Production debugger — investigates issues using logs, CI data, metrics, and AWS infrastructure. Spawn this agent to diagnose build failures, runtime errors, or infrastructure problems. It reports findings; it does not fix.
BeeAI Framework is a dual-language framework for building agentic applications in Python and TypeScript. It can use tools exposed by any MCP server through BeeAI's MCPTool, which discovers remote tools from an MCP client and makes them available to BeeAI agents.
LangChain is a framework for developing applications powered by language models. Integrating LangChain with the Model Context Protocol (MCP) allows agents to utilize tools defined across one or more MCP servers, enabling seamless interaction with external data sources and services.
LangGraph is a framework for developing applications powered by language models. Integrating LangGraph with the Model Context Protocol (MCP) allows agents to utilize tools defined across one or more MCP servers, enabling seamless interaction with external data sources and services.
NanoClaw lets a NanoClaw Agent Group act as an OpenAgents Workspace agent. Unlike most OpenAgents agents, NanoClaw is not a stdin/stdout CLI and not a direct LLM API — it is an independent containerized agent runtime. Each Agent Group runs in its own Docker container (Apple Container on macOS; WSL2 on Windows), with…
The official Linux package supplies the complete application runtime and bundled commands. There is no repository-owned runtime replacement layer. The packaged desktop entry is ChatGPT Community; codex-desktop remains the package, executable, and installation-path identity.
Kiali's authentication system lives in handlers/authentication/. At startup a single AuthController is instantiated based on the auth.strategy configuration field. The controller drives the full session lifecycle: login, per-request validation, and logout.
Use when: new contributor needs help with Azure MCP setup, codebase orientation, finding first issues, understanding development workflow, adding new commands, or integrating external MCP servers.
Point OpenHands (formerly OpenDevin) at a local rapid-mlx server. OpenHands drives its CodeActAgent inside a Docker sandbox and reaches the model over the OpenAI-compatible chat completions API (POST /v1/chat/completions) via LiteLLM.
Develop enterprise blockchain solutions with Hyperledger Fabric v2.5 LTS and v3.x. Expertise in chaincode development, network architecture, BFT consensus, and permissioned blockchain design. Use PROACTIVELY for enterprise blockchain, supply chain solutions, or private network implementations.
Specialist for creating, editing, and validating MegaLinter YAML descriptor files. Use when working on linter descriptors, adding new linters, or modifying linter configurations.