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universal-ai-chat

Verified Safe

by marc-shade

Overview

Facilitates real-time, cross-platform communication and shared context/memory between different AI assistants like Claude Code, OpenAI Codex CLI, and Google Gemini CLI.

Installation

Run Command
python3 -m universal_ai_chat.server

Environment Variables

  • AI_PLATFORM
  • AI_DISPLAY_NAME
  • STORAGE_BASE
  • QDRANT_HOST
  • QDRANT_PORT
  • PYTHONPATH

Security Notes

The server uses SQLite for persistence and Qdrant for vector memory. SQL queries utilize parameter binding to prevent injection. Configuration relies on environment variables, which should be securely managed by the user/system. There is no obvious use of `eval` or `exec` on untrusted input, nor are sensitive hardcoded secrets present. The main `server.py` processes tool calls defined in the code, rather than dynamically executing arbitrary code from agents. Qdrant connection defaults to localhost, implying an expectation of a local/secured Qdrant instance.

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Stats

Interest Score0
Security Score9
Cost ClassMedium
Avg Tokens300
Stars0
Forks0
Last Update2025-11-29

Tags

Multi-agentAI communicationShared memoryMCPVector database