k8s-yaml-generator: Workflow Automation for AI Agents | OpenAgentSkill

Overview

Generate/create/scaffold Kubernetes YAML — Deployment, Service, ConfigMap, Ingress, RBAC, StatefulSet, CRDs.

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Kubernetes YAML Generator

Generate Kubernetes manifests with deterministic steps, bounded CRD research, and mandatory validation for full-resource output.

Trigger Guidance

Use this skill when the user asks to create or update Kubernetes YAML, for example:

"Generate a Deployment + Service manifest for my app."
"Create an Argo CD Application CRD."
"Write a StatefulSet with PVC templates."
"Produce production-ready Kubernetes YAML with best practices."

Do not use this skill for validation-only requests. For validation-only work, use k8s-yaml-validator.

Execution Model

Normative keywords:

MUST: required
SHOULD: default unless user requests otherwise
MAY: optional

Deterministic sequence:

Preflight request and path/rendering sanity.
Capture minimum required inputs.
Resolve CRD references (bounded workflow only when CRD/custom API is involved).
Generate YAML with baseline quality checks.
Run mandatory validation (or documented fallback path when tooling is unavailable).
Deliver YAML plus explicit validation report and assumptions.

If one step is blocked by environment constraints, execute that step's fallback and continue.

1) Preflight

Before generation:

Confirm whether output is full manifest(s) or snippet-only.
Confirm target Kubernetes version when provided.
Verify any referenced local file path exists before using it.
Normalize resource naming to DNS-1123-compatible names where applicable.

Preflight stop condition:

If required core inputs are missing (resource type, workload image for Pod-based resources, or CRD kind/apiVersion), ask for those first.

2) Capture Required Inputs

Collect:

Resource types (Deployment, Service, ConfigMap, CRD kind, etc.)
apiVersion + kind
Namespace/scoping requirements
Ports, replicas, images, probes, storage, and secret/config needs
Environment assumptions (dev/staging/prod)
For CRDs: project name and target CRD version if known

Safe defaults (state explicitly in output):

Namespace: default (namespace-scoped resources)
Deployment replicas: 2
Service type: ClusterIP
Image pull policy: IfNotPresent (unless user needs forced pulls)

3) CRD Lookup Workflow (Bounded)

Run this step only for custom APIs outside Kubernetes built-in groups.

3.1 Identify CRD target

Extract:

API group, version, kind (for example argoproj.io/v1alpha1, Application)
Requested product/version (for example Argo CD v2.9.x)

3.2 Context7 primary path

Use the correct Context7 tools and payloads:

mcp__context7__resolve-library-id
mcp__context7__query-docs

Sample payloads:

Tool: mcp__context7__resolve-library-id
libraryName: "argo-cd"
query: "Find Argo CD documentation for Application CRD schema compatibility"

Tool: mcp__context7__query-docs
libraryId: "/argoproj/argo-cd/v2.9.0"
query: "Application CRD required spec fields for apiVersion argoproj.io/v1alpha1 with minimal valid example"

Selection rules:

Prefer exact project/library name matches.
Prefer versioned libraryId when user specifies a version.
Otherwise use unversioned ID and note version uncertainty.

3.3 Thresholds and stop conditions

Bound the lookup to prevent unbounded retries:

resolve-library-id: max 2 attempts (primary name + one alternate name).
query-docs: max 3 focused queries total.
Web fallback: max 2 version-specific searches.

Stop early when all are true:

Required CRD fields are identified.
At least one authoritative example is found.
Version compatibility is known or explicitly marked unknown.

Hard stop when budgets are exhausted:

Generate only fields verified by sources.
Mark remaining fields as Needs confirmation.
Report residual risk and request one of:
- exact CRD docs URL, or
- cluster introspection output (for example kubectl explain <kind>.spec when available).

3.4 Fallback order

Use this order:

Context7 (resolve-library-id -> query-docs)
Official project docs via web search
Cluster-local introspection (kubectl explain, if cluster access exists)

If none are available, provide a minimal, clearly marked draft and do not claim full CRD correctness.

