LerianStudio

@lerianstudio source repo

105 skills
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6 hours ago last updated

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Ring Dev Sre · lerianstudio
Gate 2 of the development cycle. VALIDATES that observability was correctly implemented by developers. Does NOT implement observability code - only validates it.

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Ring Dev Devops · lerianstudio
Gate 1 of the development cycle. Creates containerization, local development setup, and CI/CD configuration using the ring:devops-engineer agent.

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Ring Dev Testing · lerianstudio
Gate 3 of development cycle - ensures unit test coverage meets threshold (85%+) for all acceptance criteria using TDD methodology.

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Ring Dev Refactor · lerianstudio
Analyzes codebase against standards and generates refactoring tasks for ring:dev-cycle.

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Ring Pre Dev Full · lerianstudio
Complete 9-gate pre-dev workflow for large features (≥2 days)

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Ring Brainstorming · lerianstudio
Socratic design refinement - transforms rough ideas into validated designs through structured questioning, alternative exploration, and incremental validation.

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Ring Dev Validation · lerianstudio
Development cycle validation gate (Gate 5) - validates all acceptance criteria are met and requires explicit user approval before completion.

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Ring Pre Dev Feature · lerianstudio
Lightweight 4-gate pre-dev workflow for small features (<2 days)

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Ring Handoff Tracking · lerianstudio
Create detailed handoff documents for session transitions. Captures task status, learnings, decisions, and next steps in a structured format.

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Ring Linting Codebase · lerianstudio
Parallel lint fixing pattern - runs lint checks, groups issues into independent streams, and dispatches AI agents to fix all issues until the codebase is clean.

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Ring Pre Dev Research · lerianstudio
Gate 0 research phase for pre-dev workflow. Dispatches 3 parallel research agents to gather codebase patterns, external best practices, and framework documentation BEFORE creating PRD/TRD. Outputs research.md with file:line references.

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Ring Visual Explainer · lerianstudio bundle
Generate beautiful, self-contained HTML pages that visually explain systems, code changes, plans, and data. Use when the user asks for a diagram, architecture overview, diff review, plan review, project recap, comparison table, or any visual explanation of technical concepts. Also use proactively when you are about to render a complex ASCII table (4+ rows or 3+ columns) — present it as a styled HTML page instead.

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Ring Dev Feedback Loop · lerianstudio
Captures metrics and learnings from completed development cycles. Enables continuous improvement by analyzing patterns across cycles.

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Ring Interviewing User · lerianstudio
Proactive requirements gathering - systematically interviews the user to uncover ambiguities, preferences, and constraints BEFORE implementation begins.

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Ring Dev Implementation · lerianstudio
Gate 0 of the development cycle. Executes code implementation using the appropriate specialized agent based on task content and project language. Handles TDD workflow with RED-GREEN phases. Follows project standards defined in docs/PROJECT_RULES.md.

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Ring Exploring Codebase · lerianstudio
Autonomous two-phase codebase exploration - first discovers natural perspectives (layers, components, boundaries), then dispatches adaptive deep-dive explorers based on what was discovered. Synthesizes findings into actionable insights.

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Ring Pre Dev API Design · lerianstudio
Gate 4: API contracts document - defines component interfaces and data contracts before protocol/technology selection. Large Track only.

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Ring Pre Dev Data Model · lerianstudio
Gate 5: Data structures document - defines entities, relationships, and ownership before database technology selection. Large Track only.

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Ring Pre Dev Feature Map · lerianstudio
Gate 2: Feature relationship map - visualizes feature landscape, groupings, and interactions at business level before technical architecture.

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Ring Using Git Worktrees · lerianstudio
Isolated workspace creation - creates git worktrees with smart directory selection and safety verification for parallel feature development.

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Ring Using Ring Opencode · lerianstudio
Skill discovery workflow and agent dispatch patterns for every conversation.

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Ring Pre Dev Prd Creation · lerianstudio
Gate 1: Business requirements document - defines WHAT/WHY before HOW. Creates PRD with problem definition, user stories, success metrics.

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Ring Pre Dev Trd Creation · lerianstudio
Gate 3: Technical architecture document - defines HOW/WHERE with technology-agnostic patterns before concrete implementation choices.

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Ring Receiving Code Review · lerianstudio
Review reception protocol - requires technical verification before implementing suggestions. Prevents performative agreement and blind implementation.

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Ring Pre Dev Dependency Map · lerianstudio
Gate 6: Technology choices document - explicit, versioned, validated technology selections with justifications. Large Track only. HARD BLOCK: Must load Ring Standards and PROJECT_RULES.md before proceeding.

