Ai Agent Handbook

data-ai MCP Server

Comprehensive guide to AI agent engineering: how 30+ frameworks actually work under the hood. Context rot, compaction, system prompt assembly, SOUL.md, agent loops, memory systems, tool sprawl, MCP, progressive disclosure, multi-agent orchestration, Plan/Act, episodic memory. Code examples throughout. Pick the right stack, avoid the common traps

data-aidata-ai
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32
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Prompts
Standard I/O
Transport

Available Tools (32)

III

**System Prompts**

VII

**Orchestration**

8

[browser-use](https://github.com/browser-use/browser-use)

20

[Bolt.new](https://github.com/stackblitz/bolt.new)

IV-B

**Context Rot**

3

[n8n](https://github.com/n8n-io/n8n)

V

**Memory**

5

[OpenCode](https://github.com/opencode-ai/opencode)

VIII

**Planning**

XIV

**Synthesis**

Part

Topic

Framework

Stars

IV

**Context Management**

2

[AutoGPT](https://github.com/Significant-Gravitas/AutoGPT)

16

[Mastra](https://github.com/mastra-ai/mastra)

25

[Claude Agent SDK](https://github.com/anthropics/claude-agent-sdk-python)

VI

**Tools**

6

[MS Agent Framework](https://github.com/microsoft/agent-framework)

13

[AG2](https://github.com/ag2ai/ag2)

23

[smolagents](https://github.com/huggingface/smolagents)

21

[Agno](https://github.com/agno-agi/agno)

10

[MetaGPT](https://github.com/FoundationAgents/MetaGPT)

22

[Google ADK](https://github.com/google/adk-python)

1

[OpenClaw](https://github.com/openclaw/openclaw)

9

[OpenHands](https://github.com/OpenHands/OpenHands)

15

[Aider](https://github.com/Aider-AI/aider)

17

[Goose](https://github.com/block/goose)

18

[Roo Code](https://github.com/RooCodeInc/Roo-Code)

19

[SWE-agent](https://github.com/SWE-agent/SWE-agent)

24

[PydanticAI](https://github.com/pydantic/pydantic-ai)

26

[Hermes Agent](https://github.com/NousResearch/hermes-agent)

29

[AWS Agent Squad](https://github.com/awslabs/agent-squad)