canli-mcp: 306 free finance tools for Claude and any MCP client, measured against OpenBB, EdgarTools and Yahoo
Описание и применение
canli-mcp предоставляет 306 бесплатных финансовых инструментов без ключей API, снижая токеновую нагрузку до 1 109 токенов и достигая 79 % точности на бенчмарке.
Задача
Users need a single, keyless MCP server that provides a wide range of finance tools without external API keys and with minimal token overhead.
Результат
canli-mcp achieved 79% correct answers on 28 benchmark questions, outperforming the best rival setup (EdgarTools + Yahoo) which achieved 54%. It also reduces token overhead from 34,508 to 1,109 tokens per request.
Рабочий процесс
- Install canli-mcp via npx
- Configure MCP client to use canli-mcp command
- Use find_tool to search for desired tool
- Use describe_tool to inspect tool arguments
- Use run_tool to execute tool or batch up to 25 calls
- Receive results with source URLs and data hashes
Доказательства
canli-mcp sends 1,109, measured with bench/context.py
canli-mcp answered 22 of 28 runs correctly (79%)
The model sees three tools: find_tool searches all 306 by what you ask for, describe_tool reads one tool's arguments, and run_tool runs any tool, or up to 25 in one round trip.
- Дата записи: 2026-10-11T11:56:14.306Z