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google/syzkaller

linux-subsystems-update

Update and regenerate the Linux kernel subsystem list in pkg/subsystem/lists/linux.go (and custom rules in pkg/subsystem/linux/) using tools/syz-query-subsystems against a mainline (torvalds) Linux kernel checkout. Use when regenerating Linux subsystems for a new kernel release, adding custom subsystem rules, fixing MAINTAINERS parsing/naming errors, or associating syzkaller pseudo-syscalls with subsystems.

测试与质量

google/syzkaller

linux-config-update

Update Linux kernel configurations in dashboard/config/linux (bits/*.yml, main.yml, and generated *.config files) using syz-kconf (`./tools/syz-env make configs`). Use when enabling or disabling kernel config options, bumping kernel tags (`bits/linux-upstream.yml`, `bits/linux-next.yml`), adding new config fragments or instances, or regenerating syzbot Linux kernel configs.

hudi-table-health

Checks whether an Apache Hudi table's table services (compaction, cleaning, archival, savepoints) are keeping up with ingestion, by running the HoodieTableHealthChecker utility and interpreting its JSON report. Invoke when a user asks whether a Hudi table is healthy, whether compaction or cleaning is falling behind, why the active timeline keeps growing, or what to do about a savepoint blocking archival.

hudi-table-layout

Analyzes the physical layout of an Apache Hudi table (partition and file size distribution, skew, micro-partitioning, small-file pile-up, hot partitions) by running the HoodieTableLayoutAnalyzer utility and interpreting its JSON report. Invoke when a user asks how big a Hudi table or its partitions are, whether a table has a small-file problem, whether it is over-partitioned, which partitions take most of the writes, or how skewed the partitions are.

hudi-rca

Explains why an Apache Hudi job failed. Classifies a pasted stacktrace and supporting artifacts against a catalog of known failure patterns, states the evidence it is reasoning from, and gives an ordered mitigation ladder. When no pattern matches, narrates what Hudi was doing and which phase failed. Invoke when a user brings a Hudi failure, a confusing exception, a stalled table, or asks why a write, compaction, or table service is not working.

hudi-optimizer

Finds what an Apache Hudi deployment is leaving on the table. Reads writer properties, a Spark event log, and the table itself, corroborates observations across them, and recommends configuration and capability changes with risk tiers and verification steps. Invoke when a Hudi job works but is slow, expensive, or larger on storage than expected, or when a user asks whether a feature such as the record-level index or clustering would help their table.

hudi-mdt-health

Checks whether an Apache Hudi table's metadata table is healthy -- caught up with the data table, consistent with the files on storage, compacting on schedule, and with a record-level index sized for the table -- by running the HoodieTableHealthChecker utility's metadata-table checks and interpreting its JSON report. Invoke when a user asks whether the metadata table is in sync or lagging, whether file listings from the metadata table can be trusted, why metadata-table compaction is not running, whether the record index has too few file groups, or whether the metadata table needs to be rebuilt.

hudi-config-consultant

Answers questions about Apache Hudi `hoodie.*` configuration properties from a catalog generated out of the Hudi source tree — what a config does, its default and valid values, where in the code it is actually read, what gates it so that setting it can silently do nothing, and what else must be set alongside it. Invoke when a user asks what a config does, what to set for a goal, why a config they set had no effect, how two configs differ, or which configs go together.

hudi-architect

Interactive Apache Hudi table design advisor. Turns workload requirements into architecture guidance and an Architecture Decision Record through a tiered conversational flow, with configuration bundles on implemented executable routes. Invoke when a user wants help designing a new Hudi table or evaluating an existing design.

设计师

google-agents-cli-workflow

This skill should be used when the user wants to "develop an agent", "build an agent using ADK", "run the agent locally", "debug agent code", "test an agent", "deploy an agent", "publish an agent", "monitor an agent", or needs the ADK (Agent Development Kit) development lifecycle and coding guidelines. Entrypoint for building ADK agents. Always active — provides the full workflow (scaffold, build, evaluate, deploy, publish, observe), code preservation rules, model selection guidance, and troubleshooting steps for ADK or any agent development.

