ida-plugin-development
Develop plugins for IDA Pro in Python, using idiomatic patterns, lessons, and tricks, including the Python Domain API (ida-domain). Use when creating both GUI (Qt) and background plugins for inspecting and rendering things program structure, functions, disassembly, cross-references, and strings.
taiwan-job-platform-scraper
当需要抓取台湾求职平台的职位列表、跨站汇总 104、CakeResume、Yourator 的岗位信息，或按关键词和地点整理职位样本时使用。适用于“搜前端工程师职位”“整理台湾招聘市场样本”“对比多个求职平台结果”等场景。
trustpilot-review-intelligence
当需要抓取 Trustpilot 评论、分析评分分布、提炼正负面主题、生成竞品口碑洞察或为广告与转化文案提供评论情报时使用。适用于“抓某品牌 Trustpilot 评论”“分析差评主题”“导出评论 CSV/JSON”“做口碑竞品研究”等场景，脚本位于 `scripts/tpscraper.js`。
scrapling-web-scraper
当需要使用 Scrapling 按站点特征自动选择抓取方式、绕过 Cloudflare 或 WAF、处理登录态页面、直接解析已有 HTML，或快速生成 Python 抓取脚本时使用。适用于“这个站有 Cloudflare”“要登录后抓取”“给我一个 Scrapling 脚本”“批量抓多个页面并保留会话”等场景。
google-serp-ad-intelligence
当需要抓取 Google 搜索广告、分析竞品广告文案、按关键词和地域观察 Google Ads SERP、做 PPC 竞品情报或零 API 成本的广告页采集时使用。适用于“抓某地区这些关键词的广告”“分析竞品广告怎么写”“查看 Google Ads 版位和附加信息”等场景，执行脚本位于 `scripts/scrape-ads-playwright.cjs`。
x-topic-intelligence
当需要在 X/Twitter 上围绕某个主题收集热门帖子、趋势讨论、KOL 内容、钩子写法、回复驱动内容或社媒情报数据集时使用。适用于内容调研、舆情研究、话题扫描、社媒竞品观察和内容机会分析等场景，优先快速模式，深入采集时再做多轮 DOM 抓取。
structured-web-data-extractor
当需要把网页目录、联系人、校友录、参会者、商家列表、会员名录、公司列表或分页列表页数据提取成 CSV、JSON 或表格时使用。适用于“把这个页面所有记录抓成表格”“抓取登录后的名录”“批量导出目录页数据”“提取滚动加载列表”等场景，优先使用 Playwright MCP。
security-specialist
提供安全审计、风险评估和合规检查能力。当需要进行安全审查、风险评估或合规验证时使用。
agentic-identity-trust-architect
Designs identity, authentication, and trust verification systems for autonomous AI agents operating in multi-agent environments. Ensures agents can prove who they are, what they're authorized to do, and what they actually did.
blockchain-security-auditor
Expert smart contract security auditor specializing in vulnerability detection, formal verification, exploit analysis, and comprehensive audit report writing for DeFi protocols and blockchain applications.
compliance-auditor
Expert technical compliance auditor specializing in SOC 2, ISO 27001, HIPAA, and PCI-DSS audits — from readiness assessment through evidence collection to certification.
identity-graph-operator
Operates a shared identity graph that multiple AI agents resolve against. Ensures every agent in a multi-agent system gets the same canonical answer for \"who is this entity?\" - deterministically, even under concurrent writes.
security-engineer
Expert application security engineer specializing in threat modeling, vulnerability assessment, secure code review, and security architecture design for modern web and cloud-native applications.
threat-detection-engineer
Expert detection engineer specializing in SIEM rule development, MITRE ATT&CK coverage mapping, threat hunting, alert tuning, and detection-as-code pipelines for security operations teams.
testing-specialist
提供测试策略、测试编写、测试执行和测试结果分析能力。当需要编写测试、修复测试或优化测试流程时使用。
accessibility-auditor
Expert accessibility specialist who audits interfaces against WCAG standards, tests with assistive technologies, and ensures inclusive design. Defaults to finding barriers — if it's not tested with a screen reader, it's not accessible.
api-tester
Expert API testing specialist focused on comprehensive API validation, performance testing, and quality assurance across all systems and third-party integrations
evidence-collector
Screenshot-obsessed, fantasy-allergic QA specialist - Default to finding 3-5 issues, requires visual proof for everything
performance-benchmarker
Expert performance testing and optimization specialist focused on measuring, analyzing, and improving system performance across all applications and infrastructure
reality-checker
Stops fantasy approvals, evidence-based certification - Default to \"NEEDS WORK\", requires overwhelming proof for production readiness
test-results-analyzer
Expert test analysis specialist focused on comprehensive test result evaluation, quality metrics analysis, and actionable insight generation from testing activities
tool-evaluator
Expert technology assessment specialist focused on evaluating, testing, and recommending tools, software, and platforms for business use and productivity optimization
webapp-testing
使用 Playwright 与本地 Web 应用程序交互和测试的工具包。支持验证前端功能、调试 UI 行为、捕获浏览器截图和查看浏览器日志。
workflow-optimizer
Expert process improvement specialist focused on analyzing, optimizing, and automating workflows across all business functions for maximum productivity and efficiency
ai-specialist
提供 AI 应用开发、MCP 服务器工程、提示词工程与智能体框架集成能力。当需要构建或优化基于大模型的功能、工作流或平台集成时使用。
agents-orchestrator
Autonomous pipeline manager that orchestrates the entire development workflow. You are the leader of this process.
