Public recordModerate
Software health reportschema 0.26.0 · metrics 1.13.0 · 2026-07-22 18:46 UTC
zw008 / VMware-Storage
VMware vSphere storage management: datastores, iSCSI, vSAN. Domain-focused MCP skill with 11 tools.
zw008/VMware-Storage holds a health index of 57 out of 100, placing it in the Moderate band. It scores highest on Vitality (86/100) and lowest on Community & Adoption (32/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.
57
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.
57
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
wei zhouPersonal account
18 followers32 public repossince Jan 2015
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 |
|---|---|---|---|---|---|
| PyPI | vmware-storage | 1.8.8 | 2,610 | 66 | 1 day ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
86
Development activity
76Good
How it's scored
| 36/36 | Push recency — last push 1 days ago |
| 11.8/36 | Commit cadence — 17/52 weeks with commits |
| 18/18 | Commit volume — 115 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 115 |
| human_commit_share | 0.94 |
| days_since_last_push | 1 |
| active_weeks_last_year | 17 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 64 releases published |
| 36/36 | Release recency — latest release 1 days ago |
| 27/27 | Release cadence — a release every ~0.9 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 64 |
| latest_release_tag | v1.8.8 |
| releases_from_tags | no |
| days_since_latest_release | 1 |
| mean_days_between_releases | 0.9 |
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?
32
Popularity & adoption
1Critical
How it's scored
| 0/60 | Stars — 1 stars |
| 0/25 | Forks — 0 forks |
| 0/15 | Watchers — 0 watchers |
Inputs used
| forks | 0 |
| stars | 1 |
| watchers | 0 |
| 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 (MIT) |
| 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)
57Moderate
How it's scored
| 45.6/80 | Monthly downloads — 2,610 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | vmware-storage |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 2,610 |
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?
55
Maintainer resilience (bus factor)
16Critical
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 |
| 1.4/13.5 | Contributor breadth — 1 contributors |
| 6/10 | OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
Issue & PR responsiveness
66Moderate
How it's scored
| 46.8/46.8 | Issue resolution — 100% of issues closed |
| 19.1/38.3 | PR acceptance — 6/12 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 6 |
| open_issues | 0 |
| closed_issues | 4 |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 6 |
Ownership & stewardship
53Moderate
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 9.2/25 | Owner reach — 18 followers of zw008 |
| 23.1/25 | Track record — 32 public repos, account ~11 yr old |
Inputs used
| followers | 18 |
| owner_type | User |
| is_verified | — |
| owner_login | zw008 |
| public_repos | 32 |
| account_age_days | 4,201 |
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 1 days ago |
| 20/20 | Version history — 66 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | vmware-storage |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 1 |
Engineering Quality
Are baseline engineering and documentation practices in place?
42
Engineering practices
30At risk
How it's scored
| 0/24 | CI workflows |
| 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 | no |
| 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
60Moderate
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 10/10 | Topics — 12 topics |
| 10/10 | Wiki |
Inputs used
| topics | agent-skills, ai-skill, claude-code, codex, gemini-cli, iscsi, mcp, nfs, storage, vmware, vsan, vsphere |
| 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?
67
Security posture
59Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 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 |
| 1.5/2.5 | Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
| 0/10 | Dangerous-Workflow — no data |
| 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 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 — no SAST tool detected |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — no data |
| 6.8/7.5 | Vulnerabilities — 1 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 12 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 6 |
| scorecard_aggregate | 5.9 |
Excluded from scoring (no data or not applicable): branch_protection, ci_tests, dangerous_workflow, packaging, signed_releases, token_permissions. Remaining weights renormalized.
Dependency advisories
100Excellent
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 0/25 | Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 1 |
| affected_packages | 1 |
| assessed_packages | 52 |
| unassessed_packages | 0 |
| affected_by_severity | high 1 |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 52 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.
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.
