VMware vCenter/ESXi AI-powered monitoring and operations. Two skills: vmware-monitor (read-only, safe) and vmware-aiops (full operations) | Claude Code Skill
zw008/VMware-AIops holds a health index of 62 out of 100, placing it in the Moderate band. It scores highest on Vitality (87/100) and lowest on Community & Adoption (47/100). It was last updated today. A single contributor accounts for most of its recent work.
62
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.
62
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
54
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 54 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-aiops@1.8.8; advisories assessed against the repository dependency graph instead
More detail
Star and fork history 0 ★ / 9 ⇿
0Stars
9Forks
47Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Major 1Minor 7Patch 39
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 45 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
0.15.8
indirect
PyPI
shellingham
1.5.4
indirect
PyPI
sse-starlette
3.3.3
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
2025.3
indirect
PyPI
tzlocal
5.3.1
indirect
PyPI
uvicorn
0.42.0
indirect
Dependency advisories 1
This repository publishes no package the index resolves, so its own dependency graph was assessed — 54 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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"oid": "1391c4c1a65918618867a3156a52450e83c1df2e",
"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.",
"is_bot": false,
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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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"headline": "fix: let teaching errors reach the agent, and harden the error-qualit…",
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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",
"author_name": "wei",
"author_login": "zw008",
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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.",
"is_bot": false,
"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.",
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"headline": "fix: move the MCP server into the package namespace (v1.8.2)",
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"body": "The directory it hid is gone. Keeping the ignore is worse than removing it:\nCLAUDE.md lists .agents/-style legacy skill copies among the directories that\nmust not exist, and an ignore rule for a forbidden directory means one can sit\nin the tree without ever showing up in git status. AIops's copy diverged 314\nlines over three months that way before anyone noticed.",
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"headline": "chore: drop the .gitignore entry for .agents/",
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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[…]\n;\n capabilities.md gained the six triage/investigation tools added in\n v1.7.5-1.7.6 and dropped five tool names that do not exist.\n- Removed the stale .agents/ duplicate (a 2026-04 v1.5.x snapshot).",
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"headline": "feat: read-only mode, list envelope, declared environments (v1.8.0)",
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"headline": "chore: release v1.7.7 (session-probe fix + mcp 1.28.1)",
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"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",
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"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 tre\n[…]\n currentSession (expired-token shape) as dead, and pop the id(si) side\nstore on eviction (id-reuse hazard, mirrors VKS). Reported via external\nfork PR #32; regression tests pin all three probe shapes.",
"is_bot": false,
"headline": "fix: session probe never evicted dead sessions (except-tuple Attribut…",
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"author_login": "zw008",
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"body": "issue #31 follow-up — re-expose the object-investigation drill-downs and the\ncross-vCenter \"what needs attention now?\" view from the AIops entry point, so\ntriage -> investigate -> act stays in one conversation.\n\n- 4 delegated read tools: vm/host/datastore_investigation_bundle +\n cross_vcenter_atten\n[…]\nency floor bumped: vmware-monitor>=1.7.6 (bundle functions live there).\n- SKILL.md + README (EN/CN) feature the five quick investigation reports.\n Delegation regression tests for the new tools + CLI.",
"is_bot": false,
"headline": "feat: object investigation bundles + cross-vCenter attention (v1.7.6)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-14T08:51:51Z",
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"oid": "0217d724e67897b54b797df880c069169b5a77f2",
"body": "- New read-only MCP tool cluster_health_summary and 'vmware-aiops summary'\n CLI expose the family's one-glance cluster triage (ranked top-N issues +\n per-cluster status + offline HTML snapshot) from the AIops entry point.\n Both delegate to the vmware-monitor library with AIops's own connection;\n no logic duplicated. New dependency vmware-monitor>=1.7.5.\n- chore: drop leftover duplicate 'import json' in cli/mcp_config.py.",
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"headline": "feat: cluster_health_summary via vmware-monitor delegation (44→45 tools)",
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"author_login": "zw008",
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"headline": "chore: bump to 1.7.4 (family version alignment)",
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"headline": "chore: bump to 1.7.3 (family version alignment)",
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"headline": "perf: batch alarm & health reads via PropertyCollector (issue #31 fol…",
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"author_login": "zw008",
