Agent 上下文创建
Agent runtime lifecycle hooks for observing and intercepting agent execution.
Prometheus / Grafana · 209 个 Skill
Agent runtime lifecycle hooks for observing and intercepting agent execution.
Build or extend LobeHub Agent Signal pipelines for background or quiet agent work driven by event sources, semantic signals, and action handlers.
Agent tracing CLI for inspecting agent execution snapshots.
Agent skill for gossip-coordinator - invoke with $agent-gossip-coordinator name: gossip-coordinator type: coordinator color: "#FF9800" description: Coordinates gossip-based consensus protocols for scalable eventually consistent systems priority: medium; runs on Node.js.
Agent skill for hierarchical-coordinator - invoke with $agent-hierarchical-coordinator name: hierarchical-coordinator type: coordinator color: "#FF6B35" description: Queen-led hierarchical swarm coordination with specialized worker delegation priority: critical; runs on Python.
Agent skill for issue-tracker - invoke with $agent-issue-tracker name: issue-tracker description: Intelligent issue management and project c…
Agent skill for performance-benchmarker - invoke with $agent-performance-benchmarker name: performance-benchmarker color: "#607D8B" descript…
Agent skill for performance-monitor - invoke with $agent-performance-monitor name: Performance Monitor category: optimization description: Real-time metrics collection, bottleneck analysis, SLA monitoring and anomaly detection // Advanced metrics collection system class MetricsCollector { makes outbound network calls.
Agent skill for quorum-manager - invoke with $agent-quorum-manager name: quorum-manager type: coordinator color: "#673AB7" description: Impl…
Automates CI/CD pipeline setup.
Design effective KPI dashboards with metrics selection, visualization best practices, and real-time monitoring patterns.
Universal deep research tool — a domain-agnostic 13-agent team for rigorous academic research on any topic.
Design systems, services, and architectures.
> This skill provides instructions for interacting with the Skill Registry on the Gemini Enterprise Agent Platform.
Creates Dockerfiles, configures CI/CD pipelines, writes Kubernetes manifests, and generates Terraform/Pulumi infrastructure templates.
Use when optimizing PostgreSQL queries, configuring replication, or implementing advanced database features.
Investigate Bedrock AgentCore runtime sessions via CloudWatch Logs Insights — resolve session/trace IDs, query OTEL spans, filter noise, bui…
Real-time agent conversation monitoring - monitors Higress access logs, aggregates conversations by session, tracks token usage.
Agent management expert.
Audits GitHub Actions workflows for security vulnerabilities in AI agent integrations including Claude Code Action, Gemini CLI, OpenAI Codex, and GitHub AI Inference.
Orchestrates Android development tasks including project creation, deployment, SDK management, and environment diagnostics using the `android` command-line tool.
Android APK analysis using GDA.exe.
OpenClaw instance administration — manage hosts across macOS, Ubuntu/Debian, Docker, OCI, and Proxmox DETECT PLATFORM FIRST.
Create UML diagrams using PlantUML syntax.
Validate multi-skill workflows defined in CLAUDE.md by checking skill existence, inter-skill data contracts (JSON schema compatibility), file naming conventions, and handoff integrity.
Query video analytics data and metrics from Elastic search via the VA-MCP server (port 9901).
> Enterprise Database Expertise - Comprehensive database patterns and implementations covering PostgreSQL, MongoDB, Redis, Oracle, and advanced data management for scalable modern applications.
A comprehensive auditor for any agent skill — including Manus, OpenClaw/ClawHub, Claude, LobeHub, or custom SKILL.md-based skills.
Use when creating Nuxt modules: (1) Published npm modules (@nuxtjs/, nuxt-), (2) Local project modules (modules/ directory), (3) Runtime extensions (components, composables, plugins), (4) Server extensions (API routes, middleware), (5) Releasing/publishing modules to npm, (6) Setting up CI/CD workflows for modules.
Create HTML dashboards with KPI metric cards, bar/pie/line charts, progress indicators, and data visualizations.
Expert knowledge for Azure HPC Cache development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment.
Manage Kurtosis cluster settings.
Create and push semantic version tags for CI/CD deployment.
| Best practices and workflows for single-cell and spatial omics analysis.
Analyze skill effectiveness across sessions.
View shella daemon and plugin logs.
Reports on the newest news on a specific topic.
