中文优先：用于医疗电子病历模式相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: EMR/EHR development patterns for healthcare applications.
中文优先：用于技能合规检查相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: Visualize whether skills, rules, and agent definitions are actually followed — auto-generates scenarios at 3 prompt…
Track API token costs for specific operations in Claude Code. Use when the user invokes /cost-tracking to start measuring costs, or says "stop tracking", "stop cost tracking", or…
中文优先：用于工作区surface审计相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: Audit the active repo, MCP servers, plugins, connectors, env surfaces, and harness setup, then recommend the…
Real-time structural Code Health via CodeScene MCP — review before edits, verify score deltas after changes, gate commits and PRs.
中文优先：用于GANstyle运行框架相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: GAN-inspired Generator-Evaluator agent harness for building high-quality applications autonomously.
Use when scoping a competitive landscape — identifying, categorising, and score-filtering a competitor set before any benchmarking begins.
为 OpenClaw AI Agent 锻造完整的龙虾灵魂方案。根据用户偏好或随机抽卡， 输出身份定位、灵魂描述(SOUL.md)、角色化底线规则、名字和头像生图提示词。 如当前环境提供已审核的生图 skill，可自动生成统一风格头像图片。 当用户需要创建、设计或定制 OpenClaw 龙虾灵魂时使用。 不适用于：微调已有 SOUL.md、非…
中文优先：用于财务账单运维相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: Evidence-first revenue, pricing, refunds, team-billing, and billing-model truth workflow for ECC.
Ruby on Rails framework patterns for Rails 7.1+ and 8.x apps. Covers the directory contract, skinny controllers with service objects, form objects, query objects, idiomatic…
USPTO patent and trademark data workflow for official record lookup, PatentSearch queries, TSDR checks, assignment data, and reproducible IP research logs.
Use when developing application modules or microservices with the tinystruct Java framework. Covers routing, context management, JSON handling with Builder, and CLI/HTTP dual-mode…
Full-stack diagnostic for agent and LLM applications. Audits the 12-layer agent stack for wrapper regression, memory pollution, tool discipline failures, hidden repair loops, and…
Use after competitive-platform-analysis has produced a tiered competitor set. Scores each competitor across nine weighted dimensions (positioning, voice, visual craft, offer…
Audit a Claude Code setup before use by flagging hardcoded secrets, broad allow rules, risky hooks, and dangerous MCP server config.
中文优先：用于智能体排序相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: Build an evidence-backed ECC install plan for a specific repo by sorting skills, commands, rules, hooks, and extras into…
Generate iOS app icons as PNG imagesets for Xcode asset catalogs from SF Symbols (5000+ Apple-native) or Iconify API (275k+ open source icons from 200+ collections).
中文优先：用于研究运维相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: Evidence-first current-state research workflow for ECC.
Commercial-grade Python installer expert for Windows: Nuitka extreme compilation, dist slimming, DLL footprint analysis, and Inno Setup packaging to ship the smallest, fastest…
Test-driven development for Quarkus 3.x LTS using JUnit 5, Mockito, REST Assured, Camel testing, and JaCoCo.
中文优先：用于项目流程运维相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: Operate execution flow across GitHub and Linear by triaging issues and pull requests, linking active work, and keeping…
Convert local Hermes operator workflows into sanitized ECC skills and release-pack artifacts. Use when preparing a Hermes workflow for public ECC reuse without leaking private…
中文优先：用于医疗PHI合规相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: Protected Health Information (PHI) and Personally Identifiable Information (PII) compliance patterns for healthcare…
Home network architecture from scratch — gateway placement, switch and AP selection, IP addressing scheme design, DHCP scoping, and common setup mistakes for homelab beginners.
Orchestrate a behavior-preserving refactor — confirm tests are green, restructure without changing behavior, keep tests green, review, and gated commit.
Per-channel strict prompts, mention gating, silent observation, and a communication autonomy policy for agents that sit in shared channels with external counterparties.
中文优先：用于C#测试相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: C# and .NET testing patterns with xUnit, FluentAssertions, mocking, integration tests, and test organization best practices.
