Public recordModerate
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-24 01:40 UTC
jjang-ai / vmlx
vMLX - JANGTQ Uber Compressed MLX Models - L2 Disk Cache (survives restart) + L1 Paged (super fast ttft) + Hybrid SSM Scheduler + Cont Batching + etc!
jjang-ai/vmlx holds a health index of 63 out of 100, placing it in the Moderate band. It scores highest on Vitality (88/100) and lowest on Security (40/100). It was last updated today. A single contributor accounts for most of its recent work.
63
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.
63
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
Eric Jinho JangPersonal account
217 followers8 public repossince Jul 2023Osaurus.ai
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 | vmlx | 1.6.17 | 4,850 | 129 | 0 days ago | llmmlxapple-siliconvllminferencetransformers |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
88
Development activity
80Good
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 15.9/36 | Commit cadence — 23/52 weeks with commits |
| 18/18 | Commit volume — 3,269 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 19 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 3,269 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 23 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 71 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 27/27 | Release cadence — a release every ~1.2 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 71 |
| latest_release_tag | v1.6.17 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 1.2 |
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?
59
Popularity & adoption
66Moderate
How it's scored
| 46.9/60 | Stars — 777 stars |
| 16/25 | Forks — 83 forks |
| 3.3/15 | Watchers — 5 watchers |
Inputs used
| forks | 83 |
| stars | 777 |
| watchers | 5 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
50Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 0/18 | 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 | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
61Moderate
How it's scored
| 49.1/80 | Monthly downloads — 4,850 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | vmlx |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 4,850 |
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?
49
Maintainer resilience (bus factor)
19Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 0/22.5 | Commit distribution — top contributor authored 100% of commits |
| 6.8/13.5 | Contributor breadth — 5 contributors |
| 3/10 | OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 5 |
| top_contributor_share | 0.998 |
Issue & PR responsiveness
44At risk
How it's scored
| 35.9/46.8 | Issue resolution — 77% of issues closed |
| 7.7/38.3 | PR acceptance — 11/55 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 11 |
| open_issues | 38 |
| closed_issues | 126 |
| issue_closed_ratio | 0.768 |
| closed_unmerged_prs | 44 |
Ownership & stewardship
50Moderate
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 16.8/25 | Owner reach — 217 followers of jjang-ai |
| 13.1/25 | Track record — 8 public repos, account ~3 yr old |
Inputs used
| followers | 217 |
| owner_type | User |
| is_verified | — |
| owner_login | jjang-ai |
| public_repos | 8 |
| account_age_days | 1,116 |
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 — 129 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | vmlx |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
72
Engineering practices
60Moderate
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 — no data |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://vmlx.net |
| 10/10 | Repository description |
| 10/10 | Topics — 19 topics |
| 0/10 | Wiki |
Inputs used
| topics | llm, lmstudio, macbook, mlx, mlxllm, mlxstudio, anthropic-api, kvcache-compression, kvcache-optimization, kvcache-reuse, mcp-server, openai-api, openclaw, openclaw-agent, persistent-memory, prefix-cache, vmlx, omlx, omlx-alternative |
| has_wiki | no |
| homepage | https://vmlx.net |
| 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?
40
Security posture
40At 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 — no data |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 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 — 30 commit(s) and 19 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 — no SAST tool detected |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 7.5/7.5 | Token-Permissions — GitHub workflow tokens follow principle of least privilege |
| 0/7.5 | Vulnerabilities — 179 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 4 |
Excluded from scoring (no data or not applicable): ci_tests, 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.
