Forks
37Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Major 1Minor 9Patch 27
Each point covers 3 days.
OpenSSF Scorecard 4.1 / 10
4.1aggregate
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 |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 0 | CI-Tests | 0 out of 9 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 3 | Code-Review | Found 5/14 approved changesets -- score normalized to 3 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 19 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not 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 |
| 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 |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
All dependencies 0
Full resolved dependency set from the GitHub dependency graph: 0 direct and 0 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|
Dependency advisories not assessed
Advisory matching could not run for this report: No resolved dependencies to assess
Raw JSON report machine-readable
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{
"oid": "1d42188d5238ce4b9d25958f5444713b83d5e045",
"body": "…responding\n\nSettle configuration changes before responding",
"is_bot": false,
"headline": "Merge pull request #85 from eastriverlee/settle-configuration-before-…",
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"body": "Same seed after reset must reproduce the same output now that\nparameter changes settle before generation. The nested structures\ntest gets context headroom its deterministic rollout needs.",
"is_bot": false,
"headline": "test: Cover configuration settling",
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"author_login": "eastriverlee",
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"oid": "9e97666457c1770fe28f3706aaf022ea1f9d701d",
"body": "Object schemas now emit additionalProperties: false, so grammar\nsampling generates exactly the declared fields instead of padding\narbitrary extra keys that waste the token budget and can truncate\nthe JSON at the context limit.",
"is_bot": false,
"headline": "fix: Forbid undeclared keys in @Generatable schemas",
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"committed_at": "2026-07-19T06:04:16Z",
"body_truncated": false,
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"oid": "f367a831d1b7fdaf5a6aaed03d17344405efcb27",
"body": "The template didSet, sampling parameter didSets, and reset() applied\ncore changes through fire-and-forget tasks, so a respond issued right\nafter could win the race to the core actor and generate with stale\nstop sequences, parameters, or context. Configuration mutations now\nchain through one settling task that respond awaits, preserving both\nmutual order and the configure-before-respond guarantee, with no new\npublic API.",
"is_bot": false,
"headline": "fix: Settle configuration changes before responding",
"author_name": "eastriver",
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"body": "Scope interruption per generation — stop() currently strands one generation and kills the next",
"is_bot": false,
"headline": "Merge pull request #84 from JerryFZhang/fix/per-generation-interruption",
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"oid": "609a9cfb8b2f953c381b56b3fcaf4461c21483ff",
"body": "Comment essays distilled to the one constraint the code cannot show,\nepoch vocabulary replaced with the domain word generation, and the\nnow-unused stopGeneration() removed.",
"is_bot": false,
"headline": "refactor: Rename interruption epochs to generations",
"author_name": "eastriver",
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"committed_at": "2026-07-19T04:38:04Z",
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{
"oid": "ca64e597f0f9c4ef57b35f0b62d60d3404a9c13c",
"body": "… a generation\n\nFollow-up to #82. That fix introduced a single shared interruption flag, and\n3.0.0's changes exposed two opposite races around it — both reproduced on\n3.0.1 with a real model (gemma-2-2b):\n\n • cleared too early — respond()/getCompletion() called clearInterruption()\n on entry, so \n[…]\nbounded and history is\ncleared in them deliberately: an unbounded read lets the model ramble until\naccumulated history overruns the context, which fails prepareContext for\nreasons unrelated to stop().",
"is_bot": false,
"headline": "fix: scope interruption per generation so stop() can't strand or kill…",
"author_name": "Jerry F. Zhang",
"author_login": "JerryFZhang",
"committed_at": "2026-07-18T20:08:36Z",
"body_truncated": true,
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{
"oid": "07ed0061f2a9d923ee7a452e086ed0ceb3adb9d9",
"body": "Make stop() and stream teardown actually cancel an in-flight generation",
"is_bot": false,
"headline": "Merge pull request #82 from JerryFZhang/fix/mid-generation-cancellation",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2026-07-18T18:57:13Z",
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{
"oid": "a5985d63a85a75ab26dab5227c93eb3cf7b4f109",
"body": "Rework on top of the original fix: OSAllocatedUnfairLock instead of\na lock class, interruption checks in the embedded-template and\ngrammar loops, stream teardown wiring for the parsed stream, and\ninterruption cleared at request entry so a stop issued before the\nfirst token is not lost. Adds a regression test.",
"is_bot": false,
"headline": "fix: Extend interruption to all generation paths",
"author_name": "eastriver",
"author_login": "eastriverlee",
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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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},
"warnings": [
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],
"report_type": "repository",
"generated_at": "2026-07-28T12:10:41.134884Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/e/eastriverlee/LLM.swift.svg",
"full_name": "eastriverlee/LLM.swift",
"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 v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics.