# Agent Ops Framework

> AI agent operations reference — multi-agent architectures, ReAct and chain-of-thought patterns, tool-use conventions, prompt injection defense, and evaluation metrics

- Skill: `bytesagain/agent-ops-framework` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add bytesagain/agent-ops-framework`
- Raw SKILL.md: https://api.skillmd.com/api/skills/bytesagain/agent-ops-framework/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Web & Frontend
- Author: bytesagain (https://skillmd.com/u/bytesagain)
- Updated: 2026-09-09
- Page: https://skillmd.com/skills/bytesagain/agent-ops-framework

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# Agent Ops Framework

AI agent operations reference — multi-agent architectures, ReAct and chain-of-thought patterns, tool-use conventions, prompt injection defense, and evaluation metrics. No API keys or credentials required — outputs reference documentation only.

## Commands

| Command | Description |
|---------|-------------|
| `intro` | Multi-agent architectures, frameworks |
| `standards` | Output schemas, tool-use, MCP, eval benchmarks |
| `troubleshooting` | Context overflow, loops, hallucination, rate limits |
| `performance` | Caching, parallelism, token optimization |
| `security` | Prompt injection, sandboxing, audit logging |
| `migration` | Single to multi-agent, prompt to function calling |
| `cheatsheet` | LangChain, CrewAI, AutoGen APIs, agent patterns |
| `faq` | When to use agents, costs, framework choice |

## Output Format

All commands output plain-text reference documentation via heredoc. No external API calls, no credentials needed, no network access.

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