zw008/VMware-Monitor holds a health index of 60 out of 100, placing it in the Moderate band. It scores highest on Vitality (87/100) and lowest on Community & Adoption (36/100). It was last updated today. A single contributor accounts for most of its recent work.
60
overall / 100
Moderate
Software 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.
60
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.
Excluded from scoring (no data or not applicable): branch_protection, ci_tests, dangerous_workflow, packaging, signed_releases, token_permissions. Remaining weights renormalized.
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
55
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 55 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.
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.
Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
deps.dev does not index pypi:vmware-monitor@1.8.8; advisories assessed against the repository dependency graph instead
More detail
Star and fork history 0 ★ / 3 ⇿
0Stars
3Forks
25Releases
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 5Patch 20
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).Scorecard v5.5.0 · 2026-07-22 18:47 UTC
Full resolved dependency set from the GitHub dependency graph: 9 direct and 46 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
Registry
Package
Version
Relation
PyPI
apscheduler
3.11.2
direct
PyPI
httpx
0.28.1
direct
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-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
tzdata
2026.1
indirect
PyPI
tzlocal
5.3.1
indirect
PyPI
uvicorn
0.42.0
indirect
PyPI
vmware-monitor
1.8.8
indirect
Dependency advisories 1
This repository publishes no package the index resolves, so its own dependency graph was assessed — 55 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
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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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"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.",
"is_bot": false,
"headline": "test: run the capability evals against every skill, not three",
"author_name": "wei",
"author_login": "zw008",
"committed_at": "2026-07-20T06:21:52Z",
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{
"oid": "010a54dec6e09d795b50ffb92da34ef7b61cd1d1",
"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%.",
"is_bot": false,
"headline": "test: reconcile the capability suite and make its vocabulary portable",
"author_name": "wei",
"author_login": "zw008",
"committed_at": "2026-07-20T06:09:32Z",
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"oid": "9668f3f20a38a7737767d906a95716718968edbe",
"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.",
"is_bot": false,
"headline": "test: score error messages against the real tool registry, not name p…",
"author_name": "wei",
"author_login": "zw008",
"committed_at": "2026-07-20T05:58:23Z",
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{
"oid": "d24ad39aaf55ecbc4012c959f4ddb65c34105c77",
"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.",
"is_bot": false,
"headline": "feat: per-target username can come from the environment (v1.8.3)",
"author_name": "wei",
"author_login": "zw008",
"committed_at": "2026-07-20T03:36:31Z",
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{
"oid": "d0a7ad0173a0b67143738d627af2897fffa2d9c3",
"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)",
"author_name": "wei",
"author_login": "zw008",
"committed_at": "2026-07-19T17:56:36Z",
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{
"oid": "e708b060d6abcbcb5ca70e9e8145ae6dce013276",
"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.",
"is_bot": false,
"headline": "docs: read-only mode reaches the surfaces that teach it (v1.8.1)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-19T11:19:11Z",
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"oid": "9fa4619d13e0872679b55b177111ca500fc2be92",
"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.\n\n- Read-only mode: VMWARE_READ_ONLY=true removes write tools from the MCP\n registry at start-up. vmwar\n[…]\ng.\n- Docs: tool counts corrected to 27 across README, setup-guide, integration\n docs and server.json (several still said 8 or 11); capabilities autonomy\n table used six tool names that do not exist.",
"is_bot": false,
"headline": "feat: read-only mode, list envelope, declared environments (v1.8.0)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-19T09:35:59Z",
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{
"oid": "7f98f345f72f37e6cc836ab1e463e76e53741ce6",
"body": null,
"is_bot": false,
"headline": "chore: refresh uv.lock self-version for 1.7.7",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-17T07:00:35Z",
"body_truncated": false,
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{
"oid": "b41b9fc1303ad9aab26545c1952927c6f5916274",
"body": null,
"is_bot": false,
"headline": "chore: release v1.7.7 (session-probe fix + mcp 1.28.1)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-17T06:52:19Z",
"body_truncated": false,
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},
{
"oid": "c37513c03491ca25043896ca2a42cc38aed93c50",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-17T06:36:54Z",
"body_truncated": false,
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{
"oid": "d21d4002f5b82c80c464778397a90024bc3eab90",