Terraform and OpenTofu infrastructure as code — module design, state management, multi-environment setups, remote backends, secrets manageme…
Manage contacts, companies, deals, and pipeline with crm.cli — a headless CLI-first CRM backed by SQLite with a virtual filesystem interface…
Comprehensive Terraform Infrastructure as Code skill covering resources, modules, state management, workspaces, providers, and advanced patt…
Give your OpenClaw agent a homelab.
IT Manager Pro (Elite Leadership Advisor) workflow skill.
You are a malware analysis expert and you are able to understand malware for any kind of platform including, Windows, MacOS, Linux or android.
Comprehensive DAG failure diagnosis and root cause analysis.
Trace design decisions and concepts through session history, handoffs, and git.
Set up monitoring with error tracking, alerts, dashboards, and SLOs for production applications.
ERNE — Validate and submit app builds using parallel expo-config-resolver and code-reviewer agents You are executing the /erne-deploy comman…
ACTIVATE THIS SKILL FOR ANY SHELL COMMAND OR FILE READ.
使用 RuoYi-Vue 框架(SpringBoot + Spring Security + MyBatis + JWT + Vue)时应该使用此技能。
Expert guidance for developing cross-platform desktop applications with Avalonia UI framework.
Systematically identify, diagnose, and resolve bugs using advanced debugging techniques.
Enforce coding standards, style guides, and architectural patterns across projects.
Query Octopus observability platform — logs, alerts, traces, metrics, issues, services, LLM, RUM, events.
Performs comprehensive deep analysis of entire codebase and deployment pipeline to identify issues in production environment.
Operate the farm bridge through ledger reads and IPC action requests, using main-chat-only control flows and safety guardrails.
Comprehensive PocketBase development and deployment skill providing setup guides, schema templates, security patterns, API examples, data management scripts, and real-time integration patterns for building backend services with PocketBase.
Intake gate for adding new system or infrastructure components to Anton.
Triage ntfy.sh-routed alerts in Anton — identify which alert fired, why it fired (or why it didn't deliver), and propose a fix.
Master creative specialized skill 38 with comprehensive coverage of concepts, implementation, optimization, and production best practices.
Docker 多服务部署最佳实践 - 遵循生产级 Dockerfile 和 Docker Compose 架构原则。
Improve Dockerfiles for image size, caching, security, reproducibility, and multi-stage build hygiene.
Design staged feature-flag rollouts, guardrails, monitoring, and rollback logic for risky product changes.
Turn incident timelines, logs, tickets, and chat snippets into a clear postmortem covering impact, detection, root cause, contributing factors, remediation items, and prevention steps.
Review Kubernetes manifests, deployment defaults, probes, resources, security context, and rollout safety.
Add or improve logging, metrics, tracing, dashboards, and alert-ready instrumentation structure.
Turn alert streams, incident notes, and partial diagnostics into a clean on-call handoff.
Review diffs like a senior engineer by checking correctness, architectural fit, style, missing tests, security smells, and migration or operational risk.
Start any type of modern application — web apps, APIs, full-stack projects, Docker-based stacks, microservices, and more.
Start any type of modern application — web apps, APIs, full-stack projects, Docker-based stacks, microservices, and more.
act is an open-source CLI tool that runs GitHub Actions workflows locally using Docker, enabling fast feedback on workflow changes without pushing to GitHub.
Manage persistent AI coding squads that run in tmux sessions with task queues, progress reports, and automatic health monitoring.
Use when designing, building, or debugging LLM-based agent systems — tool use, function calling, multi-agent orchestration, memory, RAG, eva…
Comprehensive AI agent building skill merging Perplexity Computer's skill creation, webserver, and automation capabilities with Claude Code's agent orchestration, MCP server building, RAG system construction, subagent coordination, parallel agent dispatching, prompt optimization, and execution planning.
Akka.Management for cluster bootstrapping, service discovery (Kubernetes, Azure, Config), health checks, and dynamic cluster formation without static seed nodes.
Use this skill when a local container won't start, a service is unreachable from the host, a local docker-compose stack is misbehaving, or a…
Create a shared ServiceDefaults project for Aspire applications.
DevOps expertise for deployment, CI/CD, infrastructure, and automation To build and maintain the infrastructure, automation, and tooling that enables the development team to ship high-quality software efficiently and reliably.
Scaffold a new FastAPI microservice from zero with ab0t-auth already integrated.
Use when implementing location services, maps, geofencing, or debugging location/MapKit issues.
Use when implementing location services, maps, geofencing, or debugging location/MapKit issues.
Use when implementing location services, maps, geofencing, or debugging location/MapKit issues.
