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Fullscope

v1.0.0•Knowledge & Memory•stable

No-RAG，内容总结、主题汇总、知识抽取 MCP

fullscopemcpai-integration
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What is Fullscope?

Fullscope is a Model Context Protocol (MCP) server that allows AI assistants like Claude, Cursor, and VS Code to no-rag，内容总结、主题汇总、知识抽取 mcp

No-RAG，内容总结、主题汇总、知识抽取 MCP

This server falls under the Knowledge & Memory category on MCPgee, the world's largest MCP server directory with 33,000+ servers.

Features

  • No-RAG，内容总结、主题汇总、知识抽取 MCP

Use Cases

Summarize content and extract key topics without RAG.
Perform intelligent knowledge extraction from documents.
yzfly

Maintainer

LicenseNOASSERTION
Languagepython
Versionv1.0.0
UpdatedJul 8, 2025
Statushealthy
Maintenanceactive

Works with

ClaudeOpenAIwindowsmacoslinux
View SourceBrowse All Servers

Installation

Manual Installation

npx fullscope

Configuration

Configuration Details

Config File

claude_desktop_config.json

Performance

Response Metrics

Response Time< 200ms
ThroughputMedium

Resource Usage

Memory UsageLow
CPU UsageLow

How to Set Up and Use Fullscope

Fullscope MCP Server enables AI assistants to summarize web pages, PDFs, and text files, and extract topics — all without RAG retrieval pipelines. Powered by the MiniMax M1 long-context model, it handles inputs up to 900k tokens, making it ideal for processing entire books, research papers, or large documentation sets in a single call.

Prerequisites

  • Python 3.9 or higher with pip or uv installed
  • A MiniMax API key (sign up at https://www.minimaxi.com)
  • An MCP-compatible client such as Claude Desktop
  • Internet access for the scrape_webpage and summarize_webpage tools
1

Install the package

Install fullscope-mcp-server from PyPI using uvx (recommended for isolated execution) or pip.

# With uvx (no install needed, runs in isolation):
uvx fullscope-mcp-server

# Or install permanently:
pip install fullscope-mcp-server
2

Obtain a MiniMax API key

Create an account at https://www.minimaxi.com and generate an API key from the console. This key is required as the OPENAI_API_KEY environment variable (MiniMax uses an OpenAI-compatible API).

3

Configure Claude Desktop

Add the server to your claude_desktop_config.json with your MiniMax API key. The OPENAI_BASE_URL must point to the MiniMax API endpoint.

{
  "mcpServers": {
    "fullscope-mcp": {
      "command": "uvx",
      "args": ["fullscope-mcp-server"],
      "env": {
        "OPENAI_API_KEY": "your-minimax-api-key-here",
        "OPENAI_BASE_URL": "https://api.minimaxi.com/v1",
        "OPENAI_MODEL": "MiniMax-M1",
        "MAX_INPUT_TOKENS": "900000",
        "MAX_OUTPUT_TOKENS": "8000"
      }
    }
  }
}
4

Restart Claude Desktop

Quit and reopen Claude Desktop. The fullscope tools (summarize_content, scrape_webpage, topic_based_summary, etc.) will appear in the tool list.

5

Test with a webpage summarization

Ask Claude to summarize a public URL to verify the server is working end-to-end.

Fullscope Examples

Client configuration

Complete claude_desktop_config.json entry for Fullscope MCP Server with MiniMax M1.

{
  "mcpServers": {
    "fullscope-mcp": {
      "command": "uvx",
      "args": ["fullscope-mcp-server"],
      "env": {
        "OPENAI_API_KEY": "your-minimax-api-key",
        "OPENAI_BASE_URL": "https://api.minimaxi.com/v1",
        "OPENAI_MODEL": "MiniMax-M1",
        "MAX_INPUT_TOKENS": "900000",
        "MAX_OUTPUT_TOKENS": "8000"
      }
    }
  }
}

Prompts to try

Example prompts to use once Fullscope MCP Server is connected.

- "Summarize the article at https://arxiv.org/abs/2307.09288 in 5 bullet points."
- "Read and summarize /Users/me/papers/report.pdf, focusing on the methodology section."
- "Scrape https://docs.example.com/reference and save a copy as a text file."
- "Extract the main topics from this text and group related concepts together: [paste text]"
- "Summarize this 200-page document in 20% of its original length."

Troubleshooting Fullscope

API authentication error: invalid API key

Ensure OPENAI_API_KEY is set to your MiniMax API key (not an OpenAI key) and OPENAI_BASE_URL is set to https://api.minimaxi.com/v1. The variable name OPENAI_API_KEY is reused for compatibility with the OpenAI SDK.

scrape_webpage returns empty content for some sites

Some sites block automated scraping or require JavaScript rendering. Try the summarize_webpage tool instead, which may use a different fetch strategy. For protected sites, download the content manually and use read_and_summarize_text_file.

uvx command not found

Install uv with: curl -LsSf https://astral.sh/uv/install.sh | sh — then restart your terminal. Alternatively, install with pip (pip install fullscope-mcp-server) and change the command in the config from 'uvx' to the full path of the installed script.

Frequently Asked Questions about Fullscope

What is Fullscope?

Fullscope is a Model Context Protocol (MCP) server that no-rag，内容总结、主题汇总、知识抽取 mcp It connects AI assistants to external tools and data sources through a standardized interface.

How do I install Fullscope?

Follow the installation instructions on the Fullscope GitHub repository. Clone the repo, install dependencies, and add the server config to your AI client.

Which AI clients work with Fullscope?

Fullscope works with all major MCP-compatible AI clients including Claude Desktop, Claude Code, Cursor, VS Code (GitHub Copilot), Windsurf, and Cline.

Is Fullscope free to use?

Yes, Fullscope is open source and available under the NOASSERTION license. You can use it freely in both personal and commercial projects.

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Quick Config Preview

{ "mcpServers": { "fullscope": { "command": "npx", "args": ["-y", "fullscope"] } } }

Add this to your claude_desktop_config.json or .cursor/mcp.json

Read the full setup guide →

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