4) YAML Generation Rules

Apply these checks:

Use explicit, non-deprecated API versions.
Include consistent labels (app.kubernetes.io/*) across related resources.
Include namespace for namespace-scoped resources.
Add resource requests/limits for Pod workloads unless user opts out.
Add readiness/liveness probes for long-running services where applicable.
Use securityContext to avoid root execution by default.
Keep multi-resource ordering dependency-safe (for example ConfigMap before Deployment consumers).

Minimal label baseline:

labels:
  app.kubernetes.io/name: myapp
  app.kubernetes.io/instance: myapp-prod
  app.kubernetes.io/part-of: myplatform
  app.kubernetes.io/managed-by: codex

5) Mandatory Validation and Contingencies

For full manifest generation, validation is mandatory.

Primary path:

Invoke k8s-yaml-validator.
Iterate fix -> revalidate until blocking issues are gone.

Required reporting after each validation pass:

Validation mode: k8s-yaml-validator | script fallback | manual fallback
Syntax: pass/fail
Schema: pass/fail/partial
CRD check: pass/fail/partial
Dry-run: server/client/skipped
Blocking issues remaining: yes/no

Contingency A: validator skill unavailable

Run direct commands:

bash devops-skills-plugin/skills/k8s-yaml-validator/scripts/setup_tools.sh
yamllint -c devops-skills-plugin/skills/k8s-yaml-validator/assets/.yamllint <file.yaml>
kubeconform -schema-location default -strict -ignore-missing-schemas -summary <file.yaml>
server_out="$(mktemp)"
client_out="$(mktemp)"
trap 'rm -f "$server_out" "$client_out"' EXIT

if kubectl apply --dry-run=server -f <file.yaml> >"$server_out" 2>&1; then
  echo "server_validation=passed"
elif grep -Eqi "connection refused|no such host|i/o timeout|tls handshake timeout|unable to connect to the server|no configuration has been provided|the server doesn't have a resource type" "$server_out"; then
  echo "server_validation=skipped"
  if kubectl apply --dry-run=client -f <file.yaml> >"$client_out" 2>&1; then
    echo "client_validation=passed"
  else
    echo "client_validation=failed"
    cat "$client_out"
    exit 1
  fi
else
  echo "server_validation=failed"
  cat "$server_out"
  exit 1
fi

Contingency B: local tools partially unavailable

Run available checks.
Record skipped checks explicitly.
Add residual risk for every skipped check.

Contingency C: repeated validation failure

Maximum 3 fix/revalidate cycles.
If still failing, stop and return:
- current YAML,
- exact failing errors,
- smallest required user decision/input to unblock.

Validation exceptions:

Snippet-only or docs-only requests MAY skip full validation, but the output MUST state Validation status: Skipped (reason).

6) Delivery Contract

Final output MUST include:

Generated YAML.
What was generated (resource list, namespace/scoping).
Validation report in the required format.
Assumptions and defaults used.
References used:
- Context7 IDs/queries used (for CRDs)
- external docs/searches used
- items skipped/missing and impact

Suggested next commands:

kubectl apply -f <filename>.yaml
kubectl get <resource-type> <name> -n <namespace>
kubectl describe <resource-type> <name> -n <namespace>

7) Canonical Example Flows

Example A: Built-in resources (Deployment + Service)

Capture app image, ports, replicas, namespace.
Generate Deployment and Service with consistent labels/selectors.
Validate with k8s-yaml-validator.
Return YAML + validation report + assumptions.

Example B: CRD resource (Argo CD Application)

Extract argoproj.io/v1alpha1 + Application.
Run bounded Context7 lookup (resolve-library-id then query-docs).
If needed, perform bounded web fallback.
Generate CRD YAML only with verified fields.
Validate, report any partial verification, and return residual risks.

8) Definition of Done

Execution is complete only when all applicable checks pass:

Trigger use case is correct (generation, not validation-only).
Required inputs are captured or explicit assumptions are documented.
CRD lookup follows bounded thresholds and stop conditions.
Tool names and command paths are valid and consistent.
Full manifests are validated (or fallback path is documented with residual risk).
Final response includes YAML, validation report, assumptions, and references.

View source ↗

File metadata

name: k8s-yaml-generator
description: Generate/create/scaffold Kubernetes YAML — Deployment, Service, ConfigMap, Ingress, RBAC, StatefulSet, CRDs.

View original text

---
name: k8s-yaml-generator
description: Generate/create/scaffold Kubernetes YAML — Deployment, Service, ConfigMap, Ingress, RBAC, StatefulSet, CRDs.
---

# Kubernetes YAML Generator

Generate Kubernetes manifests with deterministic steps, bounded CRD research, and mandatory validation for full-resource output.

## Trigger Guidance

Use this skill when the user asks to create or update Kubernetes YAML, for example:

- "Generate a Deployment + Service manifest for my app."
- "Create an Argo CD Application CRD."
- "Write a StatefulSet with PVC templates."
- "Produce production-ready Kubernetes YAML with best practices."

Do not use this skill for validation-only requests. For validation-only work, use `k8s-yaml-validator`.

## Execution Model

Normative keywords:

- `MUST`: required
- `SHOULD`: default unless user requests otherwise
- `MAY`: optional

Deterministic sequence:

1. Preflight request and path/rendering sanity.
2. Capture minimum required inputs.
3. Resolve CRD references (bounded workflow only when CRD/custom API is involved).
4. Generate YAML with baseline quality checks.
5. Run mandatory validation (or documented fallback path when tooling is unavailable).
6. Deliver YAML plus explicit validation report and assumptions.

If one step is blocked by environment constraints, execute that step's fallback and continue.

## 1) Preflight

Before generation:

- Confirm whether output is full manifest(s) or snippet-only.
- Confirm target Kubernetes version when provided.
- Verify any referenced local file path exists before using it.
- Normalize resource naming to DNS-1123-compatible names where applicable.

Preflight stop condition:

- If required core inputs are missing (resource type, workload image for Pod-based resources, or CRD kind/apiVersion), ask for those first.

## 2) Capture Required Inputs

Collect:

- Resource types (`Deployment`, `Service`, `ConfigMap`, CRD kind, etc.)
- `apiVersion` + `kind`
- Namespace/scoping requirements
- Ports, replicas, images, probes, storage, and secret/config needs
- Environment assumptions (dev/staging/prod)
- For CRDs: project name and target CRD version if known

Safe defaults (state explicitly in output):

- Namespace: `default` (namespace-scoped resources)
- Deployment replicas: `2`
- Service type: `ClusterIP`
- Image pull policy: `IfNotPresent` (unless user needs forced pulls)

## 3) CRD Lookup Workflow (Bounded)

Run this step only for custom APIs outside Kubernetes built-in groups.

### 3.1 Identify CRD target

Extract:

- API group, version, kind (for example `argoproj.io/v1alpha1`, `Application`)
- Requested product/version (for example Argo CD `v2.9.x`)

### 3.2 Context7 primary path

Use the correct Context7 tools and payloads:

1. `mcp__context7__resolve-library-id`
2. `mcp__context7__query-docs`

Sample payloads:

```text
Tool: mcp__context7__resolve-library-id
libraryName: "argo-cd"
query: "Find Argo CD documentation for Application CRD schema compatibility"
```

```text
Tool: mcp__context7__query-docs
libraryId: "/argoproj/argo-cd/v2.9.0"
query: "Application CRD required spec fields for apiVersion argoproj.io/v1alpha1 with minimal valid example"
```

Selection rules:

- Prefer exact project/library name matches.
- Prefer versioned `libraryId` when user specifies a version.
- Otherwise use unversioned ID and note version uncertainty.

### 3.3 Thresholds and stop conditions

Bound the lookup to prevent unbounded retries:

- `resolve-library-id`: max 2 attempts (primary name + one alternate name).
- `query-docs`: max 3 focused queries total.
- Web fallback: max 2 version-specific searches.

Stop early when all are true:

- Required CRD fields are identified.
- At least one authoritative example is found.
- Version compatibility is known or explicitly marked unknown.

Hard stop when budgets are exhausted:

- Generate only fields verified by sources.
- Mark remaining fields as `Needs confirmation`.
- Report residual risk and request one of:
- exact CRD docs URL, or
- cluster introspection output (for example `kubectl explain <kind>.spec` when available).

