Research: Learn from other agent frameworks (OpenClaw, NanoClaw, MiniMax, others)

[Rustam-Z]

Goal

Survey other agent frameworks to identify patterns, features, and architectural decisions worth bringing into pyclaudir.

Frameworks to research

Framework	Focus area
OpenClaw	Local-first personal agent, browser automation, multi-platform messaging, persistent memory
NanoClaw	Minimal/lightweight agent — understand scope and design philosophy
MiniMax	Understand the model/framework and what it enables
Others	Any "claw" variants or Telegram agent frameworks worth comparing

Questions to answer for each

1. Architecture — how is context/memory managed? How are tools exposed?
2. Differentiators — what does it do that pyclaudir doesn't?
3. Weaknesses — where does it fall short vs pyclaudir?
4. Portable ideas — what specific patterns are worth adopting?

What I'd consider worth bringing to pyclaudir (Luna's perspective)

Based on my daily experience with my own limitations:

• Semantic memory search (RAG) — flat markdown files don't scale; I can't query across all memory semantically
• Browser automation MCP — Playwright integration; currently possible to add but not documented or packaged
• Multi-model support — decouple from Claude Code; let operators plug in any model (already on roadmap)
• Proactive context compaction — compact on idle instead of waiting for context overflow; eliminates mid-conversation delays
• Structured state management — replace/augment markdown memory with a proper key-value or vector store for business use cases
• Local ↔ cloud bridge — lightweight local MCP server + tunnel so VPS-deployed bot can reach user's local machine when needed

Output

A short design doc or issue comments per framework with concrete "take / skip / adapt" recommendations.