48
Agent context & guidance
40At risk
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 91 of 94 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.968 |
| 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 |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — Dockerfile, lockfile |
| 6/10 | Demonstrated agent practice — 3 of the last 100 commits agent-authored or agent-credited |
| 8/8 | Automated maintenance — 6 of the last 100 commits are automated dependency updates |
| 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 | uv.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0.03 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.06 |
Code legibility for models
55Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 55/55 | Manageable file sizes — 0/44 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 45,608 |
| source_files_sampled | 44 |
| oversized_source_files | 0 |
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
1GitHub stars
1contributors
115commits, last 12 months
1days since last push
64releases
1bus factor
0open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- deps.dev does not index pypi:vmware-storage@1.8.8; advisories assessed against the repository dependency graph instead
More detail
OpenSSF Scorecard 5.9 / 10
5.9aggregate
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 |
| n/a | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 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 |
| 6 | Contributors | project has 2 contributing companies or organizations -- score normalized to 6 |
| n/a | Dangerous-Workflow | no workflows found |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 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 | no SAST tool detected |
| 10 | Security-Policy | security policy file detected |
| n/a | Signed-Releases | no releases found |
| n/a | Token-Permissions | No tokens found |
| 9 | Vulnerabilities | 1 existing vulnerabilities detected |
Direct dependencies 7
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | pyvmomi | >=8.0.3.0,<10.0 | pyproject.toml |
| PyPI | pyaml | >=24.0,<27.0 | pyproject.toml |
| PyPI | typer | >=0.12,<1.0 | pyproject.toml |
| PyPI | rich | >=13.0,<15.0 | pyproject.toml |
| PyPI | python-dotenv | >=1.0,<2.0 | pyproject.toml |
| PyPI | mcp | >=1.10,<2.0 | pyproject.toml |
| PyPI | vmware-policy | >=1.8.8,<2.0 | pyproject.toml |
All dependencies 52
Full resolved dependency set from the GitHub dependency graph: 7 direct and 45 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | mcp | 1.28.1 | direct |
| PyPI | pyaml | 26.2.1 | direct |
| PyPI | python-dotenv | 1.2.2 | direct |
| PyPI | pyvmomi | 9.0.0.0 | direct |
| PyPI | rich | 14.3.3 | direct |
| PyPI | typer | 0.24.1 | direct |
| PyPI | vmware-policy | 1.8.8 | direct |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anyio | 4.13.0 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | certifi | 2026.2.25 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | click | 8.3.1 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | coverage | 7.13.5 | indirect |
| PyPI | cryptography | 49.0.0 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | httpx-sse | 0.4.3 | indirect |
| PyPI | idna | 3.15 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | jsonschema | 4.26.0 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | markdown-it-py | 4.0.0 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | packaging | 26.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pydantic | 2.12.5 | indirect |
| PyPI | pydantic-core | 2.41.5 | indirect |
| PyPI | pydantic-settings | 2.14.2 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pyjwt | 2.13.0 | indirect |
| PyPI | pytest | 9.0.3 | indirect |
| PyPI | pytest-cov | 7.1.0 | indirect |
| PyPI | python-multipart | 0.0.32 | indirect |
| PyPI | pywin32 | 311 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | referencing | 0.37.0 | indirect |
| PyPI | rpds-py | 0.30.0 | indirect |
| PyPI | ruff | 0.15.9 | indirect |
| PyPI | shellingham | 1.5.4 | indirect |
| PyPI | sse-starlette | 3.3.4 | indirect |
| PyPI | starlette | 1.3.1 | indirect |
| PyPI | tomli | 2.4.1 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | uvicorn | 0.42.0 | indirect |
| PyPI | vmware-storage | 1.8.8 | indirect |
Dependency advisories 1
This repository publishes no package the index resolves, so its own dependency graph was assessed — 52 packages, which also include development and test pins that never ship: 1 carry known advisories, of which 0 are direct.
| Package | Version | Relation | Severity | Advisories | Fixed in |
|---|---|---|---|---|---|
| click | 8.3.1 | indirect | high | 1 | 8.3.3 |
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
{
"data": {
"repo": {
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"agent-skills",
"ai-skill",
"claude-code",
"codex",
"gemini-cli",
"iscsi",
"mcp",
"nfs",
"storage",
"vmware",
"vsan",
"vsphere"
],
"is_fork": false,
"size_kb": 892,
"has_wiki": true,
"homepage": null,
"languages": {
"Python": 328019,
"Dockerfile": 213
},
"pushed_at": "2026-07-21T15:42:42Z",
"created_at": "2026-03-22T01:16:57Z",
"owner_type": "User",
"updated_at": "2026-07-21T15:46:17Z",
"description": "VMware vSphere storage management: datastores, iSCSI, vSAN. Domain-focused MCP skill with 11 tools.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"license_spdx_raw": "MIT",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": null,
"name": "wei zhou",
"type": "User",
"login": "zw008",
"company": null,
"location": "China",
"followers": 18,
"avatar_url": "https://avatars.githubusercontent.com/u/10613299?v=4",
"created_at": "2015-01-20T11:29:10Z",
"is_verified": null,
"public_repos": 32,
"account_age_days": 4201
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
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{
"tag": "v1.8.8",
"kind": "patch",
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{
"tag": "v1.8.7",
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{
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{
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},
{
"tag": "v1.5.20",
"kind": "patch",
"published_at": "2026-05-08T22:29:55Z"
},
{
"tag": "v1.5.19",
"kind": "patch",
"published_at": "2026-05-06T04:01:04Z"
},
{
"tag": "v1.5.18",
"kind": "patch",
"published_at": "2026-05-02T12:08:51Z"
},
{
"tag": "v1.5.17",
"kind": "patch",
"published_at": "2026-05-01T11:45:35Z"
},
{
"tag": "v1.5.16",
"kind": "patch",
"published_at": "2026-05-01T03:29:07Z"
},
{
"tag": "v1.5.15",
"kind": "patch",
"published_at": "2026-04-29T18:29:06Z"
},
{
"tag": "v1.5.14",
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"published_at": "2026-04-21T12:08:20Z"
},
{
