Operate Ai Stack
Develop, test, and troubleshoot this generated AI or ML workload across its framework, model and embedding providers, retrieval stores, interfaces, training, serving, and observability layers. Use when changing prompts, tools, agents, RAG, MCP, inference, fine-tuning, evaluations, or provider integration.
Project Workflow
Develop, test, and maintain this generated Python project using its recorded Copier choices and uv toolchain. Use for any code, dependency, configuration, documentation, or test change in this project, including simple libraries, CLIs, APIs, and layered AI or ML applications.
Deploy Python Project
Validate and deploy this generated Python project using its selected target, portable Docker base, and optional Pulumi or Terraform configuration. Use for deployment preparation, local container checks, cloud previews, release rollout, health verification, or deployment troubleshooting.
Validate Python Stack
Validate the Python Template repository or a project generated from it. Use before committing, publishing, deploying, or reviewing a stack to check catalog compilation, rendering, dependencies, formatting, tests, security workflows, skills, and representative runtime behavior.
Compose Python Stack
Design and generate a compatible project from the Python Template component layers or presets. Use when choosing a workload, framework, AI providers, data engines, interfaces, training and serving tools, deployment target, or IaC option; also use when a user wants a simple library, CLI, or API without AI.
Mcp Sys Bridge
An implementation of the Model Context Protocol (MCP), acting as a simple bridge to native OS functionalities like clipboard management and URL handling.
Clitg
Operate a Telegram user account through the structured clitg CLI. Use when an agent needs to inspect dialogs, inboxes, contacts, groups, channels, messages, stories, statistics, or sessions; use Telegram AI, collaborative checklists, Business automation, quick replies, shared folders, stickers, or GIFs; send, reply, edit, forward, react, repeat, schedule, export, report, moderate, or delete conte…
Maintain Python Template
Extend or repair the Python Template repository while keeping its catalog, Copier questions, templates, generated references, and tests synchronized. Use for adding a framework, provider, database, interface, ML tool, deployment target, preset, compatibility rule, or generated-project capability.