### 3.4 Fallback order

Use this order:

1. Context7 (`resolve-library-id` -> `query-docs`)
2. Official project docs via web search
3. Cluster-local introspection (`kubectl explain`, if cluster access exists)

If none are available, provide a minimal, clearly marked draft and do not claim full CRD correctness.

## 4) YAML Generation Rules

Apply these checks:

- Use explicit, non-deprecated API versions.
- Include consistent labels (`app.kubernetes.io/*`) across related resources.
- Include namespace for namespace-scoped resources.
- Add resource requests/limits for Pod workloads unless user opts out.
- Add readiness/liveness probes for long-running services where applicable.
- Use `securityContext` to avoid root execution by default.
- Keep multi-resource ordering dependency-safe (for example ConfigMap before Deployment consumers).

Minimal label baseline:

```yaml
labels:
app.kubernetes.io/name: myapp
app.kubernetes.io/instance: myapp-prod
app.kubernetes.io/part-of: myplatform
app.kubernetes.io/managed-by: codex
```

## 5) Mandatory Validation and Contingencies

For full manifest generation, validation is mandatory.

Primary path:

- Invoke `k8s-yaml-validator`.
- Iterate fix -> revalidate until blocking issues are gone.

Required reporting after each validation pass:

- `Validation mode`: `k8s-yaml-validator` | `script fallback` | `manual fallback`
- `Syntax`: pass/fail
- `Schema`: pass/fail/partial
- `CRD check`: pass/fail/partial
- `Dry-run`: server/client/skipped
- `Blocking issues remaining`: yes/no

Contingency A: validator skill unavailable

Run direct commands:

```bash
bash devops-skills-plugin/skills/k8s-yaml-validator/scripts/setup_tools.sh
yamllint -c devops-skills-plugin/skills/k8s-yaml-validator/assets/.yamllint <file.yaml>
kubeconform -schema-location default -strict -ignore-missing-schemas -summary <file.yaml>
server_out="$(mktemp)"
client_out="$(mktemp)"
trap 'rm -f "$server_out" "$client_out"' EXIT

if kubectl apply --dry-run=server -f <file.yaml> >"$server_out" 2>&1; then
echo "server_validation=passed"
elif grep -Eqi "connection refused|no such host|i/o timeout|tls handshake timeout|unable to connect to the server|no configuration has been provided|the server doesn't have a resource type" "$server_out"; then
echo "server_validation=skipped"
if kubectl apply --dry-run=client -f <file.yaml> >"$client_out" 2>&1; then
echo "client_validation=passed"
else
echo "client_validation=failed"
cat "$client_out"
exit 1
fi
else
echo "server_validation=failed"
cat "$server_out"
exit 1
fi
```

Contingency B: local tools partially unavailable

- Run available checks.
- Record skipped checks explicitly.
- Add residual risk for every skipped check.

Contingency C: repeated validation failure

- Maximum 3 fix/revalidate cycles.
- If still failing, stop and return:
- current YAML,
- exact failing errors,
- smallest required user decision/input to unblock.

Validation exceptions:

- Snippet-only or docs-only requests MAY skip full validation, but the output MUST state `Validation status: Skipped (reason)`.

## 6) Delivery Contract

Final output MUST include:

1. Generated YAML.
2. What was generated (resource list, namespace/scoping).
3. Validation report in the required format.
4. Assumptions and defaults used.
5. References used:
- Context7 IDs/queries used (for CRDs)
- external docs/searches used
- items skipped/missing and impact

Suggested next commands:

```bash
kubectl apply -f <filename>.yaml
kubectl get <resource-type> <name> -n <namespace>
kubectl describe <resource-type> <name> -n <namespace>
```

## 7) Canonical Example Flows

### Example A: Built-in resources (Deployment + Service)

1. Capture app image, ports, replicas, namespace.
2. Generate Deployment and Service with consistent labels/selectors.
3. Validate with `k8s-yaml-validator`.
4. Return YAML + validation report + assumptions.

### Example B: CRD resource (Argo CD Application)

1. Extract `argoproj.io/v1alpha1` + `Application`.
2. Run bounded Context7 lookup (`resolve-library-id` then `query-docs`).
3. If needed, perform bounded web fallback.
4. Generate CRD YAML only with verified fields.
5. Validate, report any partial verification, and return residual risks.

