AI Agent Workflow Collection

Semantic search for codebases. Locates matches with ripgrep and expands them into full AST nodes (functions/classes) using tree-sitter. Returns complete, syntactically valid code blocks rather than fragmented lines. Use when looking for specific implementations, examples, or references where full context is needed.

Author Grafana dashboards for Lerian Go services rooted in real lib-observability telemetry (tracing, metrics, log, constants). Three phases — Sweep (telemetry inventory), Iterate (PM deliberation on SLIs/SLOs and alerts), Author (Grafonnet libsonnet → JSON in CI) — and installs a blocking CI drift gate. Use when scaffolding dashboards, building a telemetry dictionary, or auditing observability. Skip if service is non-Go, emits no telemetry, or task is just folder organization.

Deep review of project documentation before entering dev-cycle. Finds errors, inconsistencies, gaps, missing data, and contradictions across PRD, TRD, API design, data model, and other pre-dev artifacts. Cross-references information between docs — not just reviewing one doc in isolation — to catch mismatches that cause implementation failures.

Delivery status tracking and progress reporting. Analyzes repository against delivery roadmap to calculate actual vs planned progress, identify delays, and provide insights on velocity and risk trends.

Main orchestrator for the 6-gate development cycle system. Loads tasks/subtasks from PM team output and executes through implementation, devops, SRE, testing, review, and validation gates with state persistence and metrics collection.

Frontend development cycle orchestrator with lean gates. Loads tasks from PM team output or backend handoff and executes through Gate 0 implementation-owned checks, Gate 7 review, and Gate 8 validation.

Development cycle state management — status reporting and cycle…

Delivery Verification Gate — verifies that what was requested is actually delivered as reachable, integrated code.

Intercepts and audits dependency installations (pip, npm, go) before they execute. Validates package identity, checks vulnerabilities, flags supply-chain risk signals, and enforces hash pinning in lockfiles.

Creates or audits Dockerfiles to achieve Docker Hub Health Score grade A. Enforces non-root user, minimal base images, supply chain attestations, and zero fixable CVEs.

Gate 2 of frontend development cycle — ensures all components pass axe-core automated accessibility scans with zero WCAG 2.1 AA violations.

Gate 5 of frontend development cycle — ensures all user flows from product-designer have passing Playwright E2E tests across Chromium, Firefox, and WebKit.

Gate 6 of frontend development cycle — ensures Core Web Vitals compliance, Lighthouse performance score > 90, and bundle size within budget.

Gate 4 of frontend development cycle — ensures all components have snapshot tests covering all states, viewports, and edge cases.

Goroutine leak detection skill — detects goroutine usage in Go code, runs goleak to identify memory leaks, and dispatches ring:backend-engineer-golang to fix leaks and create regression tests.

Mandatory skill for creating and maintaining Helm charts following Lerian conventions. Enforces standardized chart structure, values organization, template patterns, security defaults, and dependency management.

Gate 0 of the development cycle. Executes code implementation using the appropriate specialized agent based on task content and project language.

Load testing skill using k6 — generates tests following the Lerian k6 platform conventions for execution on Palantir (Self-Service Testing). Produces product directories, scenario YAMLs, helper clients, and bundleable test scripts compatible with the LerianStudio/k6 platform/ structure. Standalone skill, not gated — invoke on demand or as part of CI.

Apply or switch the license for a Lerian service repository. Supports Apache 2.0, Elastic License v2, and Proprietary (Lerian Studio General License). Replaces/creates LICENSE file, updates source file headers, updates SPDX identifiers, validates consistency.

Generates or audits llms.txt files for Lerian repositories following the llmstxt.org specification. Creates LLM-friendly entry points for AI agents and coding assistants. Also generates CLAUDE.md / AGENTS.md when missing.

Multi-tenant development cycle orchestrator following Ring Standards. Auto-detects service stack (PostgreSQL, MongoDB, Redis, RabbitMQ, S3) and executes gate-based implementation using tenantId from JWT for database-per-tenant isolation via the lib-commons v5 dispatch layer with event-driven tenant discovery (Redis Pub/Sub). Use to add tenant isolation to a Go service. Requires lib-commons v5 + lib-auth v2.

Readiness implementation orchestrator for Lerian services. Drives a 12-gate cycle that detects stack, audits existing /readyz compliance, dispatches language-specific engineers (Go / TypeScript / Next.js) to implement the canonical /readyz contract, ValidateSaaSTLS() enforcement, metrics emission, startup self-probe, graceful-drain coupling, circuit-breaker integration, and multi-tenant carve-out — then runs 13 parallel reviewers.

Analyzes frontend codebase against Ring standards and generates refactoring tasks for ring:dev-cycle-frontend. Dispatches frontend-specific agents in ANALYSIS mode.

Feedback loop skill — collects task metrics, calculates quality scores, and writes a structured development report for continuous improvement tracking.