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"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",
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{
"oid": "d0bc8448db7ffc2b97bd8649c3f71d4801da8660",
"body": "Inventory list/find ops walked a container view and then read pyVmomi lazy\nproperties per object (vm.config.hardware.numCPU, vm.runtime.host.name,\nlen(host.vm) ...), each a separate SOAP round-trip. On large vCenters\n(thousands of VMs / hundreds of hosts) that meant tens of thousands of\nround-trips,\n[…]\nnow-orphan _get_objects. Add regression eval that fails if any code path falls\nback to lazy per-object attribute access.\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 (issue #31)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-02T09:28:41Z",
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"oid": "fcdaa02d97c902594134b589fe5ec91f0bbc6c7e",
"body": null,
"is_bot": false,
"headline": "feat: add init wizard, fix doctor false-promise, teach auth/TLS errors",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-27T00:55:54Z",
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},
{
"oid": "d78bdf56d1ea818b29cf32fd158d70e90f6a919c",
"body": "Resolves medium-severity symlink-escape advisory in\nNestedSecretsSettingsSource. Transitive pin via uv.lock; also realigns\nstale workspace pins (vmware-aiops/vmware-policy) to 1.6.1.",
"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": "2026-06-26T01:11:53Z",
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{
"oid": "560ac9a41e4fca51844af5331d240206630ee3af",
"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": "2026-06-23T23:54:27Z",
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{
"oid": "cd6314de543e97cb2628a82ca65e67245297f4c3",
"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": "2026-06-23T23:38:32Z",
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{
"oid": "151f73829fdbd1c8380d3407fcf77120e00f6262",
"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",
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"oid": "adc3200ea24f4018bf7b7db25cc72b63b4c9783a",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-22T09:14:43Z",
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"oid": "4c248b5a483516078eb84b80d1d6b33f5cf468e9",
"body": "….39)\n\nsnapshot-delete used the 300s metadata timeout while clone/migrate used 600s; old/large\ndelta consolidation always blew it and raised, so the agent thought the delete failed and\nimprovised foreground polling (the 26k-token/30-min incident). Now: 1800s default,\n_wait_for_task raises TaskStillR\n[…]\n(wait=True) returns a 'still running, NOT failed' message, and --no-wait /\nwait=False fire async and return a task id. New vm task-status CLI + vm_task_status MCP tool\n(43->44). Regression eval added.",
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"headline": "fix: async snapshot delete + honest timeout, add vm task-status (v1.5…",
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{
"oid": "101493a2b8cbf29917a0d5e5ceefa6614d25df3f",
"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…",
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"author_login": "zw008",
"committed_at": "2026-06-17T02:04:52Z",
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"oid": "df0cdbb7cfd6e89d70132d667b16691345be9efa",
"body": "…a_deploy under 800 lines (v1.5.38)",
"is_bot": false,
"headline": "feat: vm_create/vm_reconfigure MCP tools; refactor: split server + ov…",
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"committed_at": "2026-06-12T06:30:31Z",
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"oid": "d107b3a45460953aa9176a492dde4703593cc13b",
"body": "…(v1.5.37)",
"is_bot": false,
"headline": "fix: OVA deploy robustness, multi-DC resolution, snapshot/TTL safety …",
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"oid": "a6b65ba781367908701d45fdce5e47d81ff9d8a1",
"body": "…ation (v1.5.36)",
"is_bot": false,
"headline": "fix: teaching errors reach agents, TTL retry safety, CLI error transl…",
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"author_login": "zw008",
"committed_at": "2026-06-11T23:03:42Z",
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"oid": "f3271c623ff31239bc97359aa09a40c170d5d1c1",
"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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"author_login": "zw008",
"committed_at": "2026-06-10T00:16:33Z",
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"headline": "chore: release v1.5.32",
"author_name": "zw008",
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"oid": "781d071a7bf20ca7026b2130b26eb02e7724f7ee",
"body": "- Folder.MoveIntoFolder_Task([host]) (MoveInto_Task doesn't exist on Folder —\n cluster remove-host crashed since release)\n- reset_alarm via ClearTriggeredAlarms+AlarmFilterSpec (SetAlarmStatus is\n PowerCLI folklore, never existed in pyVmomi); blast-radius documented;\n alarm_reset CLI gained _doub\n[…]\nused); sensor health from healthState.key; event-name casing\n- vim introspection conformance regression (121 chains + ~50 methods +\n forbidden-name source scan); safety test at CLI layer; docs synced",
"is_bot": false,
"headline": "fix: invented pyVmomi methods + alarm/sensor/datastore bugs",
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"headline": "docs: Glama TDQS tool description rewrite + bandit nosec for guest tm…",
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"author_login": "zw008",
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"oid": "2484f59535a24130a72875293bd91ec639bb4bc4",
"body": "chore: bump starlette from 1.0.0 to 1.0.1",
"is_bot": false,
"headline": "Merge pull request #17 from zw008/dependabot/uv/starlette-1.0.1",
"author_name": "wei zhou",
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"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",
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"author_login": "dependabot[bot]",