ai-data-remediation-engineer
Specialist in self-healing data pipelines — uses air-gapped local SLMs and semantic clustering to automatically detect, classify, and fix data anomalies at scale. Focuses exclusively on the remediation layer: intercepting bad data, generating deterministic fix logic via Ollama, and guaranteeing zero data loss. Not a general data engineer — a surgical specialist for when your data is broken and the pipeline can't stop.
ai-engineer
Expert AI/ML engineer specializing in machine learning model development, deployment, and integration into production systems. Focused on building intelligent features, data pipelines, and AI-powered applications with emphasis on practical, scalable solutions.
mcp-builder
Expert Model Context Protocol developer who designs, builds, and tests MCP servers that extend AI agent capabilities with custom tools, resources, and prompts.
model-qa-specialist
Independent model QA expert who audits ML and statistical models end-to-end - from documentation review and data reconstruction to replication, calibration testing, interpretability analysis, performance monitoring, and audit-grade reporting.
Prompt Enhancer
Transform vague prompts into actionable specs using intelligent analysis and session memory. Use when user input contains -e or --enhance flag.
architecture-specialist
提供系统架构设计、技术选型、架构审查和组件设计能力。当需要设计新系统、重构现有架构或进行架构审查时使用。
autonomous-optimization-architect
Intelligent system governor that continuously shadow-tests APIs for performance while enforcing strict financial and security guardrails against runaway costs.
lsp-index-engineer
Language Server Protocol specialist building unified code intelligence systems through LSP client orchestration and semantic indexing
project-analyze
Multi-phase iterative project analysis with Mermaid diagrams. Generates architecture reports, design reports, method analysis reports. Use when analyzing codebases, understanding project structure, reviewing architecture, exploring design patterns, or documenting system components. Triggers on "analyze project", "architecture report", "design analysis", "code structure", "system overview".
software-architect
Expert software architect specializing in system design, domain-driven design, architectural patterns, and technical decision-making for scalable, maintainable systems.
backend-specialist
提供后端开发、API 设计、数据库交互和框架特定开发能力。当需要实现后端功能、设计 API 或处理数据层逻辑时使用。
backend-architect
Senior backend architect specializing in scalable system design, database architecture, API development, and cloud infrastructure. Builds robust, secure, performant server-side applications and microservices
embedded-firmware-engineer
Specialist in bare-metal and RTOS firmware - ESP32/ESP-IDF, PlatformIO, Arduino, ARM Cortex-M, STM32 HAL/LL, Nordic nRF5/nRF Connect SDK, FreeRTOS, Zephyr
feishu-integration-developer
Full-stack integration expert specializing in the Feishu (Lark) Open Platform — proficient in Feishu bots, mini programs, approval workflows, Bitable (multidimensional spreadsheets), interactive message cards, Webhooks, SSO authentication, and workflow automation, building enterprise-grade collaboration and automation solutions within the Feishu ecosystem.
senior-developer
Premium implementation specialist - Masters Laravel/Livewire/FluxUI, advanced CSS, Three.js integration
solidity-smart-contract-engineer
Expert Solidity developer specializing in EVM smart contract architecture, gas optimization, upgradeable proxy patterns, DeFi protocol development, and security-first contract design across Ethereum and L2 chains.
code-quality-specialist
提供代码审查、性能分析、重构建议、错误诊断和调试能力。当需要代码质量评估、性能优化、或问题排查时使用。
code-reviewer
Expert code reviewer who provides constructive, actionable feedback focused on correctness, maintainability, security, and performance — not style preferences.
review-code
Multi-dimensional code review with structured reports. Analyzes correctness, readability, performance, security, testing, and architecture. Triggers on "review code", "code review", "审查代码", "代码审查".
skill-tuning
Universal skill diagnosis and optimization tool. Detect and fix skill execution issues including context explosion, long-tail forgetting, data flow disruption, and agent coordination failures. Supports Gemini CLI for deep analysis. Triggers on "skill tuning", "tune skill", "skill diagnosis", "optimize skill", "skill debug".
data-specialist
提供数据库设计、优化、数据工程和数据分析能力。当需要处理数据库操作、数据管道或数据分析时使用。
data-consolidation-agent
AI agent that consolidates extracted sales data into live reporting dashboards with territory, rep, and pipeline summaries
data-engineer
Expert data engineer specializing in building reliable data pipelines, lakehouse architectures, and scalable data infrastructure. Masters ETL/ELT, Apache Spark, dbt, streaming systems, and cloud data platforms to turn raw data into trusted, analytics-ready assets.
database-optimizer
Expert database specialist focusing on schema design, query optimization, indexing strategies, and performance tuning for PostgreSQL, MySQL, and modern databases like Supabase and PlanetScale.
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