## 8) Definition of Done

Execution is complete only when all applicable checks pass:

- Trigger use case is correct (generation, not validation-only).
- Required inputs are captured or explicit assumptions are documented.
- CRD lookup follows bounded thresholds and stop conditions.
- Tool names and command paths are valid and consistent.
- Full manifests are validated (or fallback path is documented with residual risk).
- Final response includes YAML, validation report, assumptions, and references.

Review the source

Skill source recorded

Skill instructions are recorded. This is not a runtime test, safety guarantee or compatibility certification.

Review before install: Avoid automatic install

License: Apache-2.0

Dependency or permission surface needs review
Permission surface may require sandboxing
No critical security issues detected. The skill does not execute arbitrary commands, avoids destructive actions, and includes security best practices in generated YAML (e.g., securityContext, resource limits).
The skill relies on external tools (Context7) for CRD lookups, but provides bounded fallbacks and clearly marks uncertainty, reducing risk of incorrect or unsafe output.
Quality score needs review
Permission surface needs review: secrets or environment access, shell or command execution
Stars/forks activity: 306 stars, 34 forks; issue activity unavailable in current metadata
Dependency/runtime risk: command execution surface, credential or environment access
Permission surface: secrets or environment access, shell or command execution

Open full audit

Listed tools are metadata hints, not tested compatibility. Agent prompts are suggested handoffs.

Start with one small task

Source & usage notes

Indexed

Repository metadata and review signals are advisory. Popularity, source discovery and successful execution are different facts.

Source repository: akin-ozer/cc-devops-skills
License: Apache-2.0
Version: 1.0.0
Last GitHub push: Jul 26, 2026
Registry updated: Sep 6, 2026
Instruction path: devops-skills-plugin/skills/k8s-yaml-generator/SKILL.md @ 276af751e659

Version reported in registry metadata; check source releases before relying on it.

Quality

66/100

Promising

Trust

56/100

Agent access

This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.