Pre-deployment validation of Cisco IOS/IOS-XE configuration — catching missing saves, mismatched ACLs, overlapping subnets, duplicate IPs, missing route-maps, and dangerous…
Open an executable and its argument array in a visible terminal window through a reusable, shell-free launch plan with dry-run, JSON, capability detection, detached fallback, and…
中文优先：用于Santamethod相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: Multi-agent adversarial verification with convergence loop.
Use when the user has UI screenshots or design exports that need batch conversion into Vue 3 components, especially with Vant, Element Plus, or Ant Design Vue.
Use for file-driven multimodal image, video, and 3D-asset discovery; taste interviews; distill or apply workflows; style-pack validation; editable EDL/FCPXML export; provenance…
Quarkus 3.x LTS architecture patterns with Camel for messaging, RESTful API design, CDI services, data access with Panache, and async processing.
Search existing local, marketplace, GitHub, and web skill sources before creating a new skill. Use when the user wants to create, build, fork, or find a skill for a workflow.
Direct PubMed and NCBI E-utilities search workflows for biomedical literature, MeSH queries, PMID lookup, citation retrieval, and API-backed literature monitoring.
Design a goal-oriented agent loop, and review it for the ways loops go wrong — spinning and burning tokens, Goodhart-gaming the verifier, or running a wrong answer to completion.
Stop hook that blocks Claude from finishing until quality checks pass. Detects rationalization patterns (surface text heuristics), stale learning logs (filesystem mtime), and low…
Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes. — from affaan-m
Engineering operating model for teams where AI agents generate a large share of implementation output.
中文优先：用于EVMToken小数位相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: Prevent silent decimal mismatch bugs across EVM chains.
中文优先：用于ECC工具成本审计相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: Evidence-first ECC Tools burn and billing audit workflow.
Run an ML training job on a completed Itô compute booking through the canonical Itô backend. Use after ito-compute has booked GPU nodes and the user wants pre-training,…
Query live GPU inventory, submit an authenticated Itô fixed-rate RFQ, inspect RFQ or procurement status, and run explicitly gated node qualification through the separately…
Production machine-learning engineering workflow for data contracts, reproducible training, model evaluation, deployment, monitoring, and rollback.
中文优先：用于产品能力相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: Translate PRD intent, roadmap asks, or product discussions into an implementation-ready capability plan that exposes…
Design and optimize AI agent action spaces, tool definitions, and observation formatting for higher completion rates.
Set up autonomous coding agent projects with long-running harnesses using Archon MCP for state management.
Systematic literature-review workflow for academic, biomedical, technical, and scientific topics, including search planning, source screening, synthesis, citation checks, and…
Segmenting home networks into VLANs for IoT, guest, trusted, and server traffic using UniFi, pfSense/OPNsense, and MikroTik — including switch trunk config, firewall rules, and…
F# testing patterns with xUnit, FsUnit, Unquote, FsCheck property-based testing, integration tests, and test organization best practices.
BGP neighbor state analysis, stuck session troubleshooting, AS path inspection, route filtering, and peering issue diagnosis on Cisco IOS/IOS-XE and multi-vendor devices.
中文优先：用于安全bountyhunter相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: Hunt for exploitable, bounty-worthy security issues in repositories.
ClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance analytical workloads. — from affaan-m
Legacy-project style inheritance skill. Use when the user types /inherit-legacy-style, or when onboarding an AI coding agent onto a hand-written legacy project and you need to…
中文优先：用于dotnet模式相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: Idiomatic C# and .NET patterns, conventions, dependency injection, async/await, and best practices for building robust,…
中文优先：用于DeFiAMM安全相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: Security checklist for Solidity AMM contracts, liquidity pools, and swap flows.
Generate new video against a distilled style pack and cut it into a finished piece - plan takes from the reference's cut rhythm, generate on fal, grade with the pack's measured…
Vite build tool patterns including config, plugins, HMR, env variables, proxy setup, SSR, library mode, dependency pre-bundling, and build optimization.
Inspect the availability of model serving on a completed Itô compute booking and, when the canonical backend becomes available, hand off an explicitly confirmed serving manifest.
Structured self-debugging workflow for AI agent failures using capture, diagnosis, contained recovery, and introspection reports.