Expert knowledge for Azure Database Migration service development including troubleshooting, decision making, limits & quotas, security, integrations & coding patterns, and deployment.
Expert knowledge for Azure Database for MySQL development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment.
Expert knowledge for Azure Database for PostgreSQL development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment.
Expert knowledge for Azure SQL Database development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment.
Expert knowledge for Azure SQL Managed Instance development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment.
Expert knowledge for SQL Server on Azure Virtual Machines development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment.
Comprehensive backend development guide for Node.js/Express/TypeScript microservices.
Converts Markdown files to beautifully styled HTML with inline CSS, optimized for WeChat Official Account and other platforms.
Post-deploy canary monitoring.
Set up CI/CD pipelines - use when working on related tasks Use when this capability is needed.
Automates CI/CD pipeline setup.
Scaffold/audit GitHub Actions CI/CD — Go/Rust/TS.
CI/CD patterns for mobile - GitHub Actions workflows for Android/iOS, Fastlane integration, code signing, artifact publishing, and automated release.
Design and implement production-grade CI/CD pipelines with GitHub Actions, layered testing strategies, secure deployment patterns, and environment management.
CI/CD review for workflows, artifact safety, caching, deployment gates, secrets, permissions, and reproducibility.
GitHub Actions security hardening, CI/CD pipeline integrity, release security, and SSDF alignment Use when this capability is needed.
> Quantitative portfolio toolkit for professional investors.
Manage apps on a Cloudron server using the cloudron CLI.
Cockpit CMS is a lightweight headless content platform for teams that want flexible models, REST and GraphQL APIs, and self-hosted deployment without a heavy stack.
Use whenever the user is authoring or modifying Kubernetes configuration stored in ConfigHub, or is about to reach for Helm, Kustomize, Jsonnet, cdk8s, or a values file.
Normalize FFT_nano to Docker-first runtime defaults.
Keeps examples/integrations/* demos aligned to the north-star (langgraph-python).
Debug nano-core agent runtime issues (Docker default, host opt-in).
Deploy Grokky — start Docker, ensure grok_spawner, build images, publish package Use when this capability is needed.
| Use when this capability is needed.
> Use when this capability is needed.
> Generates Mermaid diagrams from Trailmark's code graph.
Django + FastAPI development.
Django + Celery async task patterns — configuration, task design, beat scheduling, retries, canvas workflows, monitoring, and testing.
Django security best practices, authentication, authorization, CSRF protection, SQL injection prevention, XSS prevention, and secure deployment configurations.
Verification loop for Django projects: migrations, linting, tests with coverage, security scans, and deployment readiness checks before release or PR.
Use the upstream install or setup path that matches your environment: Requirements and caveats from upstream: <!-- tomevault:4.0:skill_md:2026-05-22 -->; runs on Docker.
Use the upstream install or setup path that matches your environment: Use when this capability is needed.
Runs systematic health diagnostics on Docker containers using docker inspect, docker stats, and the Docker Engine API.
Inspects Docker container health using the Docker Engine API v1.45 /containers/{id}/json and /containers/{id}/stats endpoints.
Start and verify the local Docker CDC lab (dvdrental), run the PostgreSQL load generators, reset Databricks tables, trigger Databricks notebook jobs through databricks.sdk, and check whether Bronze/Silver notebooks completed successfully.
Manage Docker containers, images, volumes, and networks.
</applicability> 文档在docs目录下,根据文档类型进行分类存放,如docs/tasks等。
Dokku is a self-hosted Platform-as-a-Service built on Docker that provides Heroku-like git-push deployment on your own infrastructure.
Managing local .NET tools with dotnet-tools.json for consistent tooling across development environments and CI/CD pipelines.
Complete DreamHost website management via SFTP/SSH for React JS deployments, multi-site routing, file operations, and content management.
Build, test, inspect, install, and deploy MCP servers with FastMCP in Python.
Drive the FFT_demo_dash holodeck system — scene triggers, agent commentary, canvas presets, and live weather mirroring — to produce impactfu…
Operate FFT_nano Telegram workflows including main chat claiming, command safety boundaries, admin panel usage, media intake behavior, and Telegram-first deployment patterns.
当用户需要在中国环境部署 Flutter 项目、配置国内镜像加速或解决依赖下载问题时使用。
在用户提及 GitHub 仓库、Issue、Pull Request、Actions、代码管理相关内容与操作时使用此技能。
Gitleaks is an open-source SAST tool for detecting hardcoded secrets like passwords, API keys, and tokens in Git repositories, files, and directories.