Open install API LLM text format Open manifest Auto-resolve Plan

More details

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      "documentation": "Strong README/SKILL.md context",
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      "Stars/forks activity: 306 stars, 34 forks; issue activity unavailable in current metadata",
      "Dependency/runtime risk: command execution surface, credential or environment access",
      "Permission surface: secrets or environment access, shell or command execution"
    ]
  },
  "agent_proven": {
    "version": "agent-proven-v1",
    "score": 0,
    "tier": "unproven",
    "label": "Needs first agent run",
    "summary": "No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.",
    "metrics": {
      "totalOutcomes": 0,
      "successfulOutcomes": 0,
      "failedOutcomes": 0,
      "installAttempts": 0,
      "installSuccessRate": null,
      "successRate": null,
      "recentSuccessRate": null,
      "recentFailureRate": null,
      "riskBlocked": 0,
      "setupRequired": 0,
      "notRelevant": 0,
      "avgOutputQuality": null,
      "avgTimeToUsefulMs": null,
      "productionOutcomes": 0,
      "humanReviewRequired": 0,
      "uniqueAgents": 0,
      "lastOutcomeAt": null
    },
    "signals": [],
    "penalties": [
      "No real agent outcome evidence yet"
    ]
  },
  "audit": {
    "score": 72,
    "risk_level": "needs_review",
    "risk_label": "Needs review",
    "warnings": [
      "Dependency or permission surface needs review",
      "Permission surface may require sandboxing",
      "No critical security issues detected. The skill does not execute arbitrary commands, avoids destructive actions, and includes security best practices in generated YAML (e.g., securityContext, resource limits).",
      "The skill relies on external tools (Context7) for CRD lookups, but provides bounded fallbacks and clearly marks uncertainty, reducing risk of incorrect or unsafe output.",
      "Quality score needs review",
      "Permission surface needs review: secrets or environment access, shell or command execution",
      "Stars/forks activity: 306 stars, 34 forks; issue activity unavailable in current metadata",
      "Dependency/runtime risk: command execution surface, credential or environment access"
    ]
  },
  "safety_gate": {
    "tier": "blocked",
    "label": "Blocked for auto-install",
    "auto_install_policy": "block",
    "auto_install_allowed": false,
    "human_review_required": true,
    "blocked": true,
    "recommended_action": "Do not auto-install. Inspect the source, dependencies, and permission surface first."
  },
  "quality": {
    "score": 66,
    "label": "Promising"
  },
  "supply": {
    "track": "Research and knowledge work",
    "scenario": "Browser automation",
    "maintenance": "2mo since push",
    "risk": "Needs review"
  },
  "alternative_skills": [],
  "do_not_use_when": [
    "teams that need a vendor-supported SLA",
    "production agents without a repository review",
    "No critical security issues detected. The skill does not execute arbitrary commands, avoids destructive actions, and includes security best practices in generated YAML (e.g., securityContext, resource limits).",
    "No OpenAgentSkill engagement data yet",
    "High-risk permission hints: Shell or command execution, Secrets or environment access",
    "Dependency or permission surface needs review",
    "Permission surface may require sandboxing",
    "The skill relies on external tools (Context7) for CRD lookups, but provides bounded fallbacks and clearly marks uncertainty, reducing risk of incorrect or unsafe output."
  ],
  "agent_contract": {
    "task_input": "Use k8s-yaml-generator in an agent workflow",
    "recommended_action": "Do not auto-install. Inspect the source, dependencies, and permission surface first.",
    "install_policy": "block",
    "minimum_review_before_use": [
      "Trust: 64/100 Manual review",
      "Audit: 72/100 Needs review",
      "Safety: 28/100 Avoid automatic install",
      "Review repository, license, install command, and permission surface before production use."
    ],
    "expected_agent_output": {
      "selected_skill": "akin-ozer-k8s-yaml-generator (k8s-yaml-generator)",
      "install_command": "npx skills add akin-ozer/cc-devops-skills --skill k8s-yaml-generator",
      "risk_summary": "Needs review; Blocked for auto-install; Review before production",
      "verification_result": "Report the smallest successful task, files touched, warnings, and any missing setup."
    }
  },
  "outcome_feedback": {
    "endpoint": "https://www.openagentskill.com/api/agent/outcome",
    "method": "POST",
    "requires_resolve_event_id": true,
    "event_id_source": "Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.",
    "expected_outcomes": [
      "success",
      "failed",
      "not_relevant",
      "blocked_by_risk",
      "setup_required"
    ],
    "payload_template": {
      "event_id": "<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>",
      "skill_slug": "akin-ozer-k8s-yaml-generator",
      "task": "Use k8s-yaml-generator in an agent workflow",
      "agent": "codex",
      "outcome": "success",
      "install_used": true,
      "risk_blocked": false,
      "setup_required": false,
      "task_success": true,
      "output_quality": 4,
      "error_type": null,
      "human_review_required": false,
      "workspace": "sandbox",
      "time_to_useful_ms": 120000,
      "notes": "Report the smallest successful task, setup friction, files touched, and risk notes."
    }
  },
  "endpoints": {
    "web": "https://www.openagentskill.com/skills/akin-ozer-k8s-yaml-generator",
    "api": "https://www.openagentskill.com/api/agent/skills/akin-ozer-k8s-yaml-generator",
    "audit": "https://www.openagentskill.com/skills/akin-ozer-k8s-yaml-generator/audit",
    "eval": "https://www.openagentskill.com/api/agent/evals?slug=akin-ozer-k8s-yaml-generator&task=Use%20k8s-yaml-generator%20in%20an%20agent%20workflow&max_risk=medium",
    "resolve": "https://www.openagentskill.com/api/agent/resolve?task=Use%20k8s-yaml-generator%20in%20an%20agent%20workflow&agent=codex&max_risk=medium",
    "receipt": "https://www.openagentskill.com/api/agent/receipt?task=Use%20k8s-yaml-generator%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text",
    "install": "https://www.openagentskill.com/api/skills/akin-ozer-k8s-yaml-generator/install",
    "manifest": "https://www.openagentskill.com/api/registry/manifest/akin-ozer-k8s-yaml-generator"
  }
}

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Creator: akin-ozer
Source: akin-ozer/cc-devops-skills
Indexed by: OpenAgentSkill community index

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