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
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**System Prompts**
**Orchestration**
[browser-use](https://github.com/browser-use/browser-use)
[Bolt.new](https://github.com/stackblitz/bolt.new)
**Context Rot**
[n8n](https://github.com/n8n-io/n8n)
**Memory**
[OpenCode](https://github.com/opencode-ai/opencode)
**Planning**
**Synthesis**
Topic
Stars
**Context Management**
[AutoGPT](https://github.com/Significant-Gravitas/AutoGPT)
[Mastra](https://github.com/mastra-ai/mastra)
[Claude Agent SDK](https://github.com/anthropics/claude-agent-sdk-python)
**Tools**
[MS Agent Framework](https://github.com/microsoft/agent-framework)
[AG2](https://github.com/ag2ai/ag2)
[smolagents](https://github.com/huggingface/smolagents)
[Agno](https://github.com/agno-agi/agno)
[MetaGPT](https://github.com/FoundationAgents/MetaGPT)
[Google ADK](https://github.com/google/adk-python)
[OpenClaw](https://github.com/openclaw/openclaw)
[OpenHands](https://github.com/OpenHands/OpenHands)
[Aider](https://github.com/Aider-AI/aider)
[Goose](https://github.com/block/goose)
[Roo Code](https://github.com/RooCodeInc/Roo-Code)
[SWE-agent](https://github.com/SWE-agent/SWE-agent)
[PydanticAI](https://github.com/pydantic/pydantic-ai)
[Hermes Agent](https://github.com/NousResearch/hermes-agent)
[AWS Agent Squad](https://github.com/awslabs/agent-squad)