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Get Started Free →DevSecOps, container, and API operational defensive security reference: CI/CD pipeline hardening, secret scanning, IaC misconfiguration detection, SAST/DAST integration, container image scanning, Kubernetes RBAC hardening, container-escape defense, runtime threat detection, OWASP API Top 10 operational defense, WAF rule tuning, and GraphQL/REST depth and rate limiting. Agent-extending skill that amplifies backend, security, and platform-engineering work with production-grade defensive patterns f
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-07 | ✗→✓ | ▲ Improved | 53% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 68% | 0% |
| case-11 | ✗→✓ | ▲ Improved | 105% | 0% |
| case-14 | ✗→✓ | ▲ Improved | 44% | 0% |
| case-15 | ✗→✓ | ▲ Improved | 59% | 0% |
Defensive practitioner reference for the operational layer of a system — the pipeline that builds it, the container and orchestrator that run it, and the API surface it exposes at runtime. Every section is framed as defense, hardening, detection, or verification: it describes the misconfiguration, how to detect it, and how to prevent it, never how to exploit it.
This skill is split into three modules by sub-domain. The overview below gives the shared threat model and an entry point; the depth lives in the modules. The threat model is operational: a pipeline can be subverted to inject a build step, a container can be misconfigured into a host breakout, and a running API can leak one tenant's data to another. The defenses establish least privilege, isolation, detection, and runtime authorization at each layer.
| Sub-domain | Module | Covers | |------------|--------|--------| | DevSecOps | modules/devsecops.md | CI/CD pipeline hardening, secret scanning, IaC misconfiguration detection (Terraform / CloudFormation), SAST/DAST integration | | Container | modules/container.md | Image scanning, Kubernetes RBAC hardening, container-escape defense (seccomp / AppArmor / read-only root / non-root), runtime threat detection | | API operational | modules/api-ops.md | OWASP API Top 10 operational defense (BOLA / broken-auth detection in production, rate-limit enforcement, server-side authorization), WAF rule tuning, GraphQL/REST depth and complexity limiting |
The core defensive insight: each operational layer is a boundary where an attacker who has reached it can move to the next. Defense-in-depth means each boundary assumes the one before it may have failed.
| Boundary | Operational risk | Primary defense | Module | |----------|------------------|-----------------|--------| | Source → pipeline | Injected build step, leaked secret, poisoned runner | Signed pipeline, secret scanning, runner isolation | DevSecOps | | Pipeline → infra config | Misconfigured cloud resource (open bucket, permissive IAM) | IaC scanning before apply | DevSecOps | | Image → registry | Vulnerable base image, embedded secret | Image scanning + admission control | Container | | Container → host | Container escape to the node | seccomp, AppArmor, read-only root, non-root, drop capabilities | Container | | Cluster identity → resources | Over-privileged ServiceAccount, broad RoleBinding | Least-privilege RBAC, PodSecurity admission | Container | | Client → API | Broken object/function authorization, resource exhaustion | Server-side authorization, rate limiting, WAF | API operational |
This skill names tools at the category level. Where a tool is the de-facto cross-ecosystem standard for its category, it is named but framed as "the standard \<category\> tool" — the concept transfers to any equivalent tool. No single language ecosystem is privileged; pipeline examples are CLI-shape, not language-specific source.
The API-operational module covers the runtime/operational half of API security — detecting Broken Object Level Authorization in production traffic, enforcing rate limits at the gateway, tuning a WAF, limiting query depth on a live endpoint. The dev-time half — secure-coding patterns a developer applies while writing the endpoint (parameterized queries, input validation, authentication design, security headers) — lives in moai-ref-owasp-checklist. This skill keeps its coverage operational and does not duplicate them.
moai-ref-owasp-checklist — dev-time web-app OWASP Top 10, authenticationpatterns, input validation, HTTP security headers (the development-time surface; this skill is the operational surface).
moai-ref-supply-chain — SBOM, SLSA provenance, Sigstore signing, dependencyhygiene (the supply-chain surface that image scanning and pipeline signing here draw on for artifact provenance).
moai-ref-llm-security — AI/LLM defensive security (the LLM-specific operationalsurface, distinct from the general API/container/pipeline surface here).
moai-ref-api-patterns — REST/GraphQL API design and error handling (theAPI-design surface, distinct from the API-operational-defense surface here).
| Level | Label | Action | Example | |-------|-------|--------|---------| | P0 | CRITICAL | Block release | Container runs privileged with host mounts; API endpoint has no server-side object-ownership check | | P1 | HIGH | Fix before merge | Pipeline secret exposed in build logs; ServiceAccount bound to cluster-admin | | P2 | MEDIUM | Fix within iteration | No image scan in the pipeline; no rate limit on an expensive endpoint | | P3 | LOW | Track in backlog | WAF in detection-only mode where enforcement is warranted; no GraphQL depth limit on a shallow schema |
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| Rationalization | Reality | |---|---| | "The cluster is internal, so RBAC hardening is optional" | An internal cluster is reachable from any compromised pod. Least-privilege RBAC is the boundary that stops a single compromised workload from owning the cluster. | | "The container runs our own trusted image, so escape defense is overkill" | A trusted image with a vulnerable dependency is still an escape risk. seccomp, non-root, and read-only root are cheap and assume the image may be compromised. | | "Authorization is handled in the frontend, the API can trust the client" | The client is never a trust boundary. Every operational API defense — BOLA in particular — requires server-side object-ownership checks on every request. | | "We scan images at build time, runtime detection is redundant" | Build-time scanning misses a zero-day disclosed after deploy and misses runtime behavior. Runtime detection catches what static scanning cannot. | | "Rate limiting hurts legitimate users, we will add it if abused" | Unbounded consumption is an OWASP API Top 10 risk that is exploited before it is noticed. Rate limits and query-complexity caps are the control, not an afterthought. |
Assume-breach-by-layer: each operational layer assumes the one before it may have failed — the pipeline assumes a poisoned source, the container a vulnerable image, the API a hostile client. Defense is the control at each layer, not trust in the previous.
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<!-- moai:evolvable-start id="red-flags" -->
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moai-ref-owasp-checklist; the two are consulted together<!-- moai:evolvable-end -->
Other measured skills in the registry, with their headline benchmark lift.