Skill Claude CodeCodex
Agent Kernel architectural principles, core abstractions, and design patterns. Use this skill when you need to understand the codebase structure, how components interact, or before making changes to core functionality. Covers Session, Agent, Runner, Module, Runtime, AgentService, ChatService (execution core +…
Skill Claude CodeCodex
Code quality standards, formatting, commit conventions, and PR workflow for Agent Kernel development. Use this skill when making contributions, formatting code, writing commit messages, or preparing pull requests.
Skill Claude CodeCodex
Step-by-step guide for adding a new agent framework adapter to Agent Kernel. Use this skill when you need to integrate a new agent framework (beyond OpenAI, CrewAI, LangGraph, Google ADK, Smolagents, Pydantic AI). Covers creating the adapter module, implementing Agent/Runner/Module subclasses, adding optional…
Skill Claude CodeCodex
Step-by-step guide for adding a new guardrail provider to Agent Kernel. Use this skill when you need to integrate a new content safety or guardrail service (beyond OpenAI Guardrails, AWS Bedrock Guardrails, and Walled AI). Covers implementing input/output guardrails, factory registration, configuration, and testing.
Skill Claude CodeCodex
Step-by-step guide for adding a new knowledge base backend to Agent Kernel. Use this skill when you need to integrate a new storage system with the KnowledgeBase interface and expose it through KnowledgeBuilder tools.
Skill Claude CodeCodex
Step-by-step guide for adding a new messaging platform integration to Agent Kernel. Use this skill when you need to add support for a new chat platform (beyond Slack, WhatsApp, Messenger, Instagram, Telegram, Teams, Gmail). Covers creating the integration handler, webhook routes, message parsing, configuration, and…
Skill Claude CodeCodex
Step-by-step guide for adding a new multimodal attachment storage backend to Agent Kernel. Use this skill when you need to integrate a new storage service (beyond in-memory, Redis, and DynamoDB) for persisting image and file attachments. Covers implementing the AttachmentStore interface, factory registration…
Skill Claude CodeCodex
Step-by-step guide for adding a new queue transport to Agent Kernel's execution pipeline. Use this skill when you need to integrate a new message broker (beyond inmemory, SQS, Kafka, and NATS JetStream) behind the QueueTransport/TransportConsumer interface. Covers the queue-semantics contract every transport must…
Skill Claude CodeCodex
Step-by-step guide for adding a new sandbox provider to Agent Kernel. Use this skill when you need to integrate a new code-execution backend for the sandbox capability (beyond localsubprocess, docker, e2b, daytona, and ec2ssm). Covers implementing the Sandbox / SandboxProvider ABCs, declaring capabilities honestly…
Skill Claude CodeCodex
Step-by-step guide for adding a new observability/tracing provider to Agent Kernel. Use this skill when you need to integrate a new tracing backend (beyond Langfuse, OpenLLMetry/Traceloop, and Pydantic Logfire). Covers implementing the BaseTrace interface, creating framework-specific traced runners, configuration, and…
Skill Claude CodeCodex
Review a GitHub pull request against Agent Kernel's architecture, design principles, code quality standards, and testing conventions, then post the findings back to the PR as review comments. When the PR contains spec documents (design.md, spec.md, or plan.md under docs/specs/), they are reviewed first — each at its…
Skill Claude CodeCodex
Sync Agent Kernel documentation from branch changes before a feature or bugfix is merged. Use this skill when implementation is ready and you need to inspect new commits plus uncommitted changes, then update root docs, ak-py docs, deployment READMEs, example READMEs, and the docs website so the documentation matches…
Skill Claude CodeCodex
Sync Agent Kernel skills and documentation from a specific commit hash. Use this skill in automation or maintenance flows to analyze code changes introduced by a commit, then update developer skills, user skills, and docs surfaces so the repository guidance stays aligned with implementation.
Skill Claude CodeCodex
Sync Agent Kernel skills from branch changes before a feature or bugfix is merged. Use this skill when implementation is ready and you need to inspect new commits plus uncommitted changes, then update developer skills under .agents and user skills under ak-py/src/agentkernel/skills to match the actual capability set.
Skill Claude CodeCodex
Testing conventions, patterns, and automation for Agent Kernel development. Use this skill when writing tests for new features, debugging test failures, or understanding the test infrastructure. Covers pytest patterns, async testing, mocking, the built-in Test framework, and CI/CD test workflows.
Skill Claude CodeCodex
Write the spec documents for a planned Agent Kernel change under docs/specs/ - / in three ordered stages: a concise point-form design spec (design.md) that a maintainer reviews first, then a detailed implementation spec (spec.md) once the design is approved, then a concise implementation plan (plan.md), plus an…
Instructions file CodexOpenCode
Instructions for yaalalabs/agent-kernel, covering agents.md, two skill sets — don't confuse them, repo map, adapter architecture — stay unopinionated and setup, build, lint, test.
Instructions file
Instructions for yaalalabs/agent-kernel: See AGENTS.md — it has the full guide for working on this repo (repo map, setup/lint/test commands, the dev-skills-vs-bundled-skills distinction, and conventions). Read it before making changes.
Skill Claude CodeCodex
Add capabilities to an existing Agent Kernel project. This skill guides you through adding guardrails, tracing/observability, session persistence, knowledge bases, MCP server, A2A server, AG-UI server, pre/post hooks, multimodal support, conversation thread support, scheduled tasks (deferred and recurring chat…
Skill Claude CodeCodex
Add a messaging platform integration to an existing Agent Kernel project. This skill guides you through adding Slack, WhatsApp, Messenger, Instagram, Telegram, Teams, or Gmail integration by generating configuration, updating dependencies, and setting up webhook handlers. Designed for users extending their agents.
Skill Claude CodeCodex
Add tools, agents, and handoffs to an existing Agent Kernel project. This skill guides you through reading the current project, understanding its framework and structure, then making context-aware additions — new tools, new agents, agent-to-agent handoffs, and Module wiring. The workhorse skill for iterative agent…
Skill Claude CodeCodex
Deploy an Agent Kernel project to AWS, Azure, or GCP using Terraform modules, or to any Kubernetes cluster (on-prem, baremetal, EKS) using the official Helm chart. Supports serverless and containerized modes for all three clouds. AWS supports execution modes (restsync, restasync, async, stream), queue-based scalable…
Skill Claude CodeCodex
Scaffold a new Agent Kernel project from scratch. This skill guides you through choosing an agent framework, defining tools, selecting a deployment target, and generating a complete project with all necessary files. Designed for users who want to build a new AI agent using the Agent Kernel library.
Skill Claude CodeCodex
Set up testing and debug common issues in Agent Kernel projects. This skill guides you through configuring the built-in test framework, writing agent tests, choosing test modes (fuzzy, judge, fallback), and troubleshooting common errors.