Parametric_Portal

Use for Bash 5.2+/5.3 scripts, shell CLIs, entrypoints, CI jobs, cron, text-processing pipelines, ShellCheck remediation, and shell reviews. Enforces strict mode, dispatch-table routing, fork-minimal primitives, atomic I/O, signal-safe cleanup, and pragmatic functional shell patterns.

Enforces C# + LanguageExt functional/ROP style, type discipline, runtime-record effects, Scrutor composition, and module organization standards. Use when writing, editing, reviewing, refactoring, or debugging .cs modules, implementing domain models, sealed DU hierarchies, Eff/Fin/Validation pipelines, or configuring .csproj, analyzers, or DI.

Use for PostgreSQL 18 SQL, migrations, DDL, functions, RLS policies, indexes, query plans, extensions, and SQL embedded in TypeScript via @effect/sql-pg. Enforces set-algebraic queries, schema-level invariants, current PostgreSQL features, extension-first design, tenant security, observability, and migration safety.

Enforces Python + expression style, type discipline, error handling, concurrency, and module organization standards. Use when writing, editing, reviewing, refactoring, or debugging .py/.pyi modules, implementing domain models, ROP pipelines, Protocol-driven services, or configuring pyproject.toml, Ruff, or ty.

Enforces TypeScript + Effect functional/ROP style, type discipline, polymorphic surfaces, and module organization standards. Use when writing, editing, reviewing, refactoring, or debugging .ts/.tsx modules, implementing domain models, Effect services, persistence adapters, or boundary handlers, or configuring TypeScript, Effect, or lint/type-check posture.

Generates and validates project documentation: READMEs, ADRs, changelogs, ARCHITECTURE.md, and code documentation. Use when creating, updating, or reviewing any non-code markdown artifact, README file, architecture decision record, ARCHITECTURE document, CHANGELOG entry, or code documentation (docstrings, XML docs, TSDoc). Activates for: (1) scaffolding README, CHANGELOG, ADR, CONTRIBUTING, ARCHITECTURE, or SECURITY files; (2) writing or reviewing doc comments on exported APIs; (3) auditing documentation coverage or staleness; (4) generating release notes from commit history.

Generates dense law-driven test suites for Effect modules via algebraic PBT using Vitest, @effect/vitest, fast-check. Enforces 175 LOC cap, 95% per-file coverage, mutation kill-ratio via Stryker. Use when writing/reviewing spec files, adding coverage, generating property tests, debugging flakes, or scaffolding unit/integration/E2E tests from templates.

Generates and validates production-ready multi-stage Dockerfiles and .dockerignore files with BuildKit features, pnpm monorepo support, OCI labels, and security hardening. Use when creating, editing, reviewing, or validating Dockerfiles for Node.js, Python, Go, Java, or Rust.

Generates and validates GitHub Actions workflows and custom actions (composite/Docker/JavaScript) with SHA-pinned supply chain security, SLSA attestation, OIDC federation, and harden-runner enforcement. Use when creating, editing, reviewing, or validating CI/CD pipelines, reusable workflows, monorepo CI patterns, container build/deploy orchestration, or advanced triggers (workflow_run, dispatch, ChatOps).

Generates and validates production-ready Pulumi K8s TypeScript resources following deploy.ts patterns, and diagnoses runtime cluster issues. Use when creating Deployments, Services, Ingress, Gateway API, HPA, ConfigMaps, Secrets, PVCs, DaemonSets, NetworkPolicies, PDBs, ValidatingAdmissionPolicies, ComponentResources, validating existing infra code, or debugging deployed K8s/EKS workloads.

Generates and validates PromQL queries with RED/USE/SLO patterns, native histograms, recording rules, and alerting expressions. Use when creating, reviewing, or validating PromQL queries, recording rules, or alerting expressions.

Creates Claude Code hooks executing shell commands, prompt evaluations, or multi-turn agents at 15 lifecycle events. Use when building PreToolUse validation, PostToolUse formatting, PermissionRequest auto-approval, Stop/SubagentStop evaluation, TeammateIdle prevention, TaskCompleted gating, Setup provisioning, SessionStart context injection, or deterministic agent control via blocking/non-blocking hooks.

Enforces LLM-optimized style compliance for documentation and code. Use when creating/modifying markdown (headers, lists, Dictums, separators), code organization (comments, dividers, naming), or validating voice (grammar, tone, imperative phrasing) and formatting against taxonomy/whitespace standards.