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"is_bot": false,
"headline": "docs: document 7 VM lifecycle MCP tools added in v1.5.26 (clone/migra…",
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"headline": "chore: ignore .DS_Store",
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"committed_at": "2026-05-27T04:17:20Z",
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"oid": "bb0993dabc09ab33fddb3151f4924134c779a451",
"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: bump idna from 3.11 to 3.15 (#16)",
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"committed_at": "2026-05-23T09:17:23Z",
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"body": "Repo has no .github/workflows/*.yml, so weekly Dependabot scans for\ngithub-actions fail with 'dependency_file_not_found'. Drop the block.",
"is_bot": false,
"headline": "ci: remove github-actions ecosystem from dependabot",
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"body": "…y (v1.5.28)\n\nUnder mcp 1.10-1.13 (Goose and some sandboxes pin these), FastMCP's\nTool.from_function calls issubclass(param.annotation, Context) without\nresolving forward refs. With 'from __future__ import annotations' all\nparameter annotations are strings, so issubclass(str, Context) raises\n'TypeEr\n[…]\nnts.\n\nThis release strips the future import from mcp_server/server.py in all\n8 affected skills (Harden never had it). Verified all tools list OK\nunder mcp 1.10 and mcp 1.14.\n\nCLAUDE.md 踩坑 #33 updated.",
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"headline": "fix: remove from __future__ import annotations in mcp_server/server.p…",
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"oid": "1084e4c27b67ae23822bc2b051735d91eb2c315f",
"body": "User reported needing to download wheels for Python 3.10 deployment. v1.5.25/26\nalready fixed the PEP 604 root cause (Optional[X] instead of X | None in MCP\ntool signatures), so 3.10 actually works at runtime; the >=3.11 constraint was\njust a leftover safety net that blocked pip download / install on 3.10.\n\n- pyproject.toml: requires-python = \">=3.10\" (was >=3.11)\n- cli/_root.py mcp_cmd(): version guard now triggers on < (3, 10)\n- tests/eval/regression: assert guard at 3.10",
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"headline": "fix: v1.5.27 — loosen Python requirement to >= 3.10",
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"body": "…ools\n\nTriggered by user incident: VM cloned via vmware-aiops landed on the template's\nhost (Office, NAS_lun_2) instead of the requested Home host. Then `vmware-aiops\nmcp` crashed at startup on Python 3.10 with \"subclass() arg 1 must be a class\".\n\n- clone_vm/migrate_vm: accept target_host/target_dat\n[…]\nto bare msg.\n- pyproject: mcp[cli]>=1.10 (was >=1.0).\n- 9 new regression tests in tests/eval/regression/test_v1_5_25_blockers.py.\n\nRefs: CLAUDE.md 踩坑 #33 (PEP 604/3.10), #34 (CLI/MCP exposure parity).",
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"headline": "fix: v1.5.26 — clone target host, MCP Python 3.10 compat, 7 new MCP t…",
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"body": "ServiceInstance is a pyVmomi ManagedObject; pyVmomi 8.x rejects\nattribute writes on it ('Managed object attributes are read-only'),\nwhich broke vSphere auth on vCenter 8.0U3.\n\nReplace si._verify_ssl attribute with module-level dict keyed by\nid(si). Add get_verify_ssl(si) helper. Update downstream consumers\nin guest_ops.py / vm_deploy.py / supervisor.py.",
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"headline": "fix: v1.5.24 — pyVmomi 8.x ManagedObject setattr (踩坑 #32)",
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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.",
"is_bot": false,
"headline": "docs: declare VCF 9.0 / 9.1 compatibility",
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"headline": "release: v1.5.22 — family alignment",
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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 (#15)",
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"headline": "release: v1.5.20 — family alignment (no source changes)",
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"committed_at": "2026-05-08T22:29:14Z",
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"body": "- Bump version 1.5.18 → 1.5.19 (init, pyproject, server.json)\n- requires-python >=3.10 → >=3.11 (tomllib for regression evals)\n- RELEASE_NOTES: tracks family v1.5.19 fixes in nsx/vks/harden/policy\n- No source changes in this skill",
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"headline": "chore: family alignment v1.5.19 + py3.11",
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"author_login": "zw008",
"committed_at": "2026-05-06T04:00:40Z",
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"oid": "851316c28eb8e86ca83b236c1c8be01fefcffff7",
"body": null,
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"headline": "docs: add vmware-harden to skill routing table",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-05-04T20:12:15Z",
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"oid": "99d28c3d6fd4975b420653588b1c8bec81700e4c",
"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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"author_login": "zw008",
"committed_at": "2026-05-02T12:07:24Z",
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"oid": "798a756a4ee445777e493986dda515d5eb7831aa",
"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.",
"is_bot": false,
"headline": "release: v1.5.17 — Family alignment",
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"author_login": "zw008",
"committed_at": "2026-05-01T11:45:02Z",
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"oid": "7ae86f3d946bcecc8e35536a27ecfbaf8c9bb5b6",
"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.",
"is_bot": false,