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"body": "Every state-changing CLI command is now wrapped by @guarded, the CLI counterpart\nto the MCP @vmware_tool decorator: it runs the same vmware-policy guard()\nauthorization and writes the same audit_call() row to ~/.vmware/audit.db\n(HLD I-1/I-8). A `deny` rule now refuses the operation on the CLI with a\n[…]\nitten this release (removed at 2.0)\n- requires vmware-policy>=1.8.8 (adds the shared guarded core); lock bumped to it\n- carries the environment docstring correction + the Policy-1.8.7 stale-test fixes",
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"body": "…RBAC's job\n\n- remove the skill-level read-only switch and its config/env key; read/write\n authorization is delegated to the vCenter/NSX service account (RBAC). A config\n still carrying read_only is ignored with a one-time warning naming the replacement\n- drop approval-tier / declared-environment language (vmware-policy cut those)\n- add offline / air-gapped install docs to the README\n- carries the accumulated fixes staged since 1.8.5",
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"headline": "chore: release v1.8.7 — remove read-only switch; read/write authz is …",
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"body": "Four adversarial reviews of v1.8.4 found the release had shipped two defects.\n\n**A returned failure was still audited as a success.** vmware-policy 1.8.4 added\n`report_tool_failure()` for tools that catch and return rather than raise, and no\nskill called it. Every string-returning tool therefore kep\n[…]\neption\ninterpolated into an already-allowlisted `*ApiError`, now authored text instead.\n\nThe missing-password error keeps its remedy through a narrow\n`ConfigError(OSError)` rather than the base class.",
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"body": "For a weak model the description *is* the API: an unstated routing rule is a\nrouting rule that does not exist, and a tool with no stated next hop is one it\nstops at. Descriptions now say when to prefer this tool over a sibling, what\nshape comes back, the caveat that bites, and which tool to call nex\n[…]\nring in `confirm_draft`'s own name, missed\n\"Use after ...\" as a when-clause and so bought pure rewording, read a line break\nas absent content, and never looked at the list-shaped error payload at all.",
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"headline": "feat: describe tools so a small model can route between them",
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"body": "…y eval\n\nError messages now name the offending value, an imperative remedy, and a\nconcrete artifact the model can act on, so recovery becomes an\ninstruction-following problem rather than an inference one.\n\n_safe_error's allowlist was widened to the rule it always meant: every\nexception this skill ra\n[…]\necking the\ncommand exists, and never looked at the 300-char sanitize() cap that silently\ndeletes a remedy. A new remedy_survives_truncation check found real cut\nmessages in two repos on its first run.",
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"body": "The suite asks open questions — can a model obtain every name these tools\ndemand, does a failure tell it what to do next, does the read-only gate leave a\nusable surface — rather than replaying known bugs. It has been answering them\nfor vmware-aiops, vmware-monitor and vmware-storage since it was wri\n[…]\nbility/_scores.json.\nTeaching-error rate: vmware-aiops 92%, vmware-monitor 75%, everything else\n0-40%. That is the shape of a family fix applied to one repo (踩坑 #21), now\nmeasured rather than assumed.",
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"headline": "test: run the capability evals against every skill, not three",
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"body": "The three copies of test_entity_reachability.py were supposed to be identical.\nThey were not, and the drift was logic rather than comments: vmware-monitor had\ntwo corrections the other two never received.\n\n - Creation verbs. A name the operator invents (vm_create_snapshot's\n snapshot_name) is no\n[…]\n three on the first run in vmware-aiops: source_vm_name and\nentity_name were real lookups never counted, new_name is invented and is now\nan explicit exclusion. entity_reachability_full 91.1% -> 97.6%.",
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"headline": "test: reconcile the capability suite and make its vocabulary portable",
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"body": "…refixes\n\nThe `names_artifact` dimension matched the prefixes `list_` and `get_`, which\nwas wrong in both directions. Real tools named anything else — cluster_info,\nbrowse_datastore, vm_info — read as \"names nothing concrete\", and a remedy\nnaming a companion skill's CLI scored zero even though a doc\n[…]\n-storage\n(18.8%) do not move — those scores were always real.\n\nAdds a regression test for the grader itself, since the grader is where the\nbug was. uv.lock picks up the versions it had drifted behind.",
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"headline": "test: score error messages against the real tool registry, not name p…",
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"body": "The password already resolved from an env var; the username did not, so a\ndeployment injecting credentials from a secret store could externalise only\nhalf the pair — a config-file username with an env password from another\naccount logs in as nobody.\n\nAdapted from VMware-AIops#33 by @wright-bench. Re\n[…]\nable their own loader never reads, so following the\ndocs exactly gave \"Password not found\". Docs corrected against each repo's own\ncode (the keys differ per skill); a smoke check now compares the two.",
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"headline": "feat: per-target username can come from the environment (v1.8.3)",
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"body": "Every skill shipped its MCP server as a top-level `mcp_server` package.\nPython has one top-level namespace, so co-installing any two of them let the\nsecond silently overwrite the first — no error, no warning.\n\n uv tool install vmware-aiops -> 49 tools (correct)\n uv pip install vmware-aiops -\n[…]\nnfigs are unchanged; only a direct\n`python -m mcp_server` breaks.\n\nAlso: references/agent-guardrails.md now ships in every skill (the operating\nrules for local and small models), linked from SKILL.md.",
"is_bot": false,
"headline": "fix: move the MCP server into the package namespace (v1.8.2)",
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"body": "v1.8.0 put read-only mode in the code and documented it in README only.\nEvery other layer was empty, and each serves a different reader: SKILL.md is\nwhat the agent loads, setup-guide is what an operator reads while configuring,\ndoctor is where they verify it took.\n\nAn agent read SKILL.md, called a w\n[…]\nsolution\n runs through vmware_policy.read_only_status() rather than a local copy of the\n precedence chain — a doctor that disagrees with its gate is worse than none.\n Requires vmware-policy>=1.8.1.",