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Ring Pre Dev Task Breakdown · lerianstudio
Gate 7: Implementation tasks - value-driven decomposition into working increments that deliver measurable user value.

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Ring Requesting Code Review · lerianstudio bundle
Gate 4 of development cycle - dispatches 6 specialized reviewers (code, business-logic, security, test, nil-safety, consequences) in parallel for comprehensive code review feedback.

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Ring Pre Dev Subtask Creation · lerianstudio
Gate 8: Zero-context implementation steps - 2-5 minute atomic subtasks with complete code, exact commands, TDD pattern. Large Track only.

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Ring Validating Acceptance Criteria · lerianstudio
Validating a completed task against its acceptance criteria, mapping each AC to evidence, and gating completion on explicit user sign-off (self-approval prohibited). Gate 5 of ring:running-dev-cycle / ring:running-dev-cycle-frontend, run at task cadence after ring:reviewing-code. Use when implementation and tests are done and you need approval to close the task. Skip outside a dev-cycle, or for doc-only or non-code tasks.

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Ring Planning Codebase Simplification · lerianstudio
Planning a whole-codebase simplification: audits a Go/TS codebase for needless abstraction and emits a KILL/REVIEW/KEEP plan plus a ring:running-dev-cycle task array. Plans only — no edits. Detects single-impl interfaces, pass-through shims, translation-free adapters, and dead-code cascade chains under an inverted burden of proof. Use for pre-public or post-pivot cleanup. Skip for current diff review (use ring:reviewing-code).

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Ring Adopting Lib Commons Huma Wrapper · lerianstudio
Adopting the lib-commons/v5 shared Huma (OAS 3.1) OpenAPI wrapper + RFC 9457 problem model (commons/net/http/{openapi,problem}) in a Lerian Go service: wire openapi.New/ServeSpec + problem.Install (central >=500 scrub) on BOTH runtime and spec-gen paths, the per-rail problem.MapError flex seam, and rename-only spec regen. Orchestrates a gated cycle dispatching ring:backend-go. Use for greenfield Huma or migrating a service off a local openapi/humaerr wrapper. Skip for non-Go or non-HTTP work.

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Ring Planning Backend Refactor · lerianstudio
Planning a backend refactor: audits an existing Go or TypeScript backend against Ring/Lerian standards and produces a prioritized task list (findings.md + tasks.md) ready for ring:running-dev-cycle. Plans only — no edits. Use when an existing backend service needs to meet standards or an audit is requested. Skip for greenfield projects, single-file fixes, or frontend (use ring:planning-frontend-refactor).

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Ring Validating UX Completeness · lerianstudio
Validating that UX specifications are complete before technical design: a read-only checklist over wireframes, states, responsive behavior, accessibility, and component-library alignment, emitting a DESIGN VALIDATED / NEEDS REVISION verdict to design-validation.md. Standalone utility — run after a product-designer pass and before the TRD when the feature has UI; the pre-dev orchestrators recommend it when the feature has UI. Use to check UI design completeness. Skip for backend-only, API-only, or no-UI work.

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Ring Planning Frontend Refactor · lerianstudio
Planning a frontend refactor: audits an existing React/Next.js frontend against Ring standards (architecture, design system, accessibility, testing) and produces a prioritized task list (findings.md + tasks.md) for ring:running-dev-cycle-frontend. Plans only — no edits. Use when an existing frontend needs to meet standards or an audit is requested. Skip for greenfield, single-file fixes, or backend (use ring:planning-backend-refactor).

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Ring Reviewing Operational Risk · lerianstudio bundle
Reviewing a Go/TS service's operational risk by mapping integration failure points (external HTTP calls, queue consumers, outbound webhooks), simulating stuck intermediate states for each entity in a flow, and classifying each scenario into tiers — then emitting operational runbooks (Tier 2) or gap specs (Tier 3). Two entry modes: explore an existing codebase, or read a dev-cycle plan.md and epic artifacts. Use before production hardening, incident retros, or at dev-cycle end. Skip for prototypes, pure libraries, or when no integration boundaries exist.

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Ring Running Dev Cycle Frontend · lerianstudio
Running the frontend (React/Next.js/TS) dev cycle from a plan.md (ring:writing-plans format; legacy tasks.md only for in-flight cycles) or backend handoff: drives frontend agents through Gate 0 TDD plus accessibility/visual/E2E/perf checks, Gate 7 parallel review, and Gate 8 user validation, with rolling-wave phase boundaries. Use when starting or resuming a gated frontend dev cycle. Skip for backend (use ring:running-dev-cycle) or docs-only work.

