Agent Memory Protocol (AMP): Open Spec for Interoperable AI Agent Memory on Top of MCP

The Agent Memory Protocol (AMP) is an open specification that standardizes persistent memory for MCP-compatible AI agents, addressing memory fragmentation across backends like Mem0, smriti-memcore, and custom vector DBs.
Six Core Verbs
amp.encode— Store new memoriesamp.recall— Retrieve relevant memoriesamp.forget— Permanently delete memoriesamp.consolidate— Trigger backend reorganization or summarizationamp.pin— Mark important memories as permanentamp.stats— Get backend health and usage stats
Conformance Levels
AMP defines Core and Full conformance levels, ships with a JSON schema, compliance test suite, and a minimal example that runs with zero dependencies.
Reference Implementation
Install via pip: pip install amp-server — wraps smriti-memcore as a compliant backend. The spec is MIT-licensed and independent (not affiliated with Anthropic/MCP).
Community Feedback Wanted
The author wants input on: which backends to wrap first (Chroma, Pinecone, pgvector, Zep, etc.), missing verbs, and real-world pain points. PRs welcome.
📖 Read the full source: r/openclaw
👀 See Also
Claudy: A native macOS wrapper for Claude Code with multi-session, auto account switching, and draft commits
Claudy is a native macOS app built with SwiftUI + SwiftData that wraps Claude Code, adding multi-session management, automatic account switching on rate limits, draft commits for mid-session checkpoints, and a marketplace for Skills, MCPs, and Commands.

Natural Language Autoencoders: Turning Claude's Internal Representations into Text
Transformer Circuits Thread publishes Natural Language Autoencoders that decode Claude's internal activations into readable text. GitHub repo and interactive demo available.

Introducing Swarmhook: Free and Open Source Webhooks for Your Bot
Swarmhook.com offers free and open source webhooks to effectively manage events for your bots, streamlining automation and response capabilities.

CopilotKit: Open-Source React Building Blocks for Agent UIs
CopilotKit (30k stars, MIT) provides React components for agent UI layer: chat, streaming, tool calls, human-in-the-loop, and generative UI, with AG-UI protocol support across LangGraph, ADK, CrewAI, and more.