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  1. Home
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  3. MCP Summarizer
MCP Summarizer logo
Health: ActiveRecent health check succeeded.Last checked 9/10/2026, 1:32:07 PM

MCP Summarizer

User RatingsBe the first to rate and review this MCP server!
View Repository167 GitHub StarsTotal stargazers on GitHub for the source repository (167 stars).Visit Website
summarizationdocumentsreadinggemini

Summarizes text, web pages, PDFs, EPUBs, and HTML with configurable length, language, focus, and style.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent — or use 1-click editor setup below.

One-click editor setup isn’t available for this listing yet — we don’t have a confirmed install command, and we’d rather show nothing than point your editor at the wrong package or host. Follow the project’s own setup instructions, linked above.

Manual Client & Custom JSON ConfigExpand JSON â–¾
No confirmed setup config for this listing yet. We only publish a config block when the install details come from the project itself — its README, its docs, or a verified owner. We haven’t found those for 0xshellming/mcp-summarizer, and we’d rather show nothing than a guess you’d paste into your client. Follow the project’s own setup instructions for the current steps.
Install Tool Schemas (6) Directory Badge Claim listing Alternatives🧠 More in Knowledge & Memory

Overview

The 0xshellming/mcp-summarizer MCP server summarizes text, web pages, PDF documents, EPUB books, and HTML content through MCP. It accepts content plus a declared type, then can apply limits for length, output language, topical focus, and summary style. The implementation uses Google's Gemini 1.5 Pro model and is powered by the 3MinTop service. Reach for it when an agent needs short or structured reading notes from supported content formats.

Use cases

•Summarize a web article from its URL
•Convert PDF content into a short summary
•Create bullet-point notes from reading material
•Translate a summary into a selected language
•Focus a summary on a specific topic

Key features

•Summarizes text and document content
•Accepts web page URLs
•Supports PDF and EPUB inputs
•Configurable summary length and language
•Concise, detailed, and bullet-point styles
•Optional topical focus

Capabilities & Tool Schemas (6) ~10 tokensApproximate context cost of this server’s tool schemas (~4 chars/token), before any tool is called. Actual usage depends on your client and model.Self-reported Self-reportedParsed from the repository README, not verified against a live server — may be incomplete or out of date.

Inspect callable tools, capabilities, and parameters exposed to AI agents by MCP Summarizer.

content

Callable MCP tool function

type

Callable MCP tool function

maxLength

Callable MCP tool function

language

Callable MCP tool function

focus

Callable MCP tool function

style

Callable MCP tool function

How MCP Summarizer works

What 0xshellming/mcp-summarizer MCP server does

The 0xshellming/mcp-summarizer MCP server exposes content summarization through the Model Context Protocol. Its main summarize tool accepts source material and returns a generated summary. Supported source categories described by the project include plain text, web pages, PDF documents, EPUB books, and HTML content.

The input can be a text string, a web URL, base64-encoded PDF data, or EPUB file content. The tool uses a type value to distinguish the source format. The documented type values are text, url, pdf, and epub; HTML is listed among the supported content formats, but the excerpt does not provide a separate HTML type value.

How it works

Summarization is performed with Google's Gemini 1.5 Pro model through the 3MinTop service. The caller can set maxLength to control the maximum summary size, with a documented default of 200 characters. language selects the output language and defaults to English. An optional focus value directs attention to a particular aspect of the source, while style can request a concise summary, a detailed summary, or bullet points.

For example, an agent can pass a URL with type: "url" to summarize a web page, or provide base64 PDF content with type: "pdf". The server also includes a dynamic greeting resource using URIs in the form greeting://{name}. That resource demonstrates MCP resource behavior rather than content summarization.

The 0xshellming/mcp-summarizer MCP server is therefore suited to agents that need to reduce reading material before presenting it, extract a selected theme from a document, or produce summaries in a requested language and format. The provided material does not describe chunking, citation output, persistent storage, or batch processing.

Setup and configuration

The repository's documented setup is local and source-based. Clone the repository, install dependencies with pnpm install, compile it with pnpm run build, and start it with pnpm start. Development work can use pnpm run dev, which runs the TypeScript compiler in watch mode. Server behavior is customized in src/index.ts.

A desktop MCP client can launch the built server with Node using dist/index.js as the argument. The README shows an absolute path is required in that client configuration, so the path must be supplied by the person installing it. No environment variable names or credential configuration are specified in the provided material.

Tools and capabilities

  • Summarize text, URLs, PDFs, EPUB content, and listed HTML content.
  • Set a maximum summary length.
  • Request a target language.
  • Focus the summary on a specified aspect.
  • Choose concise, detailed, or bullet-point output.
  • Access the greeting://{name} demonstration resource.

Limitations and notes

The README identifies Gemini 1.5 Pro and 3MinTop as the summarization backend, but does not explain service limits, supported file-size limits, error handling, network requirements, or credential setup. It also does not identify named desktop clients beyond referring generally to a desktop app. The project is licensed under MIT.

The 0xshellming/mcp-summarizer MCP server's documented installation flow builds and starts the repository locally; the supplied material does not identify a published npm, PyPI, Docker, or hosted MCP package.

Read the full README →View source on GitHub →

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Adoption & maintenance

Factual signals from GitHub, npm, and our automated checks — not a rating.

GitHub stars
167
Stargazers on the source repository.
Last commit
1y ago
Most recent push to the default branch.
Tools exposed
6
Callable tools this server registers over MCP.
Directory activity
6 views
Config copies, upvotes, and views on AllMCPs.

Reviews

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Frequently Asked Questions about MCP Summarizer

Clone the repository, run `pnpm install`, build with `pnpm run build`, and start it with `pnpm start`.

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Technical Specs & Signals

Category🧠Knowledge & Memory
PricingFree
More technical detailsExpand â–¾
AuthNo auth required
LicenseMIT
Last updatedSep 2, 2026
14/14 checks healthy over the last 34d
Views6
Unique ViewsTotal visits recorded for this listing page on AllMCPs.
Installs0
Installs & Copy ActionsTotal times users copied install commands or configuration snippets for this server.
GitHub stars167
GitHub Star CountTotal stargazers on GitHub representing community popularity (167 stars).
Last commit1y ago
Last Repository CommitThe most recent commit or push recorded for this server's GitHub repository.Last commit on Feb 28, 2025
49Quality signal: Fair · 49/100How this signal is calculated ▾
Server availabilityNot measured

Not scored for repo-hosted servers — we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership10/20
Documentation & tools22/30
Adoption & activity4/15
Community engagement1/10

A guidance signal from public completeness & health data — not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

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