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Ring Creating Grafana Dashboards · lerianstudio bundle
Authoring Grafana dashboards for Go services instrumented with lib-observability telemetry (tracing, metrics, log), plus a reference mode for RED/USE panel patterns and Grafonnet templates. Sweep mode inventories telemetry, runs PM deliberation on themes/SLIs/alerts, authors Grafonnet libsonnet compiled to JSON, and installs a CI drift gate. Use when scaffolding dashboards. Skip when the service is non-Go or emits no telemetry.

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Ring Pinning Dependency Versions · lerianstudio
Pinning an explicit versioned dependency manifest (dependencies.md plus PROJECT_RULES.md): exact package versions, CVE and license checks, compatibility matrices, and per-component cost analysis against Ring Standards. Gate 6 of ring:planning-large-features; runs after ring:designing-data-model, before ring:writing-plans. Use when the schema is validated and you are about to lock products and versions. Skip for Small Track or when versions are already locked.

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Ring Auditing Production Readiness · lerianstudio bundle
Auditing a service's production readiness against Ring engineering standards across base dimensions plus a conditional multi-tenant dimension, then emitting a scored report and an HTML dashboard. Use before production deploy, periodic review, onboarding, or a major release. Skip for prototypes, libraries, or single-dimension checks.

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Ring Testing Skills With Subagents · lerianstudio
Hardening a skill so it resists rationalization under pressure: run combined-pressure scenarios on a subagent without the skill (RED), capture excuses verbatim, write/edit the skill (GREEN), then plug loopholes (REFACTOR) until compliance holds. Use when deploying or editing a discipline-enforcing skill that an agent could rationalize away. Skip for pure reference skills with no rules to violate.

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Ring Auditing Dependency Security · lerianstudio
Auditing a dependency for supply-chain risk before install (pip/npm/go/cargo): checks typosquatting, maintainer/age risk, vulnerability DBs (OSV, GHSA, Socket), and lockfile hash pinning, then emits a risk score and approve/conditional/escalate/block decision. Use when adding or updating a dependency, reviewing a dependency PR, or investigating a compromise. Skip when no new dependency is involved or it is already vetted.

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Ring Declaring Plugin Permissions · lerianstudio bundle
Interactively authoring an access-manager permission-declaration manifest (permissions.yaml) for the access-manager "inversão de responsabilidade": drives a plugin team through discovering its real Authorize() surface, normalizing every action to the SEMANTIC standard (never HTTP verbs), declaring roles/group grants and the M2M contract, then emits and validates a manifest that matches the lib-auth/v3 auth/declaration schema. Use when a plugin must publish its own permissions at boot (WireFromEnv) instead of the access-manager seed owning them, or when writing/fixing a permissions.yaml. It also bumps the repo's github-actions-shared-workflows CI pin to the release carrying the permission-manifest nudge. Skip when the plugin has no auth guards, or you only need the wiring (see WireFromEnv) and the manifest already exists.

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Ring Migrating To Lib Systemplane · lerianstudio
Migrating Lerian Go services from .env/YAML operational knobs (log levels, feature flags, rate limits, timeouts) to the lib-systemplane hot-reloadable runtime config client, wiring the migration-only make systemplane-ddl pipeline (runtime DDL forbidden in v1.6.0+). Orchestrates an 11-gate cycle dispatching ring:backend-go. Use when adding hot-reloadable config or migrating off v4 systemplane. Skip for non-Go or static-only config.

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Ring Mapping Feature Relationships · lerianstudio
Mapping how features relate and phasing the work: categorizing PRD features, grouping them into domains, charting cross-feature journeys, dependencies, and integration points, and defining the binding Phases that plan.md mirrors one-to-one at Gate 7. Gate 2 of ring:planning-large-features; runs after ring:writing-prds, before ring:writing-trds. Use for Large Track features with multiple interacting parts. Skip for Small Track or a single simple feature.

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Ring Applying Composition Patterns · lerianstudio
React composition patterns that scale. Avoid boolean prop proliferation by using compound components, lifting state, and composing internals. Use when refactoring components with boolean prop proliferation, building flexible component libraries, or during architecture review. Skip for simple components with 1-2 props or non-React code.

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Ring Instrumenting Streaming Events · lerianstudio
Instrumenting streaming events: wires lib-streaming event emission end-to-end into a Lerian Go service via a 13-gate cycle (catalog, Builder bootstrap, Emit sites, outbox, HTTP manifest, NoopEmitter fallback, integration and chaos tests), dispatching ring:backend-go under TDD. Consumes the validated instrumentation-map.json from ring:mapping-streaming-events. Use after that map exists. Skip for non-Go or when no map is present.