57
Agent context & guidance
85Excellent
How it's scored
| 45/45 | Agent instructions — AGENTS.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 99 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.99 |
| agent_instruction_files | AGENTS.md |
| agent_instruction_max_bytes | 133,885 |
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 11/11 | Static type checking — panel/tsconfig.json |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 100 |
| 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 | package-lock.json, uv.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | panel/tsconfig.json |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (panel/tsconfig.json) |
| 51.2/55 | Manageable file sizes — 63/923 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 957,065 |
| source_files_sampled | 923 |
| oversized_source_files | 63 |
Machine-readable interfaces
20Critical
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP server |
| 0/40 | Runnable examples |
Inputs used
| example_dirs | — |
| has_mcp_signal | yes |
| api_schema_files | — |
Key facts
777GitHub stars
5contributors
3,269commits, last 12 months
0days since last push
71releases
1bus factor
38open issues
npm, PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- Could not fetch npm package 'vmlx' from its registry
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
- deps.dev does not index pypi:vmlx@1.6.17; advisories assessed against the repository dependency graph instead
More detail
Star and fork history 0 ★ / 83 ⇿
0Stars
83Forks
67Releases
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 0Minor 2Patch 61
OpenSSF Scorecard 4.0 / 10
4.0aggregate
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 |
| n/a | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 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 | 30 commit(s) and 19 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 | no SAST tool detected |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 10 | Token-Permissions | GitHub workflow tokens follow principle of least privilege |
| 0 | Vulnerabilities | 179 existing vulnerabilities detected |
Direct dependencies 53
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| npm | @electron-toolkit/preload | ^3.0.2 | panel/package.json |
| npm | @electron-toolkit/utils | ^4.0.0 | panel/package.json |
| npm | @radix-ui/react-collapsible | ^1.1.12 | panel/package.json |
| npm | @radix-ui/react-dialog | ^1.1.15 | panel/package.json |
| npm | @radix-ui/react-dropdown-menu | ^2.1.16 | panel/package.json |
| npm | @radix-ui/react-popover | ^1.1.15 | panel/package.json |
| npm | @radix-ui/react-scroll-area | ^1.2.10 | panel/package.json |
| npm | @radix-ui/react-select | ^2.2.6 | panel/package.json |
| npm | @radix-ui/react-separator | ^1.1.8 | panel/package.json |
| npm | @radix-ui/react-slider | ^1.3.6 | panel/package.json |
| npm | @radix-ui/react-switch | ^1.2.6 | panel/package.json |
| npm | @radix-ui/react-tooltip | ^1.2.8 | panel/package.json |
| npm | better-sqlite3 | ^12.6.2 | panel/package.json |
| npm | class-variance-authority | ^0.7.1 | panel/package.json |
| npm | clsx | ^2.1.1 | panel/package.json |
| npm | dompurify | ^3.3.1 | panel/package.json |
| npm | highlight.js | ^11.11.1 | panel/package.json |
| npm | katex | ^0.18.1 | panel/package.json |
| npm | lucide-react | ^0.577.0 | panel/package.json |
| npm | marked | ^12.0.2 | panel/package.json |
| npm | react | ^18.2.0 | panel/package.json |
| npm | react-dom | ^18.2.0 | panel/package.json |
| npm | tailwind-merge | ^3.5.0 | panel/package.json |
| npm | tailwindcss-animate | ^1.0.7 | panel/package.json |
| npm | uuid | ^13.0.0 | panel/package.json |
| PyPI | mlx | >=0.29.0 | pyproject.toml |
| PyPI | mlx-lm | >=0.31.3 | pyproject.toml |
| PyPI | mlx-vlm | >=0.5.0 | pyproject.toml |
| PyPI | mlx-vlm | >=0.4.3 | pyproject.toml |
| PyPI | transformers | >=4.40.0 | pyproject.toml |
| PyPI | tokenizers | >=0.19.0 | pyproject.toml |
| PyPI | tiktoken | >=0.5.0 | pyproject.toml |
| PyPI | huggingface-hub | >=0.23.0 | pyproject.toml |
| PyPI | numpy | >=1.24.0 | pyproject.toml |
| PyPI | pillow | >=10.0.0 | pyproject.toml |
| PyPI | tqdm | >=4.66.0 | pyproject.toml |
| PyPI | pyyaml | >=6.0 | pyproject.toml |
| PyPI | requests | >=2.28.0 | pyproject.toml |
| PyPI | tabulate | >=0.9.0 | pyproject.toml |
| PyPI | opencv-python-headless | >=4.8.0 | pyproject.toml |
| PyPI | psutil | >=5.9.0 | pyproject.toml |
| PyPI | fastapi | >=0.100.0 | pyproject.toml |
| PyPI | uvicorn | >=0.23.0 | pyproject.toml |
| PyPI | mcp | >=1.0.0 | pyproject.toml |
| PyPI | jsonschema | >=4.0.0 | pyproject.toml |
| PyPI | mlx-embeddings | >=0.0.5 | pyproject.toml |
| PyPI | jang | >=2.5.33 | pyproject.toml |
| PyPI | torch | >=2.3.0 | pyproject.toml |
| PyPI | torchvision | >=0.18.0 | pyproject.toml |
| PyPI | soundfile | >=0.12.0 | pyproject.toml |
| PyPI | timm | >=1.0.20 | pyproject.toml |
| PyPI | einops | >=0.8.0 | pyproject.toml |
| PyPI | librosa | >=0.10.0 | pyproject.toml |
All dependencies not collected
The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"llm",
"lmstudio",
"macbook",
"mlx",
"mlxllm",
"mlxstudio",
"anthropic-api",
"kvcache-compression",
"kvcache-optimization",
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"mcp-server",
"openai-api",
"openclaw",
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},
"pushed_at": "2026-07-24T01:33:29Z",
"created_at": "2026-02-18T06:11:55Z",
"owner_type": "User",
"updated_at": "2026-07-24T01:33:39Z",
"description": "vMLX - JANGTQ Uber Compressed MLX Models - L2 Disk Cache (survives restart) + L1 Paged (super fast ttft) + Hybrid SSM Scheduler + Cont Batching + etc!",
"is_archived": false,
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"license_spdx": "Apache-2.0",
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"primary_language": "Python",
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},
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"license": {
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"file_present": true,
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},
"activity": {
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{
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{
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],
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{
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"points": 24,
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},
{
"key": "linter_config",
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"points": 0,
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"details": [],
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},
{
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},
{
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},
{
"key": "openssf_scorecard_ci_tests",
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"points": 0,
"status": "excluded",
