tiny_chat
tiny_chat is a Python library that allows for easy implementation of chat functionalities. It enables real-time message sending, promoting communication between users. The library offers a simple API, designed for developers to quickly integrate it into their applications.
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Tiny Chat
Installation
Tested with Python 3.10 or later
Development Installation
pip install -r requirements.txt
Package Installation
# Build the package
pip install build
python -m build
# Install the built package
pip install dist/*.whl
Web Interface Usage
Running from source (development)
streamlit run tiny_chat/main.py --server.address=127.0.0.1
only database (development)
streamlit run tiny_chat/main.py --server.address=127.0.0.1 -- --database
Running installed package
tiny-chat
only database
tiny-chat --database

MCP Usage
Claude Desktop example.
{
"mcpServers": {
"tiny-chat": {
"command": "/path/to/tiny_chat/.venv/bin/tiny-chat-mcp",
"env": {
"DB_CONFIG": "/path/to/tiny_chat/database_config.json"
}
}
}
}
OpenAI Chat API RAG Server Usage
tiny-chat-api
model: target search qdrant collection name (model change in conversation).
curl http://localhost:8080/v1/chat/completions -H "Content-Type: application/json" -d '{"model": "qdrant-collection-name", "messages": [{"role": "user", "content": "カレーライスの材料は?"}]}'
The Prospectio MCP API is a FastAPI-based application designed for lead prospecting, implementing the Model Context Protocol (MCP). It adheres to Clean Architecture principles, ensuring a clear separation of concerns across domain, application, and infrastructure layers. The project focuses on core business entities and logic, along with use cases and API routes, facilitating integration with external services.
🤩 Easy-to-use global IM bot platform designed for the LLM era / 简单易用的大模型即时通信机器人开发平台 ⚡️ Bots for QQ / QQ频道 / Discord / WeChat(微信)/ Telegram / 飞书 / 钉钉 / Slack 🧩 Integrated with ChatGPT(GPT)、DeepSeek、Dify、n8n、Claude、Google Gemini、xAI、PPIO、Ollama、阿里云百炼、SiliconFlow、Qwen、Moonshot(Kimi K2)、SillyTraven、MCP、WeClone etc. LLM & Agent & RAG