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Ring Migrating To Lib Observability · lerianstudio
Migrating a Lerian Go app off lib-commons observability imports (deprecated shims or removed APIs) to lib-observability via a fixed mapping table, then bumps go.mod and validates the build; ring:backend-go applies the edits. Covers log/zap/runtime/assert, opentelemetry/tracing, HTTP middleware, context helpers, and direct systemplane import moves. Use when lib-commons observability imports remain or the build breaks on removed APIs.

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Ring Adding Multi Tenancy · lerianstudio
Adding database-per-tenant isolation into a Go service end-to-end via an 11-gate cycle: detects the stack, audits compliance, then dispatches backend agents to implement tenantId-from-JWT routing through the lib-commons v5 dispatch layer (config, middleware, repositories, metrics, tests) and runs reviewers. Use when adding tenant isolation to a Go service. Skip for non-Go services or organization_id-style soft tenancy.

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Ring Creating Helm Charts · lerianstudio
Creating Helm charts to Lerian conventions via ring:helm: standardized chart structure, full env-var coverage from .env.example, security defaults (runAsNonRoot, readOnlyRootFilesystem), ClusterIP-only services, and health probes; validates helm lint and template render. Use when creating, modifying, or reviewing a chart, or migrating docker-compose to Helm. Skip for app-code-only changes or docker-compose-only deployments.

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Ring Hardening Dockerfiles · lerianstudio
Hardening Dockerfiles to reach Docker Hub Health Score grade A: enforcing a non-root USER, minimal/distroless multi-stage base images, no fixable critical/high CVEs, no AGPL-3.0 deps, and SBOM+provenance attestations. Use when creating a new Dockerfile, auditing one for security, or preparing images for Docker Hub publication. Skip when the project has no Dockerfile, changes are app-code-only, or you consume pre-built images.

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Ring Using Lib Systemplane · lerianstudio
Using lib-systemplane, the hot-reload runtime-config plane (Postgres LISTEN/NOTIFY or MongoDB change streams), in two modes. Sweep Mode detects DIY config reload (SIGHUP, fsnotify, viper, pgx LISTEN), manual tenant-scoping, hand-built admin CRUD, and v4 residue. Reference Mode catalogs client lifecycle and migration-only provisioning. Go-only. Gated migration goes to ring:migrating-to-lib-systemplane. Skip for non-Go.

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Ring Test Driven Development · lerianstudio
Enforcing the RED-GREEN-REFACTOR loop: write one failing test and watch it fail, write minimal code to pass, then refactor green. Use when starting implementation of a new feature or bugfix, or writing any new production code. Requires pasted failure output as proof of RED; code written before its test must be deleted, not stashed. Skip for exploratory spikes or when only modifying existing tests.

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Ring Designing API Contracts · lerianstudio
Designing the API contract as a real OpenAPI 3.1 specification (openapi.yaml with full paths, operations, schemas, components, Lerian error envelope, and auth schemes) from the validated TRD. Gate 4 of ring:planning-large-features, Large Track only; runs after ring:writing-trds, before ring:designing-data-model. Use when a system exposes APIs that components or clients consume. Skip for Small Track, a system with no API surface, or an unvalidated TRD.

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Ring Planning Large Features · lerianstudio
Planning the 8-gate Large Track pre-dev workflow (research, PRD, feature map, TRD, API contract, data model, dependency map, plan) with per-gate human approval. Use for features 2+ days that add dependencies, data models, multi-service integration, or new architecture. Skip for small features (use ring:planning-small-features). Plans only — no edits.

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Ring Planning Small Features · lerianstudio
Planning the lightweight 4-gate Small Track pre-dev workflow (research, PRD, TRD, plan) with human approval and state tracking at each gate. Use for features under 2 days that reuse existing patterns and add no new dependencies, data models, or services. Skip for larger or complex features — use ring:planning-large-features instead. Plans only — no edits.

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Ring Reconciling Predev Docs · lerianstudio
Reconciling pre-dev artifacts (research.md, prd.md, feature-map.md, trd.md, openapi.yaml, schema file, dependencies.md, plan.md) against each other to surface contradictions and gaps that break implementation, then applying approved corrections before ring:running-dev-cycle. Use after ring:planning-small-features or ring:planning-large-features. Skip for end-user docs (use ring:reviewing-docs), code review (use ring:reviewing-code), or before the docs exist.

