Design and prioritize a regression test suite so changes don't break what worked. Use when asked to plan regression testing, build a regression suite, decide what to re-test after…
Use promptfoo when an agent needs to evaluate prompt, agent, or RAG behavior against saved assertions before a change goes live.
Intelligent regression test selection using code change analysis, dependency graphs, and risk assessment to minimize test execution time.
Execute regression test suites via CI/CD, analyze results, classify failures, and produce GO/NO-GO release decisions.
Pin every fixed bug with a test that fails before the fix and passes after, kept beside the code it guards.
Analisa CSV de desligamentos e identifica padrões em regretted vs unregretted: top correlated factors (área, gestor, tenure, performance, nível), motivos declarados, insights pra…
Use when reviewing, designing, or modifying Java enterprise systems that may support financial entities, critical ICT services, third-party ICT provider integrations, or — from…
Write Python code in the style of Kenneth Reitz, creator of Requests. Emphasizes beautiful API design, simplicity for users, and the "for humans" philosophy.
Use rekipedia to instantly understand any codebase. Scan a repo to generate a structured wiki, then query it with natural language instead of reading hundreds of source files.
Relational databases (Postgres, MySQL) — ACID, SQL, joins, isolation levels, MVCC vs locking, indexes, JSONB, HA topologies.
[Deprecated] This is the required documentation for agents operating on the CloudBase Relational Database through MCP.
Use when building frontend Web apps that talk to CloudBase Relational Database via @cloudbase/js-sdk – provides the canonical init pattern so you can then use Supabase-st — from…
Use when building frontend Web apps that talk to CloudBase Relational Database via @cloudbase/js-sdk – provides the canonical init pattern so you can then use Supabase-st — from…
Meegle OpenAPI for work item relationship settings: list, create, update, delete.
Messaging integration, bot development, and real-time communication design+implementation. Channel adapter patterns, webhook handlers, WebSocket servers, event-driven…
Use when writing agent-relay workflows that must fully validate features end-to-end before merging. Covers the 80-to-100 pattern - going beyond "code compiles" to "feature works,…
Use when designing or implementing relay-baton, a local Codex-to-Claude Code handoff harness with token diet, compact state, fallback detection, and CLI/TUI architecture.
Subscription and filter-assembly patterns for the Amethyst relay client layer in `commons/.../relayClient/`.
Set up a complete deployment configuration — Dockerfile, deployment manifest, environment config, and rollback procedure.
Build production-ready Dockerfiles with multi-stage builds, security hardening, and docker-compose for local dev.
Use ONLY when verification passed AND operator explicitly says "prepare deploy" / "draft deploy" / "ship it"; drafts deploy handoff, captures deploy hash + probes + smoke, advises…
End-to-end release workflow — preflight checks, code review, changelog generation, version bump, tagging, and publishing.
Reference for reducing deployment risk (canary releases, feature flags, rollback strategy) and for the human factors of incident response — the psychological realities of being…
Standardize release approvals with GitHub-aware checklists and deployment gate validation
Release orchestrator — the whole-release control plane. Takes a milestone and drives it through the pipeline by composing the stage skills; owns sequencing and readiness-gating,…
Build production-ready systems with stability patterns: circuit breakers, bulkheads, timeouts, and retry logic.
Plan, audit, and execute release and launch readiness for software, games, websites, products, campaigns, and public launches.
Use to drive the deployed end-to-end validation outer loop — deploy the integrated whole to an ephemeral environment, run e2e, observe telemetry, feed deployed findings back to…
Provides release management strategies including deployment patterns, version control, and rollback procedures.
Use when the user asks to plan releases, manage changelogs, coordinate deployments, create release branches, or automate versioning.
Plan and run pre-release OpenClaw plugin validation across bundled plugins, package artifacts, lifecycle commands, doctor/fix, config round-trip, gateway startup, SDK com — from…
Use when running pre-release validation, generating changelogs, bumping semantic versions, scoring deployment readiness, or orchestrating end-to-end release pipelines.