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"headline": "docs: read-only mode reaches the surfaces that teach it (v1.8.1)",
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"body": "Family release driven by VMware-AIops#31, where an operator running\nLlama 3.3 70B had to hand-write 17 prompt guardrails to make tool calling\nreliable. A prompt is advisory; a model can ignore it. Every guardrail that\ncould move into the harness has.\n\n- Read-only mode: VMWARE_READ_ONLY=true removes \n[…]\nenvironment: on each config target, for policy scoping.\n\nPre-release review (2026-07-19):\n- Docs: read-only tool count corrected to 7/11 (one place said 6/11 while\n the rest of the same file said 7).",
"is_bot": false,
"headline": "feat: read-only mode, list envelope, declared environments (v1.8.0)",
"author_name": "Wei Zhou",
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"headline": "chore: refresh uv.lock self-version for 1.7.7",
"author_name": "Wei Zhou",
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"headline": "chore: release v1.7.7 (session-probe fix + mcp 1.28.1)",
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"oid": "233bdb737ddbc6b67bd9a76092b71e9a45b4b6f1",
"body": "Clears three GHSA HIGH advisories against the MCP Python SDK (WebSocket\nHost/Origin validation; HTTP transport principal verification; experimental\ntask-handler cross-client access). stdio-only servers are not directly\nexposed, but the lockfile should not pin a vulnerable build.",
"is_bot": false,
"headline": "chore: bump mcp to 1.28.1 in lockfile",
"author_name": "Wei Zhou",
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"body": "An expired token can make sessionManager.currentSession return None without\nraising — the raise-only probe returned the dead cached session as live.\nFamily fix from external fork report (AIops PR #32); Storage's except\nException path was already correct. Regression tests pin all three probe\nshapes.",
"is_bot": false,
"headline": "fix: treat None currentSession as dead in session probe",
"author_name": "Wei Zhou",
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"committed_at": "2026-07-17T06:37:09Z",
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"headline": "chore: v1.7.5 family version alignment (no code change)",
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"author_login": null,
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"body": "… port)",
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"headline": "perf: batch datastore/host inventory via PropertyCollector (issue #31…",
"author_name": "Wei Zhou",
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"headline": "chore: release v1.7.1 (family version alignment)",
"author_name": "Wei Zhou",
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"body": null,
"is_bot": false,
"headline": "feat: add init wizard + auth/TLS error teaching",
"author_name": "Wei Zhou",
"author_login": null,
"committed_at": "2026-06-27T00:55:54Z",
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"oid": "862f1eb92833567a2c58fa00af279daccd54ef3f",
"body": "Resolves medium-severity symlink-escape advisory in\nNestedSecretsSettingsSource. Transitive pin via uv.lock.",
"is_bot": false,
"headline": "fix(deps): bump pydantic-settings to 2.14.2 (GHSA-4xgf-cpjx-pc3j)",
"author_name": "Wei Zhou",
"author_login": null,
"committed_at": "2026-06-26T01:12:32Z",
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"body": "Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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"headline": "chore: release v1.6.1 (.env password b64 obfuscation)",
"author_name": "Wei Zhou",
"author_login": null,
"committed_at": "2026-06-23T23:54:28Z",
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"oid": "91bbc24d9458c05b79ed8641b5e079142dc7817c",
"body": "Ruff F401 — the test uses plain asserts, not pytest.raises.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: remove unused pytest import from b64 regression test",
"author_name": "Wei Zhou",
"author_login": null,
"committed_at": "2026-06-23T23:38:47Z",
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"oid": "f13780748ed590390ccf89b9f80f164ad9ff3097",
"body": "Plaintext *_PASSWORD values in ~/.<skill>/.env are rewritten to b64: on\nfirst load and decoded transparently at runtime, via python-dotenv's own\nparser so the stored secret never drifts (handles quotes, inline comments,\ntrailing whitespace, and passwords literally starting with b64:).\nObfuscation, not encryption — for real at-rest secrecy inject from a\nsecret manager. Adds a 10-case regression suite per skill.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: auto-obfuscate .env passwords to grep-safe b64 form",
"author_name": "Wei Zhou",
"author_login": null,
"committed_at": "2026-06-23T14:38:09Z",
"body_truncated": false,
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{
"oid": "d42781e88e0a4ff7e199500a90ac65d3b384233c",
"body": "Adds undo= declarations on reversible write tools (via vmware-policy 1.6.0); inherits the\ntoken/runaway budget guard, audit accountability fields, and graduated risk tiers.\nRequires vmware-policy >= 1.6.0.",
"is_bot": false,
"headline": "feat: v1.6.0 — undo-token support + harness trust architecture",
"author_name": "Wei Zhou",
"author_login": null,
"committed_at": "2026-06-22T09:14:57Z",
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"oid": "723a1e019ca676db80a9eba8b69b888f93964a84",
"body": "…(v1.5.39)\n\nbrowse_datastore raised a bare TimeoutError at 120s (scan_images browses once per pattern, so\nthe budget compounded). Now 300s with a message that tells the caller to narrow the search\n(sub-path + pattern) rather than retry the same broad browse — same agent token-burn class\nfixed in AIops snapshot-delete this release.",
"is_bot": false,
"headline": "fix: honest datastore-browse timeout 120s->300s + actionable message …",
"author_name": "Wei Zhou",
"author_login": null,
"committed_at": "2026-06-22T00:34:54Z",
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"oid": "28e348f043921c4212d2b719c51fa76ab967a525",
"body": "…pendabot security alerts\n\nResolves all open Dependabot alerts (5 high / 4 medium / 5 low):\n- cryptography -> 49.0.0 (bundled OpenSSL vuln)\n- starlette -> 1.3.1 (SSRF/NTLM via UNC, form-limit bypass)\n- python-multipart -> 0.0.32 (quadratic querystring DoS, smuggling)\n- pyjwt -> 2.13.0 (public-key JWK as HMAC secret, algo bypass, DoS)",
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"headline": "chore: bump cryptography/starlette/python-multipart/pyjwt to patch De…",
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"headline": "perf: faster datastore listing; fix: iSCSI HBA race; test: ops behavi…",
"author_name": "Wei Zhou",
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"committed_at": "2026-06-12T01:49:00Z",
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"headline": "fix: OVA scanning and destructive-op gating (v1.5.36)",
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"committed_at": "2026-06-11T23:03:43Z",
