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ReasoningBank-MCP

by hanw39·★ 9·Score 38

A production-ready MCP server implementing ReasoningBank: Memory as Test-Time Compute Scaling for AI agents to evolve reasoning capabilities through experience.

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Overview

ReasoningBank MCP Server is a sophisticated implementation of the 'ReasoningBank: Scaling Agent Self-Evolving with Reasoning Memory' paper. It provides AI agents with memory management capabilities through MCP, enabling them to learn from past experiences and improve over time. The system supports memory extraction, intelligent retrieval with various strategies, and advanced features like deduplication and merging to optimize memory storage and quality.

Try asking AI

After installing, here are 3 things you can ask your AI assistant:

you:Long-running AI agents that accumulate experience over multiple interactions
you:Multi-agent systems where different agents need isolated memory pools
you:Complex problem-solving domains where past successful strategies should inform future approaches

When to choose this

Choose this server for AI agents that need to learn from experience and improve their reasoning over time, especially in multi-agent systems where specialized roles need isolated memory domains.

When NOT to choose this

Don't choose this if you need immediate results from every interaction without memory retention, or if you're working with extremely simple tasks that don't benefit from accumulated experience.

Tools this server exposes

2 tools extracted from the README
  • retrieve_memory

    检索相关的历史经验记忆，帮助指导当前任务的执行

  • extract_memory

    从任务轨迹中提取推理经验并保存到记忆库

Comparable tools

semantic-mcpmemory-mcpvectorstore-mcp

Installation

Installation

  1. Clone and navigate to the repository:
git clone https://github.com/hanw39/ReasoningBank-MCP.git
cd ReasoningBank-MCP
  1. Install dependencies:
pip install -e .

Claude Desktop Configuration

Add to your Claude Desktop configuration:

{
  "mcpServers": {
    "reasoning-bank": {
      "command": "reasoning-bank-mcp",
      "env": {
        "DASHSCOPE_API_KEY": "your_dashscope_api_key"
      }
    }
  }
}

Or for SSE mode:

{
  "mcpServers": {
    "reasoning-bank": {
      "url": "http://127.0.0.1:8000/sse"
    }
  }
}

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Last updated · Auto-generated from public README + GitHub signals.