oracle

Public APEXlang router with deterministic local-context discovery and compact machine-readable contracts.

Oracle APEX skills for Oracle APEX application development.

Oracle Database guidance for SQL, PL/SQL, SQLcl, ORDS, administration, app development, performance, security, migrations, and agent-safe database workflows. Use when the user asks to write, edit, rewrite, review, format, debug, tune, or explain SQL; create…

Build, configure, scaffold, and deploy OCI Functions from a local machine using a dependency-first, Fn-context-guided flow with argv-safe mutation execution, nonce-scoped confirmations, and a canonical lowercase machine-readable contract. Use when asked to…

Diagnose OCI Functions setup, control-plane, deployment, invocation, and observability issues using a deterministic triage workflow. Use when asked to classify Fn CLI errors, deploy or invoke failures, OCIR auth and registry issues, app-limit symptoms, logs,…

Oracle Cloud Infrastructure guidance for designing, operating, and troubleshooting OCI services, including OCI Kubernetes Engine (OKE), OCI Internet of Things Platform, OCI Functions deployment and troubleshooting, and Enterprise AI workflows for OCI…

Explore, create, and troubleshoot Oracle Cloud Infrastructure Internet of Things Platform resources, including domains, digital twin models, adapters, instances, relationships, and device publish flows. Use when requests involve OCI IoT bootstrap, digital…

Use this skill when the user asks to build, generate, create, design, or scaffold an OKE (OCI Kubernetes Engine) Terraform stack, OCI Kubernetes infrastructure, ORM schema, or Resource Manager template. Trigger phrases include "build an OKE stack", "create…

Review pull requests with the `fixes-java-run-fail` label in graalvm-reachability-metadata. Use when asked to review or triage a PR described as `fixes-java-run-fail` or one that fixes Java/JVM runtime test failures for an existing library version update.…

Review pull requests with the `fixes-javac-fail` label in graalvm-reachability-metadata. Use when asked to review or triage a PR that fixes Java compilation failures for an existing library version update. Focus on validating the compile fix, keeping the diff…

Review pull requests with the `fixes-native-image-run-fail` label in graalvm-reachability-metadata. Use when asked to review or triage a PR that fixes a native-image runtime failure for an existing library version update. Focus on validating the…

Review pull requests with the `library-new-request` label in graalvm-reachability-metadata. Use when asked to review or triage a PR that adds metadata and tests for a new library, including PRs titled like `[GenAI] Add support for…

Review pull requests with the `library-update-request` label in graalvm-reachability-metadata. Use when asked to review or triage a PR that updates metadata/tests for an existing library version, especially generated PRs titled like `[GenAI] Improve coverage…

Fix missing GraalVM reachability metadata for a specific library. Use when the user asks to fix or add metadata because required metadata is missing and tests or native-image runs fail with missing metadata errors.

Fix graalvm-reachability-metadata PRs where final validateIndexFiles against current master fails because metadata index.json tested versions are in the wrong metadata-version bucket, duplicated across buckets, or stale after another index-changing PR landed.…

Review automated pull requests with the `library-bulk-update` label in graalvm-reachability-metadata. Use when asked to review or triage a PR that bumps tested versions for existing libraries, including approve vs close decisions, CI checks, diff-scope…

Use this skill when the user needs NetSuite-based finance analysis, Director of Financial Analysis support, period-close guidance, variance review, reconciliation review, cash reporting, or executive-ready financial narrative generation. Apply it to requests…

NetSuite Intelligence skill — teaches AI the correct tool selection order, output formatting, domain knowledge, multi-subsidiary and currency handling, and SuiteQL safety checklist for any AI + NetSuite AI Service Connector session.

Platform-agnostic OWASP secure coding practices with JavaScript/Node.js patterns and NetSuite SuiteScript examples. Covers Open Worldwide Application Security Project (OWASP) Top 10 (2021), output encoding, injection prevention, CSP headers, file security,…

Generate enterprise-grade documentation for NetSuite SDF projects. Analyze scripts, object XML files, `manifest.xml`, and SuiteQL queries to produce README.md, architecture diagrams (Mermaid/ASCII), deployment guides, and troubleshooting tables. Can integrate…

Use when generating or reviewing NetSuite SDF permission configurations such as customrole XML, script deployment permissions, permkey values, permlevel choices, run-as role design, and least-privilege access. Confirms exact ADMI_ / LIST_ / REGT_ / REPO_ /…

Comprehensive NetSuite SDF best practices based on the SAFE Guide (12 principles + appendices). Generates Object XML for all 14 script types, enforces governance limits, security patterns, and defensive coding. Includes N/cache, N/query, concurrency limits,…

Interactive learning system for NetSuite SDF development. Features six modes (learn, review, explain, annotate, quiz, and final) with SAFE Guide integration. Produces compliance-reviewed learning documentation. Learn topics like governance, N/cache, and…

SuiteScript records and fields reference. Look up field IDs, types, required status, and search capabilities for all 272 NetSuite record types. Use this when building SuiteScript to ensure correct field usage.

Analyze recent GraalPy benchmark regressions on `master` as part of the weekly rota. Use when asked to analyze benchmarks for rota.