"body": "…eError)\n\nvmodl.fault.NotAuthenticated does not exist in pyVmomi (the real class is\nvim.fault.NotAuthenticated); except-tuples evaluate at catch time, so the\nprobe handler raised AttributeError and dead cached sessions were never\nevicted — every later call permafailed until process restart. Also treat a\nNone currentSession (expired-token shape) as dead. Same probe as AIops\n(external fork PR #32); regression tests pin all three probe shapes.",
"is_bot": false,
"headline": "fix: session probe never evicted dead sessions (except-tuple Attribut…",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-17T06:36:54Z",
"body_truncated": false,
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{
"oid": "47021ab0dc45d69df7f6ccfad518889bc01325fb",
"body": "issue #31 follow-up — extend triage from \"is anything on fire?\" to\n\"what is happening around this object?\".\n\n- New correlation engine (ops/_correlate.py): object-graph readers +\n per-entity EventFilterSpec.ByEntity event timeline (first in the codebase)\n + batched alarm-name resolution + VM rollup\n[…]\n27; CLI `investigate vm|host|datastore` + `attention`.\n- SKILL.md + README (EN/CN) feature the five quick investigation reports;\n cli-reference updated. Regression tests for every bundle + attention.",
"is_bot": false,
"headline": "feat: object investigation bundles + cross-vCenter attention (v1.7.6)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-14T08:51:42Z",
"body_truncated": true,
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{
"oid": "8d579f68dd86084ac628a7a246c25788255db36e",
"body": "…ne HTML snapshots\n\n- cluster_health_summary MCP tool (22→23): 3 batched PropertyCollector passes\n roll hosts/VM power/live CPU+mem/alarms up per cluster with an opinionated\n status + attention reasons, and flatten anomalies into a ranked top_issues\n focus list (top_n cap, honest issues_total). A\n[…]\nd add-a-column example; every render ends with a customization hint.\n- Public render_summary_console / write_html_snapshot for companion reuse.\n- ruff per-file-ignore E501 for the CSS template module.",
"is_bot": false,
"headline": "feat: cluster health triage — one-glance summary, top-N issues, offli…",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-13T07:11:50Z",
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{
"oid": "b60c84cac3afaf8cc0202ca42a96b86c568a76e7",
"body": "…ct_objects\n\nget_ntp_status/get_host_services/get_certificate_status read serviceInfo/\ncertificateInfo lazily off the per-host HostServiceSystem/HostCertificateManager\nref — one extra SOAP round-trip per host (issue #31 class, one hop removed).\nNew ops/_collect._collect_objects batches the boundary property for all refs in\none RetrievePropertiesEx; per-host N collapses to 2 calls. Output shape unchanged.\nRegression test uses raising vim proxies so any lazy access fails loudly.",
"is_bot": false,
"headline": "perf: batch host-check boundary reads (NTP/services/certs) via _colle…",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-13T04:43:49Z",
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},
{
"oid": "062e47793308ec1db10d8fb4c7b94007cbf96d0a",
"body": null,
"is_bot": false,
"headline": "feat: add host_log_scan MCP tool (issue #31 request); 21->22 tools",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-03T00:45:41Z",
"body_truncated": false,
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},
{
"oid": "b5c6335856b7f24963fdf9788b889b6aa9ca287a",
"body": "…lper (issue #31 follow-up)",
"is_bot": false,
"headline": "perf: batch all monitoring read paths via shared PropertyCollector he…",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-02T14:26:33Z",
"body_truncated": false,
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},
{
"oid": "33daa404ec65ce2ee1ceb30c233e2b4d646900e3",
"body": null,
"is_bot": false,
"headline": "chore: release v1.7.1 (large-inventory scale fix, issue #31)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-02T10:43:32Z",
"body_truncated": false,
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},
{
"oid": "e6346b63c2072c30468e04aa49ef723514cb55ea",
"body": "Read-only inventory tools (list_virtual_machines, list_esxi_hosts,\nlist_all_datastores, list_all_clusters, list_all_networks, find_vm_by_name)\nwalked a container view and then read pyVmomi lazy properties per object\n(vm.config.hardware.numCPU, vm.runtime.host.name, len(host.vm), per-VM\nfolder_path w\n[…]\nd _get_objects.\n\nSame root cause as AIops issue #31; fixed here in the sibling read-only skill\nper the family-sync rule.\n\n(uv.lock: benign vmware-monitor 1.6.1->1.7.0 version sync picked up by uv run)",
"is_bot": false,
"headline": "fix: batch inventory reads via PropertyCollector (AIops issue #31)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-02T09:28:52Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "10ec0dfc1c57987c9351c36947d9659ead999644",
"body": "…wizard",
"is_bot": false,
"headline": "feat: add 10 read-only observability tools (MCP 11→21) + guided init …",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-27T00:55:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2d9afc6092167bda7ec2629aecf506fb2fcc3f63",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-26T01:12:20Z",
"body_truncated": false,
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},
{
"oid": "4fcb7c61df6e01a46deda76c65c09dff3ace008a",
