dolphinquant/echolon

Overview

Echolon is an LLM-agent-native backtest framework for futures research. It provides an MCP server, in-package skills, catalogued error codes, and typed Pydantic configurations. It serves as the production engine inside Qorka at DolphinQuant.

Best for

Best for
Developers building LLM-driven futures trading strategies

Use cases

• Backtesting futures trading strategies with LLM agents
• Integrating agent-based research via MCP server
• Configuring reproducible experiments with typed Pydantic configs

Notes

Echolon is an LLM-agent-native backtest framework for futures research. It provides an MCP server, in-package skills, catalogued error codes, and typed Pydantic configurations. It serves as the production engine inside Qorka at DolphinQuant.

1 stars on GitHub. Last updated 2026-05-08. Licensed Apache-2.0.

Use cases

• Backtesting futures trading strategies with LLM agents
• Integrating agent-based research via MCP server
• Configuring reproducible experiments with typed Pydantic configs

Pros

• LLM-agent-native design enables flexible agent-driven backtesting
• Typed Pydantic configs improve reliability and reproducibility
• Catalogued error codes aid debugging and error handling

Cons

• Very early stage with only 1 GitHub star, indicating limited adoption
• Niche focus on futures research may not suit other asset classes
• Small community and sparse documentation likely

Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.