Queries version-specific library documentation from Context7. Use when fetching API references, code examples, or conceptual guides for npm/PyPI packages. Resolves library IDs, retrieves docs by topic. Not for web search.

Executes semantic web search via Exa AI Python CLI. Use when searching for current information, code examples, API documentation, finding similar pages, or generating AI answers with citations. Supports fast/deep/neural search.

Executes GitHub operations via gh CLI 2.62+ Python wrapper for issues, PRs, workflows, projects, releases, cache, labels, discussions, and search. Use when managing repository lifecycle, reviewing code, triggering CI/CD, or querying GitHub API.

Executes Hostinger API operations managing VPS instances, Docker Compose, DNS, domains, billing, firewalls, SSH keys, snapshots. Use when controlling virtual machines, containers, domain configuration, or hosting infrastructure.

Generates production-ready n8n 2.0+ workflow JSON with nodes, connections, AI agents, RAG pipelines, Task Runners, MCP clients, and validation. Use when building workflow automations, scaffolding LangChain agents with tools/memory, implementing RAG retrieval systems, or converting requirements to n8n JSON.

Queries Nx monorepo metadata via Python CLI: workspace projects, affected detection, dependency graphs, project.json configs, generator schemas. Use when analyzing monorepo structure, optimizing CI via affected projects, or inspecting workspace topology.

Queries Perplexity AI via sonar/sonar-pro/sonar-deep-research/sonar-reasoning-pro models. Use when conducting cited web research, deep technical reports, or complex reasoning problems requiring up-to-date sources.

Executes SonarCloud API operations for quality gates, issues, metrics, analysis history, and security hotspots. Use when checking code quality, inspecting bugs/vulnerabilities, retrieving coverage/complexity metrics, or viewing project security status.

Executes Tavily AI search, extraction, crawling, mapping, and deep research via Python CLI. Use when web search, URL content extraction, site crawling, or multi-step research needed.

Creates Claude Code agent files (.claude/agents/*.md) with YAML frontmatter, tool permissions, and system prompts. Use when building new agents, configuring agent frontmatter, writing agent system prompts, or setting agent tool permissions.

Generates slash commands with YAML frontmatter, $ARGUMENTS/positional params, and tool permissions. Use when creating .claude/commands/*.md files or fixing command routing.

Orchestrates two-round parallel agent research with Exa orientation, breadth-first discovery, and depth-focused synthesis. Use when conducting comprehensive research, exploring complex topics requiring multi-source validation, or synthesizing findings from distributed investigation streams.

Generates LogQL queries for Grafana Loki 3.0-3.6 log aggregation and metric extraction. Use when building Loki queries, dashboards, alerts, or optimizing pipeline performance with bloom filters, structured metadata, pattern matching, and approx_topk aggregations.

Generates Mermaid v11+ diagrams with YAML frontmatter, ELK layout, and Dracula theming across 22 types: flowcharts, sequence diagrams, state machines, ER diagrams, class diagrams, mindmaps, block diagrams, journey maps, requirement diagrams, pie charts, quadrant charts, sankey diagrams, XY charts, radar charts, gantt charts, treemaps, C4 architecture, architecture-beta, packet-beta, timelines, gitgraph, and kanban boards. Use when visualizing logic flows, system architecture, state transitions, data relationships, temporal sequences, user journeys, project timelines, network protocols, or any structured diagram requiring theming, classDef styling, and WCAG 2.1 accessibility with accTitle and accDescr annotations.

Generates Pulumi TypeScript observability infrastructure for Grafana Alloy 1.13, Prometheus 3.5+, Grafana 12.3 across K8s/Docker. Use when deploying metrics stacks, provisioning alert rules/dashboards, or migrating cloud↔selfhosted observability.

Creates structured output formats (JSON/YAML/Markdown-KV/XML) and response style scope configurations via accuracy-token tradeoff analysis. Use when defining agent schemas, building CLAUDE.md output sections, configuring hierarchy overrides, or standardizing serialization patterns across agents/commands.

Orchestrates concurrent workstreams via Task tool, decomposing non-trivial requests into 3-10 parallel agents with independent scopes. Use when multiple investigative paths, validation layers, research/analysis/debugging exceed trivial scope, or implementation planning requires facet exploration.