"body": "Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: release v1.6.1 (.env password b64 obfuscation)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-23T23:54:28Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "dd49823b3bf534d8188b2d6a60dcdd5bbf95f8f1",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-23T23:38:40Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "d39a47bfcfc946e865bb0bf6c23a863c4ee26767",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-23T14:38:09Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "20f14d9048107a563e3747eecab470803ac7fc3a",
"body": "No skill code changes; aligns to v1.6.0 and picks up vmware-policy 1.6.0 governance upgrades.",
"is_bot": false,
"headline": "chore: v1.6.0 — family alignment + harness trust architecture",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-22T09:15:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8702fd2d6950a254d34f74fd33e3de0b07277880",
"body": "No code changes. Aligns with the v1.5.39 family release (AIops snapshot-delete async +\nhonest-timeout fix; Storage datastore-browse timeout fix).",
"is_bot": false,
"headline": "chore: bump to v1.5.39 for family version alignment",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-22T00:35:05Z",
"body_truncated": false,
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},
{
"oid": "231d0233c4505c7761cbab8e6def305b810df5f8",
"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)",
"is_bot": false,
"headline": "chore: bump cryptography/starlette/python-multipart/pyjwt to patch De…",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-17T02:04:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "778d469ecb4c14101d23b8292da7c5d819cbe6e4",
"body": null,
"is_bot": false,
"headline": "chore: release alignment v1.5.38",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-12T06:30:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "99f58d16c00dde318c63fe327501dcd410c2ba17",
"body": "…v1.5.37)",
"is_bot": false,
"headline": "feat: wire up advertised sensors/services/networks tools; doc fixes (…",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-12T01:49:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bf094cb0b9c113bae0b6870cba594ed6e57b4fb0",
"body": null,
"is_bot": false,
"headline": "fix: MCP error-shape, resilient daemon, no false all-clear (v1.5.36)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-11T23:03:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "efd5387a27b8fe5b3628e587b9318ab043b476d6",
"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)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-10T00:16:33Z",
"body_truncated": false,
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},
{
"oid": "ded70d4dcf1336715ec152039fb5a76be6c4dbc7",
"body": null,
"is_bot": false,
"headline": "chore: release v1.5.32",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-08T02:29:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0ec16c3eb0e3f69d7dffacf73c97faf7c5037ee4",
"body": "…tool\n\n- sensor status from healthState.key (was sensorType — category, not health)\n- DVPortgroupReconfiguredEvent casing (never matched)\n- vm_list_snapshots MCP tool added — CLI had snapshot-list, MCP didn't\n (踩坑 #34); docs' '8 tools' claim now true\n- test_no_destructive_code.py stale hardcoded cwd fixed (repo moved)\n- vim introspection conformance regression; docs synced",
"is_bot": false,
"headline": "fix: sensor health field + event casing; feat: vm_list_snapshots MCP …",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-08T02:15:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4d689e2b07455618644d58a8482041f2878c88ee",
"body": null,
"is_bot": false,
"headline": "chore: v1.5.30 family version alignment (no functional changes)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-07T12:51:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "33bfa874b2b8b8a4383df194e09a90f56399a139",
"body": "chore: bump starlette from 1.0.0 to 1.0.1",
"is_bot": false,
"headline": "Merge pull request #14 from zw008/dependabot/uv/starlette-1.0.1",
"author_name": "wei zhou",
"author_login": "zw008",
"committed_at": "2026-06-07T07:23:36Z",
"body_truncated": false,
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},
{
"oid": "3a7a729175b3b7aa5e9d79610c06355359800e54",
"body": "Bumps [starlette](https://github.com/Kludex/starlette) from 1.0.0 to 1.0.1.\n- [Release notes](https://github.com/Kludex/starlette/releases)\n- [Changelog](https://github.com/Kludex/starlette/blob/main/docs/release-notes.md)\n- [Commits](https://github.com/Kludex/starlette/compare/1.0.0...1.0.1)\n\n---\nupdated-dependencies:\n- dependency-name: starlette\n dependency-version: 1.0.1\n dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
"is_bot": true,
"headline": "chore: bump starlette from 1.0.0 to 1.0.1",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-06-04T17:26:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f34b682996a39f2de014b7427320ed1585a81267",
"body": "Adds cp310 wheels and exceptiongroup marker after requires-python>=3.10\nwas declared in v1.5.21. No source changes; lock-only refresh.",
"is_bot": false,
"headline": "chore: refresh uv.lock for python 3.10 wheels",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-05-30T01:30:32Z",
"body_truncated": false,
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},
{
"oid": "81af5d26a36c4c09abda4da04e815a751f46ffaf",
"body": null,
"is_bot": false,
"headline": "release: v1.5.29 — --folder-filter CLI flag (CLI/MCP parity, 踩坑 #34)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-05-29T02:12:35Z",
"body_truncated": false,
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},
{
"oid": "82862f60020b1dbb3e2a4055be1412b61c626a0c",