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Ring Applying Voice And Tone · lerianstudio
Applying the technical-writing voice and tone style guide: second person, present tense, active voice, short sentences, sentence-case headings, product/entity capitalization, contractions, and sparing emphasis. Use when checking voice/tone compliance, writing new docs, or reviewing docs for style. Skip when checking structure only (use ring:structuring-documentation) or technical accuracy only (use the docs-reviewer agent).

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Ring Using Lib Observability · lerianstudio
Using lib-observability v1.1.0, Lerian's OpenTelemetry foundation (lib-commons, lib-systemplane, lib-streaming depend on it), in two modes. Sweep Mode detects DIY zap/slog logging, raw OTel metrics, hand-rolled redaction, and hard-coded attribute strings. Reference Mode catalogs the log, metrics, zap, redaction, and constants packages. Go-only. Skip for non-Go or assert/runtime/tracing.

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Ring Mapping Streaming Events · lerianstudio
Mapping the eventable points in a Lerian Go service where lib-streaming should emit past-tense, durable, tenant-scoped business events, producing a PM-validated event catalog and instrumentation-map.json for ring:instrumenting-streaming-events. Three-pass discovery (Survey, Slice, Mark) with a scope fence and delivery postures. Use to inventory eventable points. Skip on non-Go, infra-only, or consumer-only services.

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Ring Generating Release Guides · lerianstudio
Generating an internal Operations-facing update/migration guide from the git diff between two refs, documenting per-change client impact, deploy ordering, monitoring, and rollback notes in English, pt-br, or both. Use when preparing a version release or recording what changed for the Ops team. Runs read-only by default and previews before writing. Skip with no git repo or a trivial single-file change.

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Ring Structuring Documentation · lerianstudio
Structuring documentation: content hierarchy, overview/conceptual/task page structures, section dividers, navigation, tables-vs-lists, code placement, cross-linking, and page-length targets. Use when planning doc structure, organizing a content hierarchy, splitting content across pages, or designing navigation. Skip when writing the actual content, or checking voice (use ring:applying-voice-and-tone).

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Ring Generating Pr Descriptions · lerianstudio
Generating pull request descriptions from git branch changes with automatic title generation, change-type detection, and smart analysis. Uses branch-only scope to avoid full history analysis. Use when preparing a PR for review. Skip when the PR is a single trivial commit or description already exists.

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Ring Checking Frontend Quality · lerianstudio
Checking frontend quality against changed UI via ring:qa-frontend in accessibility, visual, e2e, or performance mode and aggregating pass/fail verdicts. Use when a frontend change needs standalone a11y, visual-snapshot, Playwright e2e, or Lighthouse/Core-Web-Vitals validation outside the dev cycle. Skip for backend-only or non-UI work, or inside ring:running-dev-cycle-frontend, which already runs these in Gate 0.

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Ring Detecting Goroutine Leaks · lerianstudio
Detecting goroutine leaks in Go: greps for goroutine patterns, audits goleak coverage (VerifyTestMain/VerifyNone), runs goleak, and dispatches ring:backend-go to fix leaks and add regression tests. Use after implementation or during review when code spawns goroutines or a leak is suspected. Runs before ring:reviewing-code. Skip for non-Go or code with no goroutines. Skip for panic/silent-death observability (use ring:using-runtime).

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Ring Mapping Service Resources · lerianstudio bundle
Mapping a Go service's Service -> Module -> Resource hierarchy for dispatch-layer registration: detects modules and per-module PostgreSQL/MongoDB/RabbitMQ resources, database names, and shared databases, generates MongoDB index migration pairs (.up.json/.down.json), detects existing Postgres migrations, emits an HTML report, and offers opt-in S3 upload. Use before ring:adding-multi-tenancy on a new service. Skip for non-Go projects.

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Ring Committing Changes · lerianstudio
Commit changes with scope allowlist enforcement, atomic grouping, GPG-signed conventional commits, and trailer management. Detects the repo's PR-validation scope policy before proposing any message. Use when the user asks to commit or has changes ready to record. Skip when the working tree is clean or the user wants raw git commands without grouping.

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Ring Creating Worktrees · lerianstudio
Creating an isolated git worktree for parallel branch work: selects the directory by priority order, verifies/adds .gitignore safety, auto-installs the detected toolchain's dependencies, runs a baseline test, and reports readiness. Use before a feature that needs isolation from the main workspace or before executing an implementation plan. Skip for a quick fix on the current branch or when already in the feature's worktree.

