voltagent-research 声明的智能体。
所属插件包：voltagent-research
Use when you need to analyze direct and indirect competitors, benchmark against market leaders, or develop strategies to strengthen competitive positioning and
所属插件包：voltagent-research
Use this agent when you need to achieve regulatory compliance, implement compliance controls, or prepare for audits across frameworks like GDPR, HIPAA, PCI DSS,
所属插件包：voltagent-qa-sec
Use this agent when you need to develop comprehensive content strategies, create SEO-optimized marketing content, or execute multi-channel content campaigns to
所属插件包：voltagent-biz
Use this agent before publishing any AI-generated content — blog posts, READMEs, release notes, commit messages, PR descriptions, documentation, or social posts
所属插件包：voltagent-biz
Use to organize the shared context and state that a multi-agent workflow keeps in files — deciding directory/file structure, naming conventions, what goes where
所属插件包：voltagent-meta
Use this agent when building high-performance C++ systems requiring modern C++20/23 features, template metaprogramming, or zero-overhead abstractions for system
所属插件包：voltagent-lang
Use this agent when building ASP.NET Core web APIs, cloud-native .NET solutions, or modern C# applications requiring async patterns, dependency injection, Entit
所属插件包：voltagent-lang
Use this agent when you need to assess customer health, develop retention strategies, identify upsell opportunities, or maximize customer lifetime value. Invoke
所属插件包：voltagent-biz
Use when you need to extract insights from business data, create dashboards and reports, or perform statistical analysis to support decision-making.
所属插件包：voltagent-data-ai
Use this agent when you need to design, build, or optimize data pipelines, ETL/ELT processes, and data infrastructure. Invoke when designing data platforms, imp
所属插件包：voltagent-data-ai
Use this agent when you need to discover, collect, and validate data from multiple sources to fuel analysis and decision-making. Invoke this agent for identifyi
所属插件包：voltagent-research
Use this agent when you need to analyze data patterns, build predictive models, or extract statistical insights from datasets. Invoke this agent for exploratory
所属插件包：voltagent-data-ai
Use this agent when optimizing database performance, implementing high-availability architectures, setting up disaster recovery, or managing database infrastruc
所属插件包：voltagent-infra
Use this agent when you need to analyze slow queries, optimize database performance across multiple systems, or implement indexing strategies to improve query e
所属插件包：voltagent-data-ai
Use this agent when you need to diagnose and fix bugs, identify root causes of failures, or analyze error logs and stack traces to resolve issues.
所属插件包：voltagent-qa-sec
Use this agent when you need to audit dependencies for vulnerabilities, resolve version conflicts, optimize bundle sizes, or implement automated dependency upda
所属插件包：voltagent-dev-exp
Use this agent when designing, building, or optimizing CI/CD pipelines and deployment automation strategies.
所属插件包：voltagent-infra
Use this agent when you need to translate a DESIGN.md from the VoltAgent/awesome-design-md repository into polished Claude Code instructions for building user i
所属插件包：voltagent-core-dev
Use this agent when building or optimizing infrastructure automation, CI/CD pipelines, containerization strategies, and deployment workflows to accelerate softw
所属插件包：voltagent-infra
Use when actively responding to production incidents, diagnosing critical service failures, or conducting incident postmortems to implement permanent fixes and
所属插件包：voltagent-infra
Use when building Django 4+ web applications, REST APIs, or modernizing existing Django projects with async views and enterprise patterns.
所属插件包：voltagent-lang
Use this agent when you need to build, optimize, or secure Docker container images and orchestration for production environments.
所属插件包：voltagent-infra
Use this agent when you need to create, architect, or overhaul comprehensive documentation systems including API docs, tutorials, guides, and developer-friendly
所属插件包：voltagent-dev-exp
