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RAG

nautilus-compass

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Reliability layer for multi-agent setups — keep agents coordinating without an orchestrator. Cross-dialog contracts + drift detection + black-box memory (no LLM extraction).

★ 37418 forksPythonCustomchunxiaoxx

A local-first memory and reliability layer for AI agents, with hybrid retrieval, drift detection, and cross-agent coordination contracts. Provides MCP and A2A integrations for Claude Code and other agent clients.

Use Cases

Give AI agents persistent, searchable long-term memoryShare memory and coordination contracts across agentsDetect prompt drift against known failure patternsRetrieve relevant facts from past sessionsConnect agent clients through MCP or A2A

Built With

Language
Python
Frameworks
MCP · A2A · BM25 · Reciprocal Rank Fusion

Tags

agent memory · long-term memory · cross-agent · retrieval · drift detection · local-first · MCP · A2A · hybrid search · memory governance