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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1---2name: agent-ops-framework3description: AI agent operations reference — multi-agent architectures, ReAct and chain-of-thought patterns, tool-use conventions, prompt injection defense, and evaluation metrics4---5
6# Agent Ops Framework
7
8AI 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.
9
10## Commands
11
12| Command | Description |
13|---------|-------------|
14| `intro` | Multi-agent architectures, frameworks |
15| `standards` | Output schemas, tool-use, MCP, eval benchmarks |
16| `troubleshooting` | Context overflow, loops, hallucination, rate limits |
17| `performance` | Caching, parallelism, token optimization |
18| `security` | Prompt injection, sandboxing, audit logging |
19| `migration` | Single to multi-agent, prompt to function calling |
20| `cheatsheet` | LangChain, CrewAI, AutoGen APIs, agent patterns |
21| `faq` | When to use agents, costs, framework choice |
22
23## Output Format
24
25All commands output plain-text reference documentation via heredoc. No external API calls, no credentials needed, no network access.
26
27---
28
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