mcp-summarizer
The MCP Content Summarizer Server provides intelligent summarization for various content types using Google's Gemini 1.5 Pro model.
Universal content summarization: Summarizes plain text, web pages (URLs), PDFs (Base64), EPUBs, and HTML.
Customizable summary length: Adjust summary length with the
maxLengthparameter.Multi-language support: Generate summaries in different languages.
Summary customization: Choose different styles (concise, detailed, bullet-points) and focus on specific aspects.
Smart context preservation: Maintains key information while summarizing.
Dynamic greeting resource: Includes a test resource for basic MCP functionality.
Integration with desktop apps: Easy to integrate with desktop applications.
Integrates with Google's Gemini 1.5 Pro model to provide intelligent summarization capabilities for various types of content
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@mcp-summarizersummarize this article about AI advancements in 150 words"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
MCP Content Summarizer Server
A Model Context Protocol (MCP) server that provides intelligent summarization capabilities for various types of content using Google's Gemini 1.5 Pro model. This server can help you generate concise summaries while maintaining key information from different content formats.
Powered by 3MinTop
The summarization service is powered by 3MinTop, an AI-powered reading tool that helps you understand a chapter's content in just three minutes. 3MinTop transforms complex content into clear summaries, making learning efficient and helping build lasting reading habits.
Related MCP server: Summarizer Ai MCP
Features
Universal content summarization using Google's Gemini 1.5 Pro model
Support for multiple content types:
Plain text
Web pages
PDF documents
EPUB books
HTML content
Customizable summary length
Multi-language support
Smart context preservation
Dynamic greeting resource for testing
Getting Started
Clone this repository
Install dependencies:
pnpm installBuild the project:
pnpm run buildStart the server:
pnpm start
Development
Use
pnpm run devto start the TypeScript compiler in watch modeModify
src/index.tsto customize server behavior or add new tools
Usage with Desktop App
To integrate this server with a desktop app, add the following to your app's server configuration:
{
"mcpServers": {
"content-summarizer": {
"command": "node",
"args": [
"{ABSOLUTE PATH TO FILE HERE}/dist/index.js"
]
}
}
}Available Tools
summarize
Summarizes content from various sources using the following parameters:
content(string | object): The input content to summarize. Can be:Text string
URL for web pages
Base64 encoded PDF
EPUB file content
type(string): Content type ("text", "url", "pdf", "epub")maxLength(number, optional): Maximum length of the summary in characters (default: 200)language(string, optional): Target language for the summary (default: "en")focus(string, optional): Specific aspect to focus on in the summarystyle(string, optional): Summary style ("concise", "detailed", "bullet-points")
Example usage:
// Summarize a webpage
const result = await server.invoke("summarize", {
content: "https://example.com/article",
type: "url",
maxLength: 300,
style: "bullet-points"
});
// Summarize a PDF document
const result = await server.invoke("summarize", {
content: pdfBase64Content,
type: "pdf",
language: "zh",
style: "detailed"
});greeting
A dynamic resource that demonstrates basic MCP resource functionality:
URI format:
greeting://{name}Returns a greeting message with the provided name
Contributing
Contributions are welcome! Please feel free to submit a Pull Request.
License
This project is licensed under the MIT License - see the LICENSE file for details.
Available Tools
1 toolsummarizeD
| Name | Required | Description | Default |
|---|---|---|---|
| language | No | en | |
| maxLength | No | ||
| text | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.
1 tool update
v1.0.0- First observed
summarize
TDQS
With only one tool, there is no possibility of ambiguity or overlap between tools. The single tool 'summarize' has no competing alternatives within this server, making disambiguation trivial.
A single tool inherently has perfect naming consistency, as there are no other tools to compare it against. The name 'summarize' follows a clear verb pattern, but consistency cannot be assessed across a set of one.
One tool is too few for most practical server purposes, as it severely limits functionality and scope. For a summarizer, this feels thin and incomplete, lacking operations like list_summaries, get_summary, or customize_summary that would enhance utility.
The server is severely incomplete for a summarizer domain. With only a single 'summarize' tool and no description, there are obvious gaps: no way to retrieve, update, delete, or list summaries, and no coverage of related operations like configuration or batch processing.
Maintenance
Resources
Unclaimed servers have limited discoverability.
Looking for Admin?
If you are the server author, to access and configure the admin panel.
Related MCP Connectors
Document-to-Markdown MCP server — convert PDF, Office and HTML into LLM-ready Markdown.
Personal knowledge base MCP server with semantic search, auto-categorization, metadata extraction
DocBase MCP server for AI agents
MCP server unifying ERPs, CRMs, APIs and knowledge base for Claude, ChatGPT and Gemini.
Related MCP Servers
- AlicenseBqualityDmaintenanceA comprehensive Model Context Protocol server for content summarization that supports web scraping, file reading, content summarization, and topic-based summarization features.711Apache 2.0

Summarizer Ai MCPofficial
AlicenseNot gradedqualityBmaintenanceText summarization and extraction MCP server by MEOK AI Labs, featuring EU AI Act compliance and easy installation.13MIT- AlicenseNot gradedqualityBmaintenanceMCP server for summarizing content from Baidu Netdisk, local files, Bilibili, X, and web articles, producing Obsidian notes with bidirectional links and Feishu digests.MIT
- FlicenseNot gradedqualityCmaintenanceAn MCP server that provides AI-powered document processing and search capabilities, including PDF summarization, text extraction, metadata retrieval, and web search via Google Custom Search.-
Appeared in Searches
Latest Blog Posts
- Who's Calling? MCP Hosts Are an Identity Blind Spot (And the Spec Knows It)By Om-Shree-0709 on .mcpAgent IdentityOAuth 2.1
- Your AI Chatbot Just Exposed Your CEO's Salary to an InternBy Om-Shree-0709 on .Agent IdentityMCP SecurityOAuth Delegation
- Why MCP Servers Need Execution Sandboxing (And Why Your Current Stack Isn't Enough)By Om-Shree-0709 on .Agentic AiPrompt InjectionWebAssembly
MCP directory API
We provide all the information about MCP servers via our MCP API.
curl -X GET 'https://glama.ai/api/mcp/v1/servers/0xshellming/mcp-summarizer'
If you have feedback or need assistance with the MCP directory API, please join our Discord server