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"oid": "8368a9ea53a7ff83188a39bd75bd0da58887d2b3",
"body": "Family-wide security release. See RELEASE_NOTES.md for the per-skill detail.\nAligns all 11 packages back to a single version (1.5.35).",
"is_bot": false,
"headline": "fix: security hardening (v1.5.35)",
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"committed_at": "2026-06-10T00:16:34Z",
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"headline": "chore: release v1.5.32",
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"committed_at": "2026-06-08T02:29:34Z",
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"body": "- safety test repointed at the CLI commands that own _double_confirm (was\n asserting ops layer — failed permanently while guarding nothing)\n- vim attribute conformance regression added (2026-06-08 audit verified the\n iSCSI/vSAN chains clean; test prevents future invented names)",
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"headline": "test: CLI-layer safety assertions + vim introspection conformance",
"author_name": "Wei Zhou",
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"committed_at": "2026-06-08T02:15:28Z",
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"headline": "docs: Glama TDQS tool description rewrite (v1.5.30)",
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"body": "chore(deps): bump starlette from 1.0.0 to 1.0.1",
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"headline": "Merge pull request #6 from zw008/dependabot/uv/starlette-1.0.1",
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"author_login": "zw008",
"committed_at": "2026-06-07T07:23:46Z",
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"headline": "chore(deps): bump starlette from 1.0.0 to 1.0.1",
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"committed_at": "2026-05-29T02:12:45Z",
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"headline": "docs: document patterns/ L5 auto-remediation PoC (iSCSI rescan) and P…",
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"committed_at": "2026-05-29T01:54:16Z",
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"body": "Bumps [idna](https://github.com/kjd/idna) from 3.11 to 3.15.\n- [Release notes](https://github.com/kjd/idna/releases)\n- [Changelog](https://github.com/kjd/idna/blob/master/HISTORY.md)\n- [Commits](https://github.com/kjd/idna/compare/v3.11...v3.15)\n\n---\nupdated-dependencies:\n- dependency-name: idna\n dependency-version: '3.15'\n dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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"headline": "chore(deps): bump idna from 3.11 to 3.15 (#5)",
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"headline": "fix: remove from __future__ import annotations in mcp_server/server.p…",
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"headline": "chore: ignore .pytest_cache/",
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"body": "v1.5.26 fixed the PEP 604 root cause but kept requires-python = \">=3.11\",\nwhich blocked pip download / install on Python 3.10. The Optional[X] fix is\nwhat actually enables 3.10 compatibility; this release just stops blocking\n3.10 installs.\n\n- pyproject.toml: requires-python = \">=3.10\"\n (VMware-VKS was >=3.12, now also >=3.10 for family alignment)\n- <pkg>/cli.py mcp_cmd(): version guard triggers on < (3, 10)",
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"headline": "fix: v1.5.27 — loosen Python requirement to >= 3.10",
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"headline": "fix: v1.5.26 — MCP server Python 3.10 compatibility (踩坑 #33)",
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"body": "No code change. Bumped together with VMware-AIops and VMware-VKS,\nwhich received the pyVmomi 8.x setattr fix (踩坑 #32).",
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"headline": "chore: v1.5.24 — family version alignment",
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"body": "- README + references version-compat tables now include VCF 9.0 / 9.1\n- Added Official Broadcom References pointer (SDKs / xAPIs / Tools)\n- Per-skill specifics in RELEASE_NOTES.md\n\nFamily v1.5.23 alignment.",
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"headline": "docs: declare VCF 9.0 / 9.1 compatibility",
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"headline": "release: v1.5.22 — family alignment",
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"headline": "release: v1.5.21 — family alignment + python-multipart 0.0.27",
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"headline": "chore(deps): bump python-multipart from 0.0.26 to 0.0.27 (#4)",
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"headline": "release: v1.5.20 — family alignment (no source changes)",
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"headline": "docs: add vmware-harden to skill routing table",
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"headline": "release: v1.5.18 — family alignment + tooling normalization",
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"body": "No source changes in this skill. Tracks vmware-pilot v1.5.17 (review_workflow,\ninvestigate_alert, parallel_group) and vmware-policy v1.5.17 (L5 pattern\nmatcher integrated into @vmware_tool). Family version aligned across all\n10 repos.",
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"body": "Adapted from the Linkloud × addxai EHE framework articles. Adds 5-level\nautomation taxonomy (L1-L5) to capabilities.md across the family, encodes\nexpert judgment into Common Workflows pre-flight sections, and introduces\nthe causal-chain investigation protocol shared by aria/monitor/aiops.\nPilot architecture verified as v2-aligned; policy gains L5 PoC scaffolding.\n\nFamily version aligned: all 10 repos now at v1.5.16.",
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"headline": "release: v1.5.16 — Enterprise Harness Engineering alignment",
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"body": "- New top-level CLI subcommand `<skill> mcp` starts the MCP server.\n Single command after `uv tool install` — no more uvx, no PyPI re-resolve,\n works behind corporate TLS proxies.\n- Default verify_ssl: true on new targets (was false). Self-signed cert\n environments must opt in explicitly with verify_ssl: false in config.yaml.\n- Docs and examples/mcp-configs/* switched to single-command form.\n- Legacy <skill>-mcp console script kept for backward compatibility.",
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"headline": "feat: v1.5.15 — single-command MCP entry point + verify_ssl default true",
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"headline": "fix: v1.5.14 — code review follow-up fixes (@yjs-2026)",
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"headline": "chore: bump to v1.5.12 — align with family (security fixes from @yjs-…",