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"code": "no_data",
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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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},
{
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}
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}
]
}
],
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},
{
"key": "security",
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"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"note": "Excluded from scoring (no data or not applicable): CI-Tests, Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
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}
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}
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"scorecard_aggregate": 4
},
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{
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},
{
"key": "branch_protection",
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},
{
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],
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{
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"points": 0,
"status": "missed",
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},
{
"key": "code_review",
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},
{
"key": "contributors",
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},
{
"key": "dangerous_workflow",
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"status": "met",
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},
{
"key": "dependency_update_tool",
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},
{
"key": "fuzzing",
"name": "Fuzzing",
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"points": 0,
"status": "missed",
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},
{
"key": "license",
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},
{
"key": "maintained",
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"points": 7.5,
"status": "met",
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},
{
"key": "packaging",
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"params": {}
}
],
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},
{
"key": "pinned_dependencies",
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},
{
"key": "sast",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "security_policy",
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"status": "missed",
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},
{
"key": "signed_releases",
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"code": "no_data",
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}
],
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},
{
"key": "token_permissions",
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},
{
"key": "vulnerabilities",
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"points": 0,
"status": "missed",
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"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
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"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": {}
}
],
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"inputs": {
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"red_flag": false,
"exposures": [],
"policy_countries": [
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"Iran",
"North Korea"
],
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},
"components": [
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"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
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}
],
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}
]
}
],
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},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 57,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "excellent",
"name": "Agent context & guidance",
"note": null,
"notes": [],
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"inputs": {
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"agent_instruction_files": [
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],
"agent_instruction_max_bytes": 133885
},
"components": [
{
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"details": [
{
"code": "file_list",
"params": {
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}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "legible_commit_history",
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"points": 40,
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{
"code": "legible_history",
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}
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]
},
{
"key": "ai_verify_loop",
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"inputs": {
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},
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},
{
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},
{
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},
{
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{
"key": "reproducible_environment",
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{
"key": "demonstrated_agent_practice",
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],
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},
{
"key": "automated_maintenance",
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"status": "missed",
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}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
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}
]
},
{
"key": "ai_code_legibility",
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},
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}
}
],
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},
{
"key": "manageable_file_sizes",
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}
}
],
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}
]
},
{
"key": "ai_interfaces",
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"notes": [],
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"api_schema_files": []
},
"components": [
{
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},
{
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},
{
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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": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"Could not fetch npm package 'vmlx' from its registry",
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
"deps.dev does not index pypi:vmlx@1.6.17; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-07-24T01:40:40.588629Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/jjang-ai/vmlx.svg",
"full_name": "jjang-ai/vmlx",
"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 v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.