"headline": "release: v1.5.16 — Enterprise Harness Engineering alignment",
"author_name": "zw008",
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"committed_at": "2026-05-01T03:28:19Z",
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"oid": "75a6cd7140c7f4dfedf002aaa335346653fb18b1",
"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.",
"is_bot": false,
"headline": "feat: v1.5.15 — single-command MCP entry point + verify_ssl default true",
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"committed_at": "2026-04-29T18:27:37Z",
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"headline": "fix: v1.5.14 — code review follow-up fixes (@yjs-2026)",
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"author_login": "zw008",
"committed_at": "2026-04-21T12:07:37Z",
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"oid": "bf1799a3ed5085506f5bd2fed0ca6f60af39dab0",
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"headline": "fix: v1.5.13 — code review bug fixes (2026-04-20 review)",
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"oid": "786a51d206a54707f28282474a1480a930f0422f",
"body": "- fix: _count_children guard childSnapshotList against None\n- fix: migrate_vm early return when vm.runtime.host is None\n- fix(security): _upload_disk SSL verification respects target config",
"is_bot": false,
"headline": "fix: v1.5.12 — bug fixes from @yjs-2026 code review",
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"author_login": "zw008",
"committed_at": "2026-04-17T10:01:53Z",
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"headline": "chore: bump to v1.5.11 - align with family",
"author_name": "zw008",
"author_login": "zw008",
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"headline": "fix: bump to v1.5.10 — python-multipart CVE + family alignment",
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"author_login": "zw008",
"committed_at": "2026-04-16T02:56:57Z",
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"oid": "c2c761212b36fb654025cc9e1257886d5a1dfbcd",
"body": "chore: bump python-multipart from 0.0.22 to 0.0.26",
"is_bot": false,
"headline": "Merge pull request #13 from zw008/dependabot/uv/python-multipart-0.0.26",
"author_name": "wei zhou",
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"body": "Bumps [python-multipart](https://github.com/Kludex/python-multipart) from 0.0.22 to 0.0.26.\n- [Release notes](https://github.com/Kludex/python-multipart/releases)\n- [Changelog](https://github.com/Kludex/python-multipart/blob/master/CHANGELOG.md)\n- [Commits](https://github.com/Kludex/python-multipart\n[…]\nompare/0.0.22...0.0.26)\n\n---\nupdated-dependencies:\n- dependency-name: python-multipart\n dependency-version: 0.0.26\n dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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"headline": "chore: bump python-multipart from 0.0.22 to 0.0.26",
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"oid": "fc9902907f0c5271cd07579128b8f38ba6c8144d",
"body": "- Fix: guest_exec command injection (shlex.quote for shell wrapping)\n- Fix: OVA/tar extraction size limits (2GiB/member, 20GiB aggregate)\n- Fix: guest file transfer SSL now honours target.verify_ssl\n- Refactor: cli.py (1726 lines) split into cli/ package (12 files)",
"is_bot": false,
"headline": "fix+refactor: v1.5.8 - security + cli module split",
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"headline": "chore: bump to v1.5.7 - align with family",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-15T01:20:40Z",
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"oid": "ba40731a522827b0c0c47349ca0e7b13e14f87ab",
"body": null,
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"headline": "fix: v1.5.6 CRITICAL mcp_server missing from wheel",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-14T23:49:50Z",
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"body": null,
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"headline": "chore: bump to v1.5.5 - align with family NSX hotfix",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-14T23:40:03Z",
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"oid": "ff1d3460967e8a8d427fa827730d6a21f3958eb5",
"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",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-14T08:37:49Z",
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"oid": "3b70792b3f885105ada436ec9e356ca9f02f7cdb",
"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 #11 from zw008/dependabot/pip/rich-gte-13.0-and-lt…",
"author_name": "wei zhou",
"author_login": "zw008",
"committed_at": "2026-04-14T08:34:07Z",
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"oid": "dbb15f6d24fa666e13aadbbb7942cf6b8aaa437b",
"body": "chore: bump pytest from 9.0.2 to 9.0.3",
"is_bot": false,
"headline": "Merge pull request #12 from zw008/dependabot/uv/pytest-9.0.3",
"author_name": "wei zhou",
"author_login": "zw008",
"committed_at": "2026-04-14T08:34:03Z",
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"oid": "9c354ee02774b82419323059d485c1c1e3cf2fe1",
"body": null,
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"headline": "chore: bump version to 1.5.3 for PyPI release",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-14T05:08:01Z",
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"oid": "45daa402756c38a073eb71977efc4ec34132207f",
"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>",
"is_bot": true,
"headline": "chore: bump pytest from 9.0.2 to 9.0.3",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
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"oid": "aaa717f8963a1359b3cf8aaa4677ebc18b1630b3",
"body": "…actices\n\n- Added readOnlyHint/destructiveHint/idempotentHint/openWorldHint annotations\n to all 34 @mcp.tool() decorators based on each tool's READ/WRITE semantics\n- Wrapped all 34 tool functions in try/except with actionable error messages\n including doctor command hint for connectivity troubleshooting",