"body": "…坑 #34)\n\nThe folder_filter parameter was added to the ops layer and MCP tool in\nv1.5.21 (community PR #11) but the CLI Typer command never got the flag.\nThis closed the CLI/MCP exposure asymmetry flagged in CLAUDE.md 踩坑 #34.\n\n- Add --folder-filter to 'vmware-monitor inventory vms'\n- Show '[folder~X]' marker in the table title when active\n- Add 7 unit tests covering filter behavior + CLI --help smoke\n- Update cli-reference.md and capabilities.md to drop 'MCP-only' caveat",
"is_bot": false,
"headline": "feat(cli): expose --folder-filter on inventory vms (CLI/MCP parity, 踩…",
"author_name": "zw008",
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"committed_at": "2026-05-29T02:00:09Z",
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"headline": "chore: bump idna from 3.11 to 3.15 (#13)",
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"headline": "fix: remove from __future__ import annotations in mcp_server/server.p…",
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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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"body": "vmware-* MCP servers crashed at decorator time on Python 3.10 with\n\"subclass() arg 1 must be a class\". Triggered by a goose user (qwen3.6:27,\nPython 3.10) running vmware-aiops; the same bug existed in every family skill.\n\n- mcp_server/server.py: PEP 604 `X | None` → `Optional[X]` in tool signatures\n\n[…]\nguard against Python < 3.11 with a clear fix command.\n- pyproject.toml: mcp[cli]>=1.10,<2.0 (was >=1.0), so uv doesn't pick an\n ancient mcp with the same issubclass bug.\n\nFamily-wide bump to v1.5.26.",
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"headline": "fix: v1.5.26 — MCP server Python 3.10 compatibility (踩坑 #33)",
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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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"body": "Bumps [python-multipart](https://github.com/Kludex/python-multipart) from 0.0.26 to 0.0.27.\n- [Release notes](https://github.com/Kludex/python-multipart/releases)\n- [Changelog](https://github.com/Kludex/python-multipart/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/Kludex/python-multipart/c\n[…]\nrt\n dependency-version: 0.0.27\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: bump python-multipart from 0.0.26 to 0.0.27 (#12)",
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"body": "Surface vCenter inventory folder membership on every VM so callers can\nfilter or group inventory by folder. Previously the folder field was not\nexposed at all in list_virtual_machines or vm_info, forcing callers out\nto govc/PowerCLI for any folder-aware query.\n\nChanges:\n\n* New folder_path() helper i\n[…]\nUnit tests cover root vmFolder, single-level, nested, datacenter-name\n exclusion, and no-parent edge cases (mocked, no live vCenter needed).\n\nRead-only and additive - no existing field shape changes.",
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"headline": "feat: add vCenter folder path to VM inventory (#11)",
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"headline": "release: v1.5.20 — family alignment (no source changes)",
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"headline": "chore: family alignment v1.5.19 + py3.11",
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"headline": "docs: add vmware-harden to skill routing table",
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"body": "- Migrated dev deps to [dependency-groups] (PEP 735) for uniform\n `uv sync --group dev` across the family.\n- Added tests/eval/regression/test_release_blockers.py — 5 evals that\n catch the v1.5.x release blockers (missing mcp_server in wheel,\n unimported runtime names, Typer app load failure, module imports).\n- Family version bump.",
"is_bot": false,
"headline": "release: v1.5.18 — family alignment + tooling normalization",
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"oid": "0fc9ab72dbafb67aabdf3f8373123595bb03a8f2",
"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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"headline": "release: v1.5.17 — Family alignment",
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"committed_at": "2026-05-01T11:45:02Z",
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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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"oid": "20f388bca9ba39117cd2001098adbfdd178d725b",
"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": "fix: v1.5.13 — code review bug fixes (2026-04-20 review)",
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"headline": "chore: bump to v1.5.12 — align with family (security fixes from @yjs-…",
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"headline": "Merge pull request #9 from zw008/dependabot/uv/python-multipart-0.0.26",
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"headline": "chore: bump python-multipart from 0.0.22 to 0.0.26",
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"headline": "chore: bump to v1.5.8 - align with family",
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"headline": "chore: bump to v1.5.7 - align with family",
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"headline": "fix: v1.5.6 CRITICAL mcp_server missing from wheel",
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"committed_at": "2026-04-14T23:50:00Z",