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Ring Applying Licenses · lerianstudio bundle
Applying or switching a repository's license (Apache 2.0, Elastic License v2, or Proprietary): rewrites the LICENSE file, updates Go/TS source headers, sets SPDX identifiers, and validates consistency after user confirmation. Use when asked to set, apply, or switch a license, or when scaffolding a service with no LICENSE. Skip when license, headers, and SPDX already match, or for non-code repos.

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Ring Running Dev Cycle · lerianstudio bundle
Running the backend dev cycle: implements every task in a rolling-wave plan.md (ring:writing-plans format) for a Go/TS service, driving specialist agents through Gate 0 implementation/TDD, Gate 8 parallel review, and Gate 9 validation per epic, elaborating later phases at each phase boundary. Use when starting or resuming a gated backend dev cycle with a plan.md (legacy tasks.md only for cycles already in flight; new cycles need the canonical plan format). Skip for frontend (use ring:running-dev-cycle-frontend) or docs-only work.

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Ring Using Lib Commons · lerianstudio bundle
Using lib-commons v5, Lerian's shared Go library (non-observability surface), in two modes. Sweep Mode detects DIY code replaceable by lib-commons at file:line. Reference Mode catalogs lifecycle (Launcher), outbox repo, circuit breakers, tenant management, idempotency, security/TLS, database, and HTTP toolkit. Observability moved to ring:using-lib-observability. Go-only. Skip for non-Go.

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Ring Engineering Prompts · lerianstudio
Expert prompt engineering and optimization for LLMs and AI systems. Covers core patterns (zero-shot, few-shot, CoT, role-playing, constitutional, tree-of-thoughts), common use cases, and a three-phase process. Use when crafting or optimizing prompts for AI systems. Skip when the prompt is trivial or already performing well.

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Ring Exploring Codebases · lerianstudio
Exploring a codebase across phases: scopes the target, detects architecture, components, and layers, deep-dives each discovered perspective, then synthesizes findings into actionable guidance with file:line evidence. Use to understand how a feature or system works before planning changes, or to orient on an unfamiliar codebase. Skip for a single signature lookup, a file-exists check, or reading an error from a known file.

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Ring Implementing Tasks · lerianstudio
Implementing a single planned task (Task N.M.T) end-to-end: selects the right backend agent by language and service type, drives one TDD RED->GREEN turn, then verifies coverage, lint, license headers, runtime, and delivery before handoff. Runs as Gate 0 before ring:reviewing-code. Use to drive ONE task inside an already-running cycle. Skip when asked to implement a whole plan.md or multiple tasks (use ring:running-dev-cycle).

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Ring Managing Dev Cycle · lerianstudio
Managing an in-progress development cycle without driving it: status reports phase, epic/gate progress, assertiveness, and elapsed time from current-cycle.json; cancel confirms, marks the cycle cancelled, and writes a partial feedback report. Use when checking the status of, or cancelling, a running dev cycle. Skip when no cycle is active or the question is general project status, not cycle-specific.

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Ring Generating Llms Txt · lerianstudio
Generating or auditing a repository's llms.txt per the llmstxt.org spec, and creating CLAUDE.md / AGENTS.md when missing, by analyzing README, build files, docs, and API surface. Use when creating an llms.txt, auditing an existing one for spec compliance and live links, or improving a repo's AI readability. Skip when the llms.txt is current, the task is code-only with no doc scope, or the repo needs no LLM discoverability.

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Ring Implementing Readyz · lerianstudio
Implementing the canonical /readyz readiness-probe contract across Go, TypeScript, and Next.js via a 12-gate cycle: detects stack, audits compliance, then dispatches agents to build the dependency probe, url.Parse TLS detection, ValidateSaaSTLS enforcement, metrics, startup self-probe, and graceful drain, then runs reviewers. Use when a service lacks or has incomplete /readyz. Skip for libraries, CLI tools, or batch jobs.

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Ring Using Lib Streaming · lerianstudio
Using lib-streaming, Lerian's producer-only event publication library (Kafka/SQS/RabbitMQ/EventBridge), in two modes. Sweep Mode detects DIY publishers (franz-go, sarama, amqp091, watermill, raw AWS SDK) and re-rolled manifests/breakers. Reference Mode catalogs the Builder/Emitter/Catalog facade. Companion to ring:instrumenting-streaming-events. Go-only. Skip for non-Go or consumer-only.

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Ring Writing Dev Reports · lerianstudio
Writing a structured markdown dev report for a completed development epic: reads accumulated epic metrics (TDD, coverage, delivery, lint, file-size, license), computes a quality score with tiers, and records root-cause and next-cycle improvements. Use after an epic completes in ring:running-dev-cycle or when asked for a development feedback report. Skip for documentation-only epics or outside a dev cycle.

