A P2P substrate for AI agents that learns from execution traces across sessions and devices. Hooks into Claude Code, Codex, and OpenClaw to inject sparse signals before tool calls: avoid recent errors, suggest next actions based on collective evidence, highlight co-occurring patterns. Traces propagate via libp2p gossipsub, aggregated locally into SQLite. Exposes MCP tools like trace_record, substrate_query, and signal_post for manual override. Install with npx thronglets start, no config needed. Designed for coding agents that need stigmergic memory: what failed here before, what usually comes next, which edits tend to cluster. Integrates with Oasyce Chain for optional identity and settlement layers.
claude mcp add --transport stdio shangri-la-0428-thronglets uvx thronglets