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mcp-standards

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by airmcp-com

Overview

A self-learning AI standards system that optimizes context, extracts patterns, and manages Claude's memory and preferences through a cost-efficient model routing architecture.

Installation

Run Command
uv run python -m mcp_standards.enhanced_server

Environment Variables

  • COST_OPTIMIZATION
  • DEFAULT_MODEL
  • FALLBACK_MODEL
  • GEMINI_API_KEY

Security Notes

The system demonstrates strong security practices, including explicit path whitelisting for 'CLAUDE.md' file updates and the consistent use of parameterized queries for SQLite interactions, effectively mitigating common vulnerabilities like SQL injection and arbitrary file writes. Reliance on the 'npx agentdb' command, while standard for integrating Node.js CLI tools, introduces a dependency on the supply chain security of the 'agentdb' npm package.

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Stats

Interest Score33
Security Score9
Cost ClassLow
Avg Tokens1000
Stars2
Forks0
Last Update2025-11-30

Tags

AI AssistantMemory SystemContext OptimizationPattern LearningAgent Coordination