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"headline": "chore: bump to v1.5.11 - align with family",
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"headline": "fix: bump to v1.5.10 — python-multipart CVE + family alignment",
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"headline": "fix: v1.5.6 CRITICAL mcp_server missing from wheel",
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"committed_at": "2026-04-14T23:50:03Z",
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"headline": "chore: bump to v1.5.5 - align with family",
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"body": "- Security: pytest 9.0.2→9.0.3 (CVE-2025-71176, insecure tmpdir)\n- Align with VMware skill family v1.5.4",
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"headline": "fix: bump to v1.5.4 — pytest CVE-2025-71176",
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"headline": "Merge pull request #2 from zw008/dependabot/uv/pytest-9.0.3",
"author_name": "wei zhou",
"author_login": "zw008",
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{
"name": "starlette",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
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{
"name": "tomli",
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"version": "2.4.1",
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{
"name": "typing-extensions",
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"version": "4.15.0",
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{
"name": "typing-inspection",
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{
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"version": "0.42.0",
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{
"name": "vmware-storage",
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],
"collected": true,
"truncated": false,
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{
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"login": "zw008",
"commits": 18,
"avatar_url": "https://avatars.githubusercontent.com/u/10613299?v=4"
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],
"contributors_sampled": 1,
"top_contributor_share": 1
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"has_tests": true,
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"linter_configs": [],
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"has_linter_config": false,
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"security_signals": {
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"scorecard": {
"checks": [
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
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{
"name": "Branch-Protection",
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"reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
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},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
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"reason": "project has 2 contributing companies or organizations -- score normalized to 6",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": null,
"reason": "no workflows found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 10,
"reason": "update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
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"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
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"reason": "30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
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"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
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"reason": "no SAST tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
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"reason": "security policy file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": null,
"reason": "No tokens found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 9,
"reason": "1 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "b87d382245bd96c3335fd0591e3f95ba13aeb4ee",
"ran_at": "2026-07-22T18:46:46Z",
"aggregate_score": 5.9,
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},
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"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-21T15:43:31Z",
"oldest_open_prs": [],
"last_merged_pr_at": "2026-06-07T07:23:46Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": []
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},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/zw008/VMware-Storage",
"host": "github.com",
"name": "VMware-Storage",
"owner": "zw008"
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"metrics": {
"overall": {
"key": "overall",
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"name": "Overall health",
"note": null,
"notes": [],
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"inputs": {
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"vitality": 86,
"community": 32,
"governance": 55,
"engineering": 42
},
"components": []
},
"categories": [
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"key": "vitality",
"band": "excellent",
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"value": 86,
"weight": 0.22,
"metrics": [
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"key": "development_activity",
"band": "good",
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"note": null,
"notes": [],
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"inputs": {
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"human_commit_share": 0.94,
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"components": [
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{
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"points": 11.8,
"status": "partial",
"details": [
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"params": {
"weeks": 17
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],
"max_points": 36
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{
"key": "commit_volume",
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"detail": "115 commits in the last year",
"points": 18,
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"details": [
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"code": "commits_last_year",
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"count": 115
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{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
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]
},
{
"key": "release_discipline",
"band": "excellent",
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"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
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"code": "excluded_no_data",
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"components": [
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},
{
"code": "weights_renormalized",
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],
"value": 100,
"inputs": {