开发工程师运维与部署Skill与智能体开发

google-agents-cli-scaffold

This skill should be used when the user wants to "create an agent project", "start a new ADK project", "build me a new agent", "add CI/CD to my project", "add deployment", "enhance my project", or "upgrade my project". Part of the agents-cli skills suite. Covers `agents-cli scaffold create`, `scaffold enhance`, and `scaffold upgrade` commands, template options, deployment targets, and the prototype-first workflow. Do NOT use for writing agent code (ADK projects: use google-agents-cli-adk-code) or deployment operations (use google-agents-cli-deploy).

运维与部署Skill与智能体开发

google-agents-cli-publish

This skill should be used when the user wants to "publish an agent", "publish my ADK agent", "register an agent with Gemini", "publish to Gemini" (formerly Gemini Enterprise), or needs guidance on the agents-cli publish gemini command. Also use when the user wants to "manage agents in Agent Registry", "list/update/delete registered agents", or "register an MCP server". Covers ADK vs A2A registration modes, programmatic and interactive usage, flag reference, auto-detection from deployment metadata, Agent Registry fleet management, and troubleshooting. Part of the agents-cli skills suite. Do NOT use for deployment (use google-agents-cli-deploy).

运维与部署Skill与智能体开发

开发工程师数据分析师分析与可视化Skill与智能体开发

google-agents-cli-observability

This skill should be used when the user wants to "set up tracing", "monitor my agent", "configure logging", "add observability", "debug production traffic", or needs guidance on monitoring deployed agents, including ADK (Agent Development Kit) agents. Covers Cloud Trace, prompt-response logging, BigQuery Agent Analytics, third-party integrations (AgentOps, Phoenix, MLflow, etc.), and troubleshooting. Part of the agents-cli skills suite. Do NOT use for deployment setup (use google-agents-cli-deploy) or API code patterns (use google-agents-cli-adk-code).

google-agents-cli-eval

This skill should be used when the user wants to "run an evaluation", "evaluate my agent", "evaluate my ADK agent", "write an eval dataset", "analyze eval failures", "compare eval results", "optimize agent", or needs guidance on the Gemini platform eval methodology and the Quality Flywheel. Covers eval metrics, dataset schema, LLM-as-judge scoring, and common failure causes. Applies to any agents-cli project, whatever framework the agent is written in. Do NOT use for agent API code patterns (ADK: use google-agents-cli-adk-code), deployment (use google-agents-cli-deploy), or project scaffolding (use google-agents-cli-scaffold).

开发工程师Skill与智能体开发

google-agents-cli-deploy

This skill should be used when the user wants to "deploy an agent", "deploy my ADK agent", "set up CI/CD", "configure secrets", "troubleshoot a deployment", or needs guidance on Agent Runtime, Cloud Run, or GKE deployment targets, or binding an agent to an Agent Gateway. Covers deployment workflows, service accounts, rollback, and production infrastructure. Applies to any framework agents-cli deploys (ADK, LangChain, ...). Part of the agents-cli skills suite. Do NOT use for agent API code patterns (ADK: use google-agents-cli-adk-code), evaluation (use google-agents-cli-eval), or project scaffolding (use google-agents-cli-scaffold).

开发工程师后端与接口运维与部署

google-agents-cli-adk-code

This skill should be used when the user wants to "write agent code", "build an agent with ADK", "add a tool", "create a callback", "define an agent", "use state management" — in a project that needs ADK (Agent Development Kit) API patterns and code examples. It provides a quick reference for agent types, tool definitions, orchestration patterns, callbacks, state management, the graph Workflow API, and reference recipes to study. Do NOT use for scaffolding (use google-agents-cli-scaffold) or deployment (use google-agents-cli-deploy).

开发工程师Skill与智能体开发