Design a pre-deploy release and rollout strategy for a change: pick the rollout pattern (feature flag, canary, blue-green, or full progressive delivery) by risk and infra, then…
Scaffold or migrate a repository onto release-please. Generates release-please-config.json, .release-please-manifest.json, and a release-please.yml workflow, plus an opt-in menu…
Version management, release verification, and deployment procedures for software releases. Includes semver guidance, version consistency checks, and platform-specific constraints.
Publish SkiaSharp packages and finalize the release. Use when user says "publish X", "finalize X", "tag X", or "finish release X".
Define and validate what ready-to-ship means beyond tests passing. Use when a repo needs release checklists, smoke tests, rollback plans, changelog/versioning guidance, deployment…
Prepare a release by verifying version consistency, generating release notes, updating help docs, and running quality checks.
Prepare a new rust-srec application release end to end — pick the next semver version, bump the workspace version, promote the staged unreleased.md notes into versioned en+zh…
Produces a production-ready release specification document (Full or Lean format) including current-state audit, technical architecture with code examples, implementation plan, and…
Run integration tests to verify SkiaSharp NuGet packages work correctly before publishing. Use when user asks to: - Test/verify packages before release - Run integration tests -…
Release and upgrade workflow for the knowledge-base plugin: versioning, docs, validation bundle, local testing, and user upgrade notes.
Component and system reliability prediction and analysis skill with MTBF/MTTF calculations, failure rate databases, FMEA/FMECA support, fault tree analysis, and accelerated life…
Reliability engineering for cloud systems — SLIs, SLOs, error budgets, SRE practices, runbooks, incident response, on-call rotation, blameless postmortems, chaos engineering, and…
Use shell commands or Python libraries to extract PDF text when read_file PDF handler fails
Extract PDF text content using shell tools or Python libraries when read_file PDF handler fails
Build deterministic test fixtures and end-to-end scenario harnesses for ReLiS rewrite. Use when Claude Code needs reliable seed data, parity regression tests, and high-signal…
Re-lock the stack-profile lock after a trusted profile-version advance (/foundry:relock). When `/foundry:doctor` shows a `stack-profile` RED because a profile in `packs/` advanced…
rembg is a Python tool for automatic image background removal powered by AI models like U2-Net and SAM.
Apply when creating, modifying, or reviewing any Rembric agent plugin. Triggers on changes under `apps/plugin/`, on new clients added alongside Claude Code / Codex CLI / Hermes…
End-to-end smoke against the local rembric dev stack (`pnpm run dev:docker:up`). Apply when the user says "smoke", "probar contra docker", "dev:up", or after applying an OpenSpec…
Get interactive remediation guidance for compliance findings, including Terraform code and step-by-step instructions.
Staged remediation plan for existing AWS infra in bad shape — takes checkov/tfsec/review-aws-terraform findings and produces sequenced fix PRs that avoid downtime and data loss.
Applies M365NetIsoNsg compliance rules to an existing Azure NSG and outputs the ARM template for Safe Deployment.
Remix patterns including loaders, actions, nested routing, progressive enhancement, and deployment strategies.
Build Remix games for remix.gg with the server-api v1 agents REST API and Farcade game SDK requirements.
Configure and verify authentication for Remix REST, CLI, and MCP workflows. Use when a task needs `REMIX_API_KEY`, `remix login`, stored Remix credentials, or auth troubleshooting.
Configure and verify bearer API key authentication for Remix agent publishing workflows.
A type-safe, Redis-backed caching library for Remix applications with SSE-based real-time invalidation, stale-while-revalidate, pattern matching, and automatic React revalidation.
Recreate a static graphic ad (Pinterest pin, IG/FB feed image, poster) from a reference image, swapping in a new brand's product and new copy while keeping the reference's layout,…