Generate and execute deterministic terminal workflows using llm-box. Use when the user wants to automate multi-step terminal tasks, chain commands, fetch URLs and save results, process data through pipelines, integrate LLMs (Ollama/DeepSeek/Qwen/GLM etc.) into automation, build CI/CD-like automation locally, or replace fragile bash scripts with structured auditable YAML. Trigger keywords: workflow, pipeline, automate, batch process, fetch and save, schedule task, chain commands, summarize with LLM, data aggregation.
EnglishCheck token budget and run-log spend before and after a loop run. Enforces early exit when over budget or when there is no actionable work.
EnglishRead loop-constraints.md at the start of every run and enforce every rule. This skill runs BEFORE triage or any action skill. Constraints are binding.
EnglishTriage recent changes, CI failures, issues, and conversations. Produces a concise, actionable findings report suitable for a loop to consume. Writes structured output to a state file or Linear board.
English
AGENT SKILLS ATLASIncludes LLM Box Workflow, Loop Budget, Loop Constraints, and other workflows.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLISupported by the Atlas install prompt. Skill-specific requirements vary.
Pack stats
What’s included
LLM Box Workflow
Generate and execute deterministic terminal workflows using llm-box. Use when the user wants to automate multi-step terminal tasks, chain commands, fetch URLs and save results, process data through pipelines, integrate LLMs (Ollama/DeepSeek/Qwen/GLM etc.) into automation, build CI/CD-like automation locally, or replace fragile bash scripts with structured auditable YAML. Trigger keywords: workflow, pipeline, automate, batch process, fetch and save, schedule task, chain commands, summarize with LLM, data aggregation.
Loop Budget
Check token budget and run-log spend before and after a loop run. Enforces early exit when over budget or when there is no actionable work.
Loop Constraints
Read loop-constraints.md at the start of every run and enforce every rule. This skill runs BEFORE triage or any action skill. Constraints are binding.
Loop Triage
Triage recent changes, CI failures, issues, and conversations. Produces a concise, actionable findings report suitable for a loop to consume. Writes structured output to a state file or Linear board.
Quick start
- Choose your skills. Select individual skills above, or choose the entire pack.
- Copy the install prompt. Use Copy install prompt above the list.
- Send it to your agent. Paste into your coding agent’s chat. Your agent reviews the source and guides the setup.
Try it with your agent
After installation, start with a request like:
Use the LLM Box Workflow skill to help with my task.
Ask me for the context you need before getting started.Requirements & license
- A coding agent that can access your project files and install skills.
- Your agent checks each skill’s instructions, dependencies, and permissions during setup.
- Reported license for the skills shown: MIT. The author’s terms apply.