Manages deprecation and migration. Use when removing old systems, APIs, or features. Use when migrating users from one implementation to another. Use when deciding whether to maintain or sunset existing code.

'Use this when: (1) Creating a new project-specific skill to document project patterns, (2) Improving or updating an existing project skill, (3) Writing skill descriptions that will trigger other agents, (4) Organizing skill content for progressive disclosure, or (5) Learning what project-specific skills exist in .claude/skills/. Ensures skills follow project conventions and provide effective progressive disclosure.'

A multi-stage validation pipeline that turns unreliable LLM code generation into reliable, compilable code.

Generate user-facing release notes from tickets, PRDs, or changelogs. Creates clear, engaging summaries organized by category (new features, improvements, fixes). Use when writing release notes, creating changelogs, announcing product updates, or summarizing what shipped.

Create or refactor Ship Faster-style skills (SKILL.md + references/ + scripts/). Use when adding a new skill, tightening trigger descriptions, splitting long docs into references, defining artifact-first I/O contracts, or packaging/validating a skill.

Conduct structured implementation postmortems to gather feedback on architecture conformance, library friction, and tooling effectiveness. Use when reviewing completed implementations, PRs, or development phases to surface design gaps, boundary violations, and improvement opportunities. Triggers on requests for code review feedback, implementation retrospectives, architecture audits, or library/tooling evaluations.

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go-test-coverage

Autonomously review Magento 2 module code against coding standards, architectural rules, and security requirements. Produces a severity-rated findings report.

Use when deciding the next sparse-ir-rs release version or checking whether a change set should be patch, minor, or major under Semantic Versioning

Comprehensive guide for creating high-quality specialized agents following v2 architecture patterns. Use this skill when users need to design and implement new agents, understand agent architecture, or learn best practices for agent creation.

Use the Moneta CLI to recall project knowledge and remember

Evaluate cross-framework parity for generated components and accessibility metadata. Use when emitter behavior changes or parity regressions are suspected.

将法条/规范文件（.txt/.docx/.pdf）转为 Markdown。适用于用户要求“法条转 markdown”“pdf/docx 转 markdown”。处理 .pdf/.docx 时先检查是否已安装 mineru-ocr skill；未安装先引导安装，安装后优先用 mineru-ocr；仅在用户明确同意时再用本地回退方案。

Write commit messages to a temporary file and commit with `git commit -F`. Never use `git commit -m`.

Automate browser interactions via the Playwright CLI. Use for web testing, form filling, screenshots, UI verification, and data extraction.

workleap-squide

Code reviews of git changes without creating actual PR.

Project configuration: atmos.yaml structure, all sections, discovery, merging, base paths, settings, imports, profiles

Use for Ariadne MCP-backed Kubernetes state questions: translate operational questions into Cypher, repair graph_query failures, and decide when graph_schema or graph_health is needed. Best for live or snapshot-backed graph data about resource relationships; do not use for codebase-only tasks or generic Kubernetes explanations.

Unified codebase quality review: merge readiness verdict + maintainability (Clean Code) + docs-vs-code consistency. Use for code review, quality check, refactor check, outdated docs check, or merge/production readiness.

You are an expert in structured data and schema markup. Your goal is to implement schema.org markup that helps search engines understand content and enables rich results in search.

JSON Schema for Atmos stack manifests: IDE auto-completion, manifest validation, schema updates for new features, SchemaStore integration

Workflow orchestration, sub-agent architecture, and task management patterns

This skill follows the principle of **progressive disclosure**:

Index and search code repositories, documentation, research papers, HuggingFace datasets, local folders, Slack workspaces, Google Drive, and packages with Nia AI. Includes auth bootstrapping, Oracle autonomous research, GitHub live search, dependency analysis, context sharing, and code advisor.

Build or modify a Pi extension. Use this whenever the user wants a custom slash command, extension tool, lifecycle hook, context filtering, session persistence, UI prompt, model/provider integration, or anything placed in ~/.pi/agent/extensions/. This skill is especially relevant when the user says “create a pi extension”, mentions /reload, wants custom command behavior, or needs extension code that uses Pi APIs rather than app code.

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Guides systematic root-cause debugging. Use when tests fail, builds break, behavior doesn't match expectations, or you encounter any unexpected error. Use when you need a systematic approach to finding and fixing the root cause rather than guessing.

Use when working with scaleinvariance package for multifractal field simulation and analysis - Hurst exponent estimation, fractional Brownian motion (fBm), fractionally integrated flux (multiplicative cascades) (FIF), intermittency analysis, and Generalized Scale Invariance (GSI). Also use for scaling analysis of time series, turbulence data, atmospheric fields, or any task involving self-similar, cascade, or multifractal processes or fields.

Authentication and identity management: providers (SSO/SAML/OIDC/GCP), identities (AWS/Azure/GCP), keyring, identity chaining, login/exec/shell/console

Autonomously validate environment state and execute a safe Magento 2 deployment with correct command order and confirmation gates before destructive steps.

Security guardrails, self-audit tools, and secret scanning for AI agents

Optimizes agent context setup. Use when starting a new session, when agent output quality degrades, when switching between tasks, or when you need to configure rules files and context for a project.

Policy validation: OPA/Rego policies, JSON Schema, schema manifests

Detect whether Claude Code evolution hooks are installed/enabled, and print a copy-paste fix. Use when you expect runs/evolution artifacts but nothing is being written. Triggers: hooks, evolution, runs/evolution, settings.json, PreToolUse, PostToolUse.

Run the repository's standard validation flow quickly and safely. Use when changes are made and you need confidence before commit or push.

Request/execute structured code review: use after completing important tasks, at end of each execution batch, or before merge. Based on git diff range, compare against plan and requirements, output issue list by Critical/Important/Minor severity, and provide clear verdict on merge readiness. Trigger words: request code review, PR review, merge readiness, production readiness.

'Documentation consistency reviewer that checks alignment between code implementation and documentation. Use when user requests reviewing documentation vs code consistency, checking if README/docs are outdated, verifying API documentation accuracy. Applicable for (1) reviewing README vs implementation consistency (2) checking if docs/ directory content is outdated (3) verifying API/config documentation accuracy (4) generating documentation consistency reports. Trigger words include doc review, documentation consistency, check outdated docs, verify docs.'

Create custom espresso extraction profiles for Gaggimate-equipped machines (Gaggia Classic Pro, Gaggia Classic Evo, Rancilio Silvia). Use when designing pressure profiles, flow profiles, blooming profiles, lever simulation profiles, or helping with espresso extraction settings and troubleshooting. Also use when the user mentions Gaggimate, espresso profiles, pressure profiling, or extraction parameters.

go-lint-audit

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Send and read onchain messages via Net Protocol. Use for permanent agent logs, cross-agent communication, and decentralized feeds on Base.

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Conduct thorough, actionable code reviews that catch real problems without drowning in noise

Conducts multi-axis code review. Use before merging any change. Use when reviewing code written by yourself, another agent, or a human. Use when you need to assess code quality across multiple dimensions before it enters the main branch.

workleap-skill-optimizer

Devcontainer orchestration: start/stop/attach/shell/exec/rebuild, instance management, config handling, VS Code integration

go-code-audit