Smart-Thinking Memory MCP Server (Leghis)
MCP server for Smart-Thinking memory system — enables AI agents to find relevant Smart-Thinking memories quickly and fetch full entries by ID. Provides semantic memory search and retrieval for AI agents, supporting persistent knowledge storage and retrieval across interactions.
Score Breakdown
⚙ Agent Friendliness
🔒 Security
Memory data may contain sensitive personal information. Local deployment preferred for privacy. Access control for memory store required.
⚡ Reliability
Best When
An AI agent needs persistent memory with semantic search — storing and retrieving contextual information across conversations using the Smart-Thinking memory framework.
Avoid When
You need enterprise-grade memory with SLAs and compliance. Smart-Thinking is a community implementation best suited for personal or experimental agent memory.
Use Cases
- • Searching stored memories and knowledge for relevant context from AI assistants
- • Retrieving specific memory entries by ID for knowledge-grounded agent responses
- • Building persistent AI memory systems with semantic search capabilities
- • Enabling AI agents to recall and reason over past interactions and stored knowledge
Not For
- • Large-scale enterprise knowledge bases (community implementation)
- • High-availability production memory systems requiring SLAs
- • Teams needing SOC2/HIPAA compliant memory storage
Interface
Authentication
Self-hosted memory system — no external auth required for local deployment. Access control depends on deployment configuration.
Pricing
Free open source community memory MCP. Self-hosted or via Smithery remote deployment.
Agent Metadata
Known Gotchas
- ⚠ PRIVACY: Memory stores personal and conversational data — protect storage appropriately
- ⚠ Memory quality degrades if write operations are too broad — implement memory hygiene
- ⚠ Semantic search quality depends on embedding model quality
- ⚠ Community implementation — limited testing at scale
- ⚠ Memory persistence requires appropriate backup strategy for production use
Alternatives
Full Evaluation Report
Comprehensive deep-dive: security analysis, reliability audit, agent experience review, cost modeling, competitive positioning, and improvement roadmap for Smart-Thinking Memory MCP Server (Leghis).
AI-powered analysis · PDF + markdown · Delivered within 30 minutes
Package Brief
Quick verdict, integration guide, cost projections, gotchas with workarounds, and alternatives comparison.
Delivered within 10 minutes
Score Monitoring
Get alerted when this package's AF, security, or reliability scores change significantly. Stay ahead of regressions.
Continuous monitoring
Scores are editorial opinions as of 2026-03-07.