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"body": "- Security: pytest 9.0.2→9.0.3 (CVE-2025-71176, insecure tmpdir)\n- Deps: rich version constraint <15.0 → <16.0\n- Align with VMware skill family v1.5.4",
"is_bot": false,
"headline": "fix: bump to v1.5.4 — pytest CVE-2025-71176, rich <16.0",
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"body": "…16.0\n\nchore: update rich requirement from <15.0,>=13.0 to >=13.0,<16.0",
"is_bot": false,
"headline": "Merge pull request #7 from zw008/dependabot/pip/rich-gte-13.0-and-lt-…",
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"headline": "Merge pull request #8 from zw008/dependabot/uv/pytest-9.0.3",
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"headline": "chore: bump version to 1.5.3 for PyPI release",
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"body": "Bumps [pytest](https://github.com/pytest-dev/pytest) from 9.0.2 to 9.0.3.\n- [Release notes](https://github.com/pytest-dev/pytest/releases)\n- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)\n- [Commits](https://github.com/pytest-dev/pytest/compare/9.0.2...9.0.3)\n\n---\nupdated-dependencies:\n- dependency-name: pytest\n dependency-version: 9.0.3\n dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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"headline": "chore: bump pytest from 9.0.2 to 9.0.3",
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"body": "…actices\n\n- Added readOnlyHint/destructiveHint/idempotentHint/openWorldHint annotations\n to all 7 @mcp.tool() decorators (all read-only)\n- Wrapped all 7 tool functions in try/except with actionable error messages",
"is_bot": false,
"headline": "feat: add MCP tool annotations + error handling per Anthropic best pr…",
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"headline": "fix: add SECURITY.md + expand compatibility for security scan compliance",
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"author_login": "zw008",
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"body": "Updates the requirements on [rich](https://github.com/Textualize/rich) to permit the latest version.\n- [Release notes](https://github.com/Textualize/rich/releases)\n- [Changelog](https://github.com/Textualize/rich/blob/master/CHANGELOG.md)\n- [Commits](https://github.com/Textualize/rich/compare/v13.0.0...v15.0.0)\n\n---\nupdated-dependencies:\n- dependency-name: rich\n dependency-version: 15.0.0\n dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
"is_bot": true,
"headline": "chore: update rich requirement from <15.0,>=13.0 to >=13.0,<16.0",
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"body": "…compliance\n\nResolves Snyk E005 (brand disclaimer) and ClawHub OpenClaw flags (daemon exfiltration\nconcern). Expanded compatibility field to document that daemon is user-initiated only\nand webhook payloads contain no credentials, IPs, or PII.",
"is_bot": false,
"headline": "fix: add disclaimer + clarify daemon/webhook scope for security scan …",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
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{
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{
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{
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
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{
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"reason": "No tokens found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
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"reason": "1 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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"last_merged_pr_at": "2026-06-07T07:23:36Z",
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"oldest_open_issues": []
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"source": {
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},
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{
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"weight": 0.18,
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"code": "stars",
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],
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{
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"points": 2.5,
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{
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{
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"status": "missed",
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"detail": null,
"points": 0,
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{
"key": "issue_template",
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"points": 0,
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{
"key": "pr_template",
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],
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{
"key": "governance",
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"key": "maintainer_resilience",
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"components": [
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"details": [
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"code": "bus_factor",
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}
],
"max_points": 54
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{
"key": "commit_distribution",
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"points": 0.2,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
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}
],
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{
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"points": 2.7,