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"latest_release_tag": "v1.8.8",
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"days_since_latest_release": 1,
"mean_days_between_releases": 0.9
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"components": [
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"key": "ships_releases",
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"detail": "64 releases published",
"points": 27,
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"details": [
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],
"max_points": 27
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{
"key": "release_recency",
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{
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"details": [
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{
"key": "openssf_scorecard_signed_releases",
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"max_points": 10
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]
},
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"key": "abandonment",
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"notes": [],
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"inputs": {
"cap": null,
"state": "unverified",
"guards": [],
"signals": [],
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"components": [
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"code": "abandonment_unverified",
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"max_points": 100
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],
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},
{
"key": "community",
"band": "at_risk",
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"value": 32,
"weight": 0.18,
"metrics": [
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"key": "popularity",
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"note": null,
"notes": [],
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"inputs": {
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"stars": 1,
"watchers": 0,
"growth_state": "unverified",
"growth_factor_pct": 100,
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"components": [
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"key": "stars",
"name": "Stars",
"detail": "1 stars",
"points": 0,
"status": "missed",
"details": [
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"code": "stars",
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}
],
"max_points": 60
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{
"key": "forks",
"name": "Forks",
"detail": "0 forks",
"points": 0,
"status": "missed",
"details": [
{
"code": "forks",
"params": {
"count": 0
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}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
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"points": 0,
"status": "missed",
"details": [
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"code": "watchers",
"params": {
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}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "moderate",
"name": "Community health",
"note": null,
"notes": [],
"value": 50,
"inputs": {
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"has_license": true,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
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}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
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]
},
{
"key": "ecosystem_adoption",
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"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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},
{
"code": "weights_renormalized",
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],
"value": 57,
"inputs": {
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"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 2610
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"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "2,610 downloads/month across pypi",
"points": 45.6,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
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"ecosystems": "pypi"
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}
],
"max_points": 80
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{
"key": "registry_dependents",
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"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
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],
"max_points": 20
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]
}
],
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},
{
"key": "governance",
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"name": "Sustainability & Governance",
"value": 55,
"weight": 0.24,
"metrics": [
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"key": "maintainer_resilience",
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"notes": [],
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"contributors_sampled": 1,
"top_contributor_share": 1
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"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
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}
],
"max_points": 54
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{
"key": "commit_distribution",
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"detail": "top contributor authored 100% of commits",
"points": 0,
"status": "missed",
"details": [
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"code": "top_contributor_share",
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}
],
"max_points": 22.5
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{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "1 contributors",
"points": 1.4,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
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}
],
"max_points": 13.5
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{
"key": "openssf_scorecard_contributors",
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"detail": "project has 2 contributing companies or organizations -- score normalized to 6",
"points": 6,
"status": "partial",
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]
},
{
"key": "responsiveness",
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"note": null,
"notes": [],
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"inputs": {
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"components": [
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"details": [
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{
"key": "pr_acceptance",
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"points": 19.1,
"status": "partial",
"details": [
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"max_points": 38.25
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{
"key": "openssf_scorecard_code_review",
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"status": "missed",
