MCP
Agent → Tool
LIVE
Model Context Protocol
6 tools • 4 resources • 2 prompts
6 tools • 4 resources • 2 prompts
Claude Desktop
Claude Code
Cursor
Windsurf
VS Code / Copilot
Continue.dev
Zed
+ 9 more IDEs
01
Raw Storage
src/memory_store_v2.py
02
Hierarchical Index
src/tree_manager.py
03
Knowledge Graph
src/graph_engine.py
04
Pattern Learning
src/pattern_learner.py
05
Skills Layer
skills/*
06
MCP Integration
mcp_server.py
07
Universal Access
MCP + Skills + CLI
08
Hybrid Search
src/hybrid_search.py
09
Visualization
ui_server.py
10
A2A Agent Collaboration
src/a2a_server.py — PLANNED v2.6
A2A
Agent ↔ Agent
PLANNED v2.6
Agent-to-Agent Protocol
Google/LF • 150+ orgs
Google/LF • 150+ orgs
Perplexity Agent
Codex Agent
Custom Agents
Agent Discovery
Task Management
Signed Identity
A2A has NO shared memory.
SLM fills this gap.
SLM fills this gap.