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Ring Designing Data Model · lerianstudio
Designing the physical data model as a real stack-native schema (schema.sql with CREATE TABLE DDL, indexes, and constraints for Postgres/Go; schema.prisma for Prisma/TS; Postgres schema.sql as fallback) from the Gate 4 OpenAPI spec and TRD. Gate 5 of ring:planning-large-features; runs after ring:designing-api-contracts, before ring:pinning-dependency-versions. Use when the system stores persistent data. Skip for Small Track, no persistent data, or an unvalidated API contract.

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Ring Researching Features · lerianstudio
Researching the product/feature in depth before any planning document is written: the product itself, technical approach, third-party integrations, prior art, and existing codebase grounding (file:line refs) via parallel repo/web/docs agents using firecrawl and exa. Gate 0 of ring:using-pm-team (both tracks); runs before ring:writing-prds. Use before pre-dev planning a new feature or modification. Skip for trivial changes or when a recent research.md already exists.

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Ring Dispatching Workflows · lerianstudio
Executing a phased plan in rolling waves where each phase runs as one multi-agent workflow harness: the supervisor elaborates the phase into tasks against the real landed code, launches a workflow that implements with TDD and runs mandatory in-harness review plus an adversarial contrarian pass (and researchers when the phase hits an unknown) before returning verified work, then reviews it, checkpoints with the user, and rolls to the next phase. Use when each wave should be a reviewed multi-agent harness, not a lone subagent. Skip when one supervised subagent per wave suffices (ring:executing-plans) or the full gated cycle is wanted (ring:running-dev-cycle).

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Ring Opening Pull Requests · lerianstudio
Open a GitHub Pull Request with automatic base branch detection, scope allowlist enforcement, PR template filling, and post-create base verification. Replaces ring:generating-pr-descriptions. Use after pushing a branch when ready to open a PR. Skip if the branch is not yet pushed or there are uncommitted changes — commit first with ring:committing-changes.

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Ring Writing Plans · lerianstudio bundle
Writing a rolling-wave phased implementation plan from a spec before coding: a phase-epic-task hierarchy where Phase 1 is detailed into dispatch-ready tasks and later phases stay epic-level for elaboration during execution. Use when a multi-file feature needs decomposition; runs after ring:exploring-codebases or pre-dev gates, hands off to ring:executing-plans or ring:running-dev-cycle. Skip for single-file changes or spikes.

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Ring Using Assert · lerianstudio bundle
Using lib-observability/assert, Lerian's runtime assertion package, in two modes. Sweep Mode detects panic()/log.Fatal zero-panic violations, DIY invariant checks, hand-rolled domain predicates, and missing InitAssertionMetrics. Reference Mode catalogs the asserter lifecycle, domain predicates, observability trident, AssertionError unwrapping, and the panic-vs-assert-vs-error decision tree. Go-only. Skip for non-Go or frontend code.

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Ring Using Outbox · lerianstudio
Using the transactional-outbox pattern across lib-streaming (writer) and lib-commons/v5/commons/outbox (repository + relay), in two modes. Sweep Mode detects DIY outbox tables, hand-rolled relay loops, send-and-pray emits, missing WithOutboxTx wrapping, and broker calls inside DB transactions. Reference Mode catalogs the writer/repository/envelope API and relay wiring. Go-only. Skip for non-Go or read-only services.

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Ring Using Pm Team · lerianstudio
Routing feature planning through the ring-pm-team pre-dev workflow: choosing the Small Track (4 gates, <2 days) or Large Track (8 gates, 2+ days) and entering via ring:planning-small-features or ring:planning-large-features. Indexes pre-dev gates, standalone utilities, and research agents. Use when starting a feature that needs systematic planning. Skip for quick exploratory work, known-solution bug fixes, or trivial changes.

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Ring Using Tw Team · lerianstudio
Using the ring-tw-team plugin and orchestrating its documentation specialists in parallel: guide-writer (guides/concepts/tutorials), api-writer (REST API reference), and docs-reviewer (quality review). Use when creating functional or API documentation, or reviewing doc quality. Skip when writing code (use dev-team) or writing plans (use pm-team).

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Ring Reviewing Code · lerianstudio bundle
Reviewing code by dispatching the default reviewer subagents in parallel (plus conditional specialists for lib-observability, lib-systemplane, or lib-streaming when the diff triggers them), then aggregating findings by severity into a report. Use as Gate 8 of ring:running-dev-cycle at epic cadence over the cumulative diff, or before merging. Report-only. Skip for a single-command Go pre-merge verdict (use ring:verifying-code).