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"details": [
{
"code": "contributors_sampled",
"params": {
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}
],
"max_points": 13.5
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{
"key": "openssf_scorecard_contributors",
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"points": 6,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
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"note": null,
"notes": [],
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"components": [
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}
],
"max_points": 46.75
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{
"key": "pr_acceptance",
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"points": 21,
"status": "partial",
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{
"code": "decided_prs_merged",
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{
"key": "openssf_scorecard_code_review",
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"status": "missed",
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]
},
{
"key": "stewardship",
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"notes": [
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"code": "excluded_no_data",
"params": {
"components": [
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"inputs": {
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"account_age_days": 4201
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"components": [
{
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"code": "owner_personal",
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],
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{
"key": "verified_domain",
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"detail": "not applicable to user accounts",
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"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
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],
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{
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"status": "partial",
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{
"key": "track_record",
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"detail": "32 public repos, account ~11 yr old",
"points": 23.1,
"status": "partial",
"details": [
{
"code": "public_repos",
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},
{
"code": "account_age_years",
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]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
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"inputs": {
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"ecosystems": "pypi",
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"components": [
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"code": "packages_published",
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}
],
"max_points": 25
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{
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"code": "publish_recency",
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{
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"code": "published_versions",
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}
],
"max_points": 20
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{
"key": "not_deprecated",
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{
"code": "package_not_deprecated",
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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": "openssf_scorecard_ci_tests",
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],
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]
},
{
"key": "documentation",
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"notes": [],
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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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"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 3 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 55 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": 55
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 1,
"affected_packages": 1,
"assessed_packages": 55,
"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": 55,
"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": 3
},
"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": 1,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "93 of 93 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 93,
"sampled": 93
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 46,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0.03,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.07
},
"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": "7 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 7,
"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": 79,
"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": "0/79 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 79,
"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-monitor@1.8.8; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-07-22T18:47:56.392327Z",
"schema_version": "0.26.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/z/zw008/VMware-Monitor.svg",
"full_name": "zw008/VMware-Monitor",
"license_state": "standard",
"license_spdx": "MIT"
}
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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.
