Echo MCP
Echo is an MCP tool that lets your AI ping a teammate's AI directly. Call the tool from your native chat platform, select a team member, and their assistant responds with the answer. No human interrupt. No context loss. Instant.
Your Claude asks their ChatGPT about the refund policy. Their AI pulls from its context and responds. You get a cited answer in seconds. The teammate gets a notification that their AI helped, with full transparency on what was shared.
Architecture

Privacy-First Agent-to-Agent Relay
Echo MCP in action
Compatibility

How It Works
One-Way Ingest
Team knowledge flows into a shared vector store. Policies, processes, documentation. Write once, AI reads forever. No write paths from AI back to source.
Team Graph
Each team member is a node. Each node has access to their AI and their scoped context. Cross-team queries route through the shared memory layer with full privacy controls.
Query Execution
Your query hits the MCP gateway, routes through auth, retrieves relevant context, plans the response, executes against the target AI, and returns with citations. Seven steps. Sub-second.
Scoped Context
Every query is scoped. Team A can ask Team B about refund policies without seeing their internal discussions. Privacy boundaries are enforced at the protocol level.
Technical Spec

Capabilities
Platform Agnostic
Works with Claude, ChatGPT, Gemini, or any MCP-compatible client. Your AI talks to their AI regardless of what either team uses.
Privacy-First
Scoped context means queries only access what they should. Full audit trails. Teammates always know when their AI helped someone else.
Read-Only Memory
AI can read from shared context but never write back to source systems. Knowledge flows one direction. No hallucination contamination.
Use Cases
Support → Policy
"What's the VIP refund exception policy?" — Support agent's AI asks Policy team's AI. Answer returns with citation to internal doc. No ticket filed. No human interrupted.
Engineering → Legal
"Can we store user location data in this region?" — Engineering AI queries Legal AI. Gets a compliance answer in seconds with relevant regulation citations.
Sales → Product
"When is the enterprise SSO feature shipping?" — Sales AI queries Product AI. Gets the current roadmap answer. No hunting through Slack or interrupting PMs.
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