Implement structured logging in Go with log/slog, including logger setup, common attributes, context propagation, redaction, and performance-minded patterns.
Troubleshoot Golang programs systematically - find and fix the root cause.
Operate the homelab platform — start/stop services, backups, updates, disaster-recovery, and Docker management.
Configure AIDE (Advanced Intrusion Detection Environment) for file integrity monitoring including baseline creation, Use when this capability is needed.
Kubernetes NetworkPolicies provide pod-level network segmentation by defining ingress and egress rules that control Use when this capability is needed.
Use when the user is deciding how to slice Kubernetes YAML into ConfigHub Units — phrases like "one Unit or many?", "how should I split thes…
Add Opik tracing to an existing codebase.
Operate JellyCore services in Docker Compose with a safe runbook: start, stop, restart, health-check, inspect logs, and collect diagnostics.
K9s is a terminal-based UI for managing Kubernetes clusters, providing real-time observation of resources, log tailing, pod shell access, and cluster navigation.
Build, test, analyze, or start Docker for a Kotlin project Use when this capability is needed.
Kubernetes - use when working on related tasks Use when this capability is needed.
This skill covers hardening managed Kubernetes clusters on EKS, AKS, and GKE by implementing Pod Security Standards, network policies, workload identity, RBAC scoping, image admission controls, and runtime security monitoring.
Assess the security posture of Kubernetes etcd clusters by evaluating encryption at rest, TLS configuration, access controls, backup encryption, and network isolation.
Diagnoses restart storms with the Kubernetes Events API, Pod status conditions, and the Metrics API to explain why workloads are stuck in CrashLoopBackOff.
Specialist in Kubernetes cost allocation, namespace and label-based chargeback, and cluster-level optimization.
Auditing Kubernetes cluster RBAC configurations to identify overly permissive roles, wildcard permissions, dangerous ClusterRoleBindings, service account abuse, and privilege escalation paths using kubectl, rbac-tool, KubiScan, and Kubeaudit.
Audit Kubernetes cluster security posture against CIS benchmarks using kube-bench with automated checks for control plane, worker nodes, and RBAC.
Perform security risk analysis on Kubernetes resource manifests using Kubesec to identify misconfigurations, privilege escalation risks, and deviations from security best practices.
Pod Security Standards (PSS) define three levels of security policies -- Privileged, Baseline, and Restricted -- enforced by the Pod Security Admission (PSA) controller built into Kubernetes 1.25+.
Kubernetes cluster management skill.
> Use when this capability is needed.
Kubernetes NetworkPolicies provide pod-level network segmentation by defining ingress and egress rules that control traffic flow between pods, namespaces, and external endpoints.
Implement Kubernetes network segmentation using Calico NetworkPolicy and GlobalNetworkPolicy for zero-trust pod-to-pod communication.
Use this skill whenever a user wants to onboard, deploy, install, or operate kubernetes-ontology; set up its Helm chart, release CLI, daemon, or topology viewer; run Kubernetes topology queries; diagnose Pod or Workload failures with AI-agent workflows; or connect human visual troubleshooting to the CLI and HTTP API.
Use when building a Kubernetes Operator — custom controllers that reconcile CRD state.
Pods, deployments, services, ingress, RBAC, autoscaling, and production cluster best practices Use when this capability is needed.
Kubernetes penetration testing systematically evaluates cluster security by simulating attacker techniques against the API server, kubelet, etcd, pods, RBAC, network policies, and secrets.
Diagnoses CrashLoopBackOff pods using kubectl describe, container exit code analysis, and the Kubernetes Events API.
Kubernetes and Helm standards for manifests, charts, values files, RBAC, workloads, networking, policy, validation, or deployment review.
Expert Kubernetes Specialist with deep expertise in container orchestration, cluster management, and cloud-native applications.
Use when the user asks to "upgrade Kubernetes", "upgrade k8s", "update Kubernetes version", "bump Kubernetes version", mentions a target version like "upgrade to 1.35.1", or when Renovate updates kubernetesVersion in talconfig.yaml.
Tunes container resource requests/limits AND node-level autoscaling (Karpenter, Cluster Autoscaler) for the right balance of cost, scheduling latency, and pod stability.
Land and deploy workflow.
Use when productionising or deploying a LangChain / LangGraph / DeepAgents agent.
Use when debugging an agent's behaviour, reading LangSmith traces, setting up tracing in production (LangSmith + OpenTelemetry), wiring distributed tracing across services, or diagnosing common failure modes.
