caura MCP server
Caura (formerly MemClaw) — governed shared memory for AI agent fleets. Multi-agent, multi-tenant, MCP-native. Trust tiers, keystone policies, audit trails, knowledge graph, self-improving retrieval. Apache 2.0.
What caura does
Summarised from the project README; check the repository for the latest details.
Features
- Tenant isolation — row-level database separation per tenant; PII auto-detected and flagged on every write (surfaced in memory metadata as `containspii`/`piitypes`)
- Visibility scopes — every memory is stamped at write time: `scopeagent` (private), `scopeteam` (fleet-wide, default), or `scopeorg` (cross-fleet). Cross-fleet recall is permissioned, not open
- Full audit log — every write, delete, and transition logged with tenant and scope context
- Contradiction detection — RDF triple comparison + LLM semantic analysis detects conflicting memories and automatically supersedes them, with full contradiction chain tracking
- Outcome-based learning (Karpathy Loop) — agents report success/failure after acting on recalled memories; the system reinforces what works and auto-generates preventive `rule`-type memories on failure
- Crystallization — LLM merges near-duplicate memories into canonical atomic facts with full provenance; 8-status lifecycle automation retires stale data
Repository: caura-ai/caura
Website: https://caura.ai
Stars: ★496
Language: Python
Last updated: 2026-10-14
agent-memoryagentic-aiai-agentsai-infrastructureclaudefastapiknowledge-graphllm-memorymcpmcp-servermemory-managementmulti-agent-systemsopenaipgvectorrag
Website: https://caura.ai
Stars: ★496
Language: Python
Last updated: 2026-10-14
agent-memoryagentic-aiai-agentsai-infrastructureclaudefastapiknowledge-graphllm-memorymcpmcp-servermemory-managementmulti-agent-systemsopenaipgvectorrag
How to install caura
No install config was found in this README. See the repository for setup steps, then follow our guides for Claude Desktop, Cursor or VS Code.
Maintain this project? Get it featured for free during launch →
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