Create or update GraalPy third-party package and Rust crate compatibility patches under graalpython/lib-graalpython/patches, including PyPI source preparation, Cargo crate autopatching, rebasing existing patches, metadata.toml updates, license checks,…

Windows-specific command guidance. Use when working on Windows and a required CLI tool, especially gdev-cli, is not available directly in PowerShell or cmd.

Analyze current GraalPy periodic job failures for ROTA. Use when asked to triage, summarize, or plan work for current periodic job failures, starting from scripts/rota_ci_failures.py output, validating linked Jira issues, inspecting logs, forming hypotheses,…

Mirror an external GitHub pull request into the internal GraalPython Bitbucket review flow, including OCA label checks, Jira creation or reuse, preserving PR commits, pre-commit cleanup, and handoff to the shared GraalPython Bitbucket PR flow for PR creation,…

Create or continue a GraalPython Bitbucket pull request and drive it through Graal Bot tasks, gate start, gate monitoring, failure investigation, fixes, pushes, and gate reruns. Use after a branch is ready for internal GraalPython review, or when an…

Run the GraalPy ROTA import update workflow. Use when asked to refresh imports, create the standard Graal import update pull request, inspect generated commits, and hand off to the shared GraalPython Bitbucket PR flow for tasks, gates, and failure fixes.

Check gate status for a Bitbucket PR by resolving the PR head commit, finding the gate merge commit, inspecting builds on that merge commit, and summarizing root-cause failures with actionable next steps.

Complete CLI reference for the ADS AQUA command-line interface (ads aqua). Covers all model, deployment, evaluation, and fine-tuning commands with full parameter documentation. Triggered when user asks about CLI commands, wants to run AQUA operations from…

Deploy LLM models on OCI using AI Quick Actions (AQUA) - single model, multi-model, stacked (LoRA), with GPU shape selection, vLLM configuration, streaming, and tool calling. Triggered when user wants to deploy, update, or manage model deployments.

Evaluate LLM model quality using BERTScore, ROUGE, Perplexity, and Text Readability metrics on OCI AI Quick Actions (AQUA). Covers dataset preparation, evaluation job creation, and report interpretation. Triggered when user wants to evaluate or benchmark a…

Fine-tune LLM models using LoRA on OCI AI Quick Actions (AQUA). Covers dataset preparation (instruction, conversational, multimodal, tokenized formats), hyperparameter tuning, distributed training, and training metrics. Triggered when user wants to fine-tune…

Set up Prometheus and Grafana monitoring for AQUA vLLM model deployments on OCI. Covers the signing proxy, container registry setup, OCI Container Instance deployment, and PromQL dashboards. Triggered when user wants to monitor LLM deployments, view…

Register, list, get, and manage LLM models in OCI AI Quick Actions (AQUA) using the ADS SDK. Triggered when user wants to import models from HuggingFace or Object Storage, browse available models, or manage model catalog entries.

Diagnose and fix OCI AI Quick Actions (AQUA) issues including deployment failures, OOM errors, authorization problems, capacity issues, container errors, and policy misconfigurations. Triggered when user encounters errors or needs help debugging AQUA…

OCI Data Science service patterns including Jobs, Pipelines, Model Catalog, authentication, and the ADS SDK beyond AQUA. Triggered when user asks about OCI Data Science Jobs, ML Pipelines, model artifacts, conda environments, or general ADS SDK usage.

Reimport Native Image's vendored libcontainer from a newer JDK while preserving local adaptations in a reviewable commit stack. Use when performing a full libcontainer update, replaying Native Image changes onto new upstream sources, resolving reimport…

Build and troubleshoot GraalVM Native Image applications. Use this skill to build Java applications with GraalVM Native Image, configure CLI options, or resolve build or runtime issues.

Build GraalVM native images using the native-maven-plugin (org.graalvm.buildtools). Use this skill to build Java applications with Maven, configure pom.xml native image settings, run native tests, collect metadata, or resolve build or runtime issues.

Build GraalVM native images using Gradle Native Build Tools. Use this skill to build Java applications with Gradle, configure native-image build.gradle settings, or resolve build or runtime issues.

Professional companion for guiding users through designing, scoping, discovering, creating, validating, and extending Oracle AI Studio succession-management agentic apps. Use when the user asks to build a succession readiness workspace or app,…

Professional companion for guiding users through designing, scoping, discovering, creating, validating, and extending Oracle AI Studio warehouse-operations and shortage-management agentic apps. Use when the user asks to build a Warehouse Operations Workspace,…

Use for creating or modifying AI Studio app and workflow project resources, including agentic apps, workflows, business objects/BO nodes, policies, tools, connectors, approvals, document schemas, and function templates. Route requests, load the relevant…

Create Open Agent Spec / PyAgentSpec agents or flows from business requirements, natural-language product ideas, or integration intents. Use when Codex must turn plain-English intent into an Agent Spec artifact, refine an existing Agent Spec artifact, choose…

Generate and validate runnable DTrace scripts for Linux debugging and performance investigations in an agentic coding framework capable of using SKILLs. Use for incident response, root-cause analysis, latency triage, syscall/process/scheduler/I-O tracing, and…