"is_bot": false,
"headline": "feat: add MCP tool annotations + error handling per Anthropic best pr…",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-14T01:03:08Z",
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{
"oid": "b0aaf9879dfc18d85d93e923822fd81ebd5216fb",
"body": "Address skills.sh Socket anomaly (operational risk flags) by:\n- Adding SECURITY.md (industry standard for security scanners)\n- Expanding compatibility field to document all safety measures:\n credential handling, destructive op safeguards, guest ops scope,\n webhook data scope, SSL defaults, transitive dependencies",
"is_bot": false,
"headline": "fix: add SECURITY.md + strengthen SKILL.md safety documentation",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-14T00:39:31Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "11d2f2c4419e768ec26aa7a75d8dfe59fc6b6708",
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"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://skills.sh/zw008/VMware-AIops",
"points": 15,
"status": "met",
"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": "19 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 19
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"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": [
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"ci_tests",
"dangerous_workflow",
"packaging",
"signed_releases",
"token_permissions"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 59,
"inputs": {
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"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 9 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow 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 54 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": [
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"no_advisories_left_outstanding"
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}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_repository",
"params": {
"assessed": 54
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 1,
"affected_packages": 1,
"assessed_packages": 54,
"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": 54,
"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": [
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"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": {
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"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": "92 of 92 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 92,
"sampled": 92
}
}
],
"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": [
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"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [],
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"typecheck_configs": [],
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"toolchain_manifests": [],
"dependency_bot_commit_share": 0.08
},
"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
},
{
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "static_type_checking",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "reproducible_environment",
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"detail": "Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile, lockfile"
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],
"max_points": 10
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{
"key": "demonstrated_agent_practice",
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"detail": "3 of the last 100 commits agent-authored or agent-credited",
"points": 6,
"status": "partial",
"details": [
{
"code": "agent_authored_commits",
"params": {
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"sampled": 100
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}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "8 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
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"sampled": 100
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}
],
"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": [],
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}
]
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{
"key": "ai_code_legibility",
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"note": null,
"notes": [],
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"inputs": {
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"largest_source_bytes": 45608,
"source_files_sampled": 92,
"oversized_source_files": 0
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"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": {
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],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/92 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
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"oversized": 0
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],
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]
},
{
"key": "ai_interfaces",
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"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 60,
"inputs": {
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"has_mcp_signal": true,
"api_schema_files": []
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"components": [
{
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"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",
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"detail": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
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],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"deps.dev does not index pypi:vmware-aiops@1.8.8; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-07-22T18:47:42.426045Z",
"schema_version": "0.26.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/z/zw008/VMware-AIops.svg",
"full_name": "zw008/VMware-AIops",
"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.