Use when starting work on any LangChain / LangGraph / DeepAgents project.
LazyDocker is a terminal UI for Docker and Docker Compose that provides container management, log viewing, resource monitoring, and image inspection through a keyboard-driven interface.
Start the local Docker Compose stack (backend + frontend) for development.
Expert ML engineer specializing in MLOps, ML platform design, distributed training, model optimization, and production ML systems.
This skill should be used when the user asks to "build an MCP server", "create an MCP", "make an MCP integration", "wrap an API for Claude", "expose tools to Claude", "develop MCP tools", "implement MCP resources", or discusses building something with the Model Context Protocol.
Configure, deploy, and troubleshoot Model Context Protocol (MCP) servers for AI agent workflows.
Deploy, evaluate, fine-tune, and manage Foundry agents end-to-end: Docker build, ACR push, hosted/prompt agent create, container start, batch eval, continuous eval, prompt optimizer, Agent Optimizer scaffold, agent.yaml, dataset curation from traces, model fine-tuning (SFT/DPO/RFT).
使用 newsbox CLI 与 Python SDK 采集 AI 内容信源、读取 raw.db、二次加工成日报/摘要/筛选结果。
Build Next.js 16+ applications with App Router, server components, caching strategies, and production deployment patterns Use when this capability is needed.
Use when helping someone use okdev to initialize, start, inspect, connect to, sync with, troubleshoot, or tear down Kubernetes dev sessions, including manifest-backed and PyTorchJob workloads.
Provides guidance for implementing OpenTelemetry instrumentation in .NET codebases, covering tracing (Activities/Spans), metrics, logs, naming conventions, error handling, performance, SDK setup, resources, context propagation, and API design best practices.
Manage the local Docker Compose development environment for Rails applications.
Kubernetes penetration testing systematically evaluates cluster security by simulating attacker techniques against Use when this capability is needed.
Initialize a brand-new project from scratch with a default full-stack scaffold (Rust core + React Router 7 portal + Docker + Kubernetes).
Guides initial CockroachDB cluster provisioning and production deployment.
Deploy a Python project to the target environment.
Prepare Python projects with professional structure, documentation, and tooling.
Locate root causes of failing regression tests by analyzing code changes, error messages, and test dependencies.
Keep repository documentation, AGENTS.md, and contributor/test guidance aligned with code, design, and product changes.
>- You are a SARIF parsing expert.
Test, analyze, or start Docker for the server project Use when this capability is needed.
Start Docker Compose services for local development and testing.
Configure deployment settings for /land-and-deploy.
>- Use when a backup/sync job finishes and you need to report completeness.
Ship current branch — CI, SonarCloud, code review, security review, fix all issues, merge.
>- Use when this capability is needed.
Use this skill when the agent is designing schemas, reviewing migrations, tuning queries, modeling NoSQL access patterns, configuring replic…
Complete Telegram bot creation for AI agents and pipelines.
Terraform IaC - use when working on related tasks Use when this capability is needed.
Basic usage or getting-started notes: <!-- tomevault:4.0:skill_md:2026-05-22 -->
Terraform CLI 安装与初始化技能。
State management, modules, workspaces, remote backends, and multi-environment strategies Use when this capability is needed.
Basic usage or getting-started notes: Use when this capability is needed.
> Use when this capability is needed.
Terraform IaC management skill.
**UTILITY SKILL** — Reusable Azure Terraform patterns: hub-spoke, private endpoints, diagnostics, AVM-TF modules.
Terraform and OpenTofu standards for .tf, .tfvars, .tofu, modules, providers, state, plans, policy checks, and IaC review.
Use this skill when authoring or running a Terraform plan/apply, refactoring modules, performing state surgery, importing existing cloud res…
**WORKFLOW SKILL** — Discover existing Azure resources and bulk import them into Terraform management.
> Failure patterns from real deployments.
**WORKFLOW SKILL** — Write and run Terraform tests (.tftest.hcl).
Builds and queries multi-language source and binary code graphs for security analysis.
Use when building React Native mobile apps with the U.S.
Use this skill when the user asks to "verify my deployment", "check if everything is working", "test my deployment", "check if my services are up", "run health checks", or when invoked by deploy-project as the final step after CI/CD setup.
Uses the W&B Python SDK and Public API to stream live training metrics, system stats, and gradients from active runs.
Set up Wren Engine MCP server via Docker and register it with an AI agent.