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]
},
{
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"notes": [
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"code": "excluded_no_data",
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"inputs": {
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"components": [
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],
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{
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],
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{
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"status": "partial",
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],
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{
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"points": 23.1,
"status": "partial",
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},
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],
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]
},
{
"key": "package_maintenance",
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"notes": [],
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"inputs": {
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"components": [
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{
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"detail": "latest publish 1 days ago",
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"details": [
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],
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{
"key": "version_history",
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}
],
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{
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"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "at_risk",
"name": "Engineering Quality",
"value": 42,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "at_risk",
"name": "Engineering practices",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_ci_tests"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 30,
"inputs": {
"has_ci": false,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "no pull request found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "moderate",
"name": "Documentation",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"topics": [
"agent-skills",
"ai-skill",
"claude-code",
"codex",
"gemini-cli",
"iscsi",
"mcp",
"nfs",
"storage",
"vmware",
"vsan",
"vsphere"
],
"has_wiki": true,
"homepage": null,
"has_readme": true,
"has_docs_dir": false,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "12 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 12
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"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": 67,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, CI-Tests, Dangerous-Workflow, Packaging, Signed-Releases, Token-Permissions. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection",
"ci_tests",
"dangerous_workflow",
"packaging",
"signed_releases",
"token_permissions"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 59,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 12,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 6,
"scorecard_aggregate": 5.9
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "no pull request found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 2 contributing companies or organizations -- score normalized to 6",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no workflows found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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 4 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 not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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": "no SAST tool detected",
"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": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "No tokens found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "1 existing vulnerabilities detected",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 52 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"indirect_dependencies_free_of_known_advisories",
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_repository",
"params": {
"assessed": 52
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 1,
"affected_packages": 1,
"assessed_packages": 52,
"unassessed_packages": 0,
"affected_by_severity": "high 1",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "transitive set not separable from development and test dependencies in this scope",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_scope_not_separable",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 52,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 2
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "at_risk",
"name": "AI Readiness",
"value": 48,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "at_risk",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.968,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "91 of 94 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 91,
"sampled": 94
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 46,
"inputs": {
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"has_tests": true,
"lockfiles": [
"uv.lock"
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"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [],
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"has_linter_config": false,
"typecheck_configs": [],
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"toolchain_manifests": [],
"dependency_bot_commit_share": 0.06
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile, lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "3 of the last 100 commits agent-authored or agent-credited",
"points": 6,
"status": "partial",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 3,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "6 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 6,
"sampled": 100
}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 55,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 45608,
"source_files_sampled": 44,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/44 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 44,
"oversized": 0
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "moderate",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"example_dirs": [
"examples"
],
"has_mcp_signal": true,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 20,
"status": "met",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"deps.dev does not index pypi:vmware-storage@1.8.8; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-07-22T18:46:50.776838Z",
"schema_version": "0.26.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/z/zw008/VMware-Storage.svg",
"full_name": "zw008/VMware-Storage",
"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 v0.26.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.