Mcp Server Design
Use when designing or changing MCP tools, resources, prompts, permission tiers, write gates, cache/index surfaces, or agent harness integrations.
Design Brief Direction
Use when turning a vague product, page, brand, or UI request into a design direction, visual language, constraints, and decision-ready brief before implementation.
Runtime Index Cache Design
Use when designing or reviewing runtime reports, indexes, graphs, caches, artifact schemas, invalidation, canon promotion, generated evidence, or local-only runtime storage.
Pre Action Fact Gate
Use when risky edits need importers, schemas, owner search, blast radius, or rollback facts first.
Request Validation Error Contract
Use when changing backend request parsing, validation, error responses, exception mapping, or client-visible failure contracts.
Backend Change Safety
Use when changing backend services, modules, workers, scheduled jobs, integrations, queues, configuration, or server-side business logic.
Server Rendered Change
Use when changing backend-rendered web flows, controllers, templates, forms, sessions, redirects, validation, or server-side view contracts.
Ci Quality Gate
Use when deciding CI quality gates before merge, release, handoff, or publication.
Query Performance Review
Use when reviewing slow SQL, reporting queries, dashboard queries, API list/detail queries, exports, aggregates, joins, sort/pagination, full scans, N+1 patterns, or index choices.
Feature Slice Boundary
Use when changing or reviewing FSD, feature-sliced, vertical-slice, feature-first, route-level, module-level, or component-domain boundaries.
Forge Automation Control
Use when coordinating or automating resumable work through GitHub or Gitea issues, pull requests, actions, scheduled ticks, or local fallback runs.
Data Migration Integrity
Use when planning, reviewing, or verifying data migrations, backfills, warehouse transformations, reconciliation queries, idempotency, batching, rollback, or data repair.
Context Engineering Memory Design
Use when designing or reviewing agent instructions, context surfaces, prompt/cache budget, project memory, compaction behavior, durable memory promotion, or stale fact handling.
Frontend Accessibility Review
Use when reviewing or changing keyboard access, focus management, semantics, forms, dialogs, menus, announcements, contrast, reduced motion, or accessible interaction states.
Job Worker Reliability
Use when changing backend jobs, workers, queues, schedulers, consumers, retries, dead-letter handling, or long-running tasks.
Data Quality Observability
Use when designing or reviewing data quality checks, freshness alerts, anomaly detection, null/duplicate/orphan checks, quarantine, repair, or data incident handoff.
Test Fixture Data Design
Use when designing, reviewing, or repairing test fixtures, factories, mocks, seeds, snapshots, golden files, sample payloads, test databases, or fixture maintenance boundaries.
Monorepo Package Boundary
Use when changing or reviewing monorepo packages, workspace dependencies, package exports, internal libraries, build graphs, generated types, or cross-package release impact.
Design System Handoff
Use when turning Figma, brand, design-token, component-library, theme, variant, or visual-spec guidance into maintainable frontend implementation.
Data Pipeline Review
Use when reviewing analytics pipelines, ETL jobs, batch processing, data contracts, quality checks, dashboards, or reporting datasets.
Evidence Locator Integrity
Use when claims need reopenable locators, scan ranges, source boundaries, or evidence caveats.
Agent Orchestration Handoff
Use when splitting work across agents, subagents, workers, review passes, or long-running handoffs.
Data Contract Lineage Review
Use when reviewing dataset contracts, data lineage, source-of-truth ownership, freshness targets, schema/grain changes, or downstream consumer impact.
Api Contract Boundary
Use when implementing, debugging, or reviewing frontend/backend API integration, DTO mapping, mock-vs-remote behavior, payloads, adapters, or uncertain contracts.
Connector Integration Change
Use when changing API connectors, MCP adapters, webhooks, OAuth apps, import/export bridges, sync jobs, third-party integrations, or credential handling.
Ci Failure Triage
Use when diagnosing failing CI jobs, build pipelines, deployment checks, flaky tests, environment drift, or release automation failures.
Test Verification Strategy
Use when planning, reviewing, or repairing verification strategy, test scope, contract/manual checks, coverage gaps, risk-based selection, or release confidence.
Knowledge Retrieval Pipeline Review
Use when reviewing document ingestion, parsing, chunking, metadata, deduplication, embeddings, vector stores, retrieval quality, citations, or stale RAG/search indexes.
Skill Pack Governance
Use when adding, reorganizing, reviewing, or adopting skill packs, taxonomy categories, compatibility wrappers, references, translations, or install/sync behavior.
Database Change Safety
Use when changing database schema, migrations, SQL, reporting queries, stored procedures, seed data, or data integrity rules.
Frontend State Data Flow
Use when changing frontend state ownership, server/client cache behavior, data fetching, optimistic updates, URL state, loading/error/empty states, or stale UI bugs.
Deployment Release Check
Use when preparing, reviewing, or troubleshooting releases, deploys, rollbacks, feature flags, changelogs, package artifacts, migration gates, or post-deploy checks.
Design Reference Analysis
Use when analyzing screenshots, competitor sites, reference apps, visual samples, or design boards before implementing or refactoring UI.
Image To Code Handoff
Use when turning generated images, screenshots, mockups, reference boards, or Figma frames into implementation-ready UI specs and verification criteria.
Domain Model Change
Use when changing or reviewing domain entities, aggregates, value objects, services, policies, use cases, repositories, adapters, invariants, or transaction boundaries.
Flaky Test Triage
Use when diagnosing, reproducing, stabilizing, quarantining, or documenting flaky, nondeterministic, timing-dependent, or intermittent tests.
Browser Dom Change
Use when changing browser DOM behavior, jQuery flows, event handlers, selectors, forms, legacy plugins, or script-loaded UI.
Capability Witness History
Use when capability status needs witnesses, baselines, skipped states, or reliability history.
Boundary Review
Use when reviewing architecture boundaries, FSD layers, DDD modules, monorepo package ownership, dependency direction, or cross-module coupling.
Schema Migration Plan
Use when planning or reviewing database schema migrations, DDL, indexes, constraints, defaults, nullability, seeds, views, triggers, or expand/contract rollout.
Analytics Instrumentation Review
Use when reviewing tracking plans, event schemas, analytics instrumentation, funnels, cohorts, experiments, attribution, consent, or downstream metric impact.
Package Publish Readiness
Use when preparing, reviewing, or troubleshooting package publishing, release artifacts, metadata, registry dry-runs, generated bundles, binaries, or marketplaces.
Container Change Safety
Use when changing Dockerfiles, container images, Compose or Kubernetes manifests, service runtime config, healthchecks, volumes, networks, or containerized deployment behavior.
Knowledge Source Registry
Use when project knowledge sources need owner, status, freshness, locator, or evidence rules.
Observability Incident Triage
Use when triaging incidents, production errors, alerts, latency, error rates, queue backlogs, job failures, logs, metrics, traces, or post-incident runbooks.
Eval Harness Design
Use when agent evals need graders, pass@k, regression gates, or reliability evidence.
Brand Identity System
Use when defining, reviewing, or applying brand identity, typography, color, logo direction, iconography, voice, or visual identity rules for a product surface.
Data Integrity Constraints
Use when changing database constraints, keys, triggers, stored procedures, repair scripts, reconciliation queries, or application/database invariants.
Analytics Reporting Review
Use when reviewing metrics, dashboards, reports, KPI definitions, chart/table consistency, analytics queries, segmentation, freshness, or reporting caveats.
Git Worklog Guardrails
Use when staging files, committing, pushing, preparing PR text, release notes, or worklogs in a repository with local-only files or careful branch policy.