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Ring Searching Code · lerianstudio
Forensic code search and analysis with optional Chain of Draft (CoD) ultra-concise mode. Five-phase methodology (clarification, planning, execution, analysis, synthesis) with severity assessment. Use for targeted investigation of specific patterns, bugs, or vulnerabilities. Skip for broad architecture mapping (use ring:exploring-codebases instead).

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Ring Writing Skills · lerianstudio bundle
Writing or editing a Ring skill: SKILL.md structure, frontmatter and Agent-Search-Optimization rules, token-efficiency targets, and bulletproofing (Iron Law, rationalization tables, Red Flags) so discipline-enforcing skills resist excuses. Use when creating or revising a skill. Delegates pressure-testing to ring:testing-skills-with-subagents. Skip for pure reference skills with no rules, or project conventions (put those in CLAUDE.md).

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Ring Using Runtime · lerianstudio bundle
Using lib-observability/runtime, which turns silent goroutine deaths into log/span/metric signal, in two modes. Sweep Mode detects naked goroutines, unobservable defer recover(), missing InitPanicMetrics, and lib-commons/v5 shim imports. Reference Mode catalogs SafeGo, RecoverWithPolicy, the policy decision tree, and Fiber/gRPC/RabbitMQ integration. Go-only. Skip for non-Go or frontend code.

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Ring Using Tracing · lerianstudio
Using lib-observability/tracing for OTEL provider lifecycle, trace-context propagation across HTTP/gRPC/queues, span error/event recording, and PII redaction, in two modes. Sweep Mode detects raw OTEL setup, hand-rolled header propagation, manual span-attribute assembly, and DIY redaction. Reference Mode catalogs Telemetry, Redactor, and propagation/span helpers. Go-only. Skip for non-Go or frontend code.

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Ring Reviewing Docs · lerianstudio
Reviewing end-user and product documentation quality across voice/tone, structure, completeness, clarity, and technical accuracy; flags issues with prioritized findings and a pass/needs-revision verdict. Use when reviewing draft docs, running a pre-publication check, auditing existing docs, or enforcing style-guide compliance. Skip when writing new docs, or checking voice only (use ring:applying-voice-and-tone).

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Ring Executing Plans · lerianstudio
Controlled plan execution with human review checkpoints - loads plan, executes in batches, pauses for feedback. Supports one-go (autonomous) or batch modes.

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Ring Using Dev Team · lerianstudio
Selecting and dispatching the right Ring developer specialist agent (backend Go/TS, frontend, UI designer/engineer, Helm, frontend QA, prompt reviewer) for a technology task. Use when you need deep stack expertise and must decide which agent to invoke via the Task tool, including parallel dispatch of independent work. Skip for general code review (use ring:reviewing-code).

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Ring Verifying Code · lerianstudio
Verifying a Go project: runs every quality check (lint, vet, imports, format, docs, unit, integration, E2E) and returns a single MERGE_READY or NEEDS_FIX verdict. Report-only: never fixes anything. Use for a quick pre-merge or pre-PR check outside a full dev-cycle. Skip when not a Go project, when you want a single command, or when already inside ring:running-dev-cycle (use its gates).

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Ring Shipping Changes · lerianstudio
End-to-end git orchestrator: branch → commit → push → PR, with a full plan presented before any execution. Detects base branch and scope allowlist once and propagates to all phases. Use when ready to ship a complete unit of work. Skip if only one phase is needed: commit-only → ring:committing-changes, PR-only → ring:opening-pull-requests.

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Ring Analyzing Options · lerianstudio
Analyzing different approaches for a task or problem with structured comparisons, effort estimates, and recommendations. Use when facing strategic decisions, architecture choices, or multiple viable approaches. Skip when there's an obvious single approach or the decision is already made.

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Ring Cleaning Comments · lerianstudio
Cleaning redundant and obvious comments following clean code principles while preserving meaningful documentation. Supports git scope filtering (staged, unstaged, branch, commit-range). Use when code has excessive comments, during code review, or post-refactor cleanup. Skip when reviewing documentation files or comments are already minimal.

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Ring Creating Handoffs · lerianstudio
Creating a handoff document that captures session state (completed work, decisions, open items, next steps) and delivering it via Plan Mode so the user gets the native 'clear context and continue implementing' resume option. Use when ending a session, when context grows large, or the user says 'handoff', 'save session', or 'context transfer'. Skip when context is minimal or work is fully complete with no resume planned.

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105 published skills · page 1 of 2