"A web-based tutoring platform for connecting tutors and students" matching MCP servers:

• Web Analysis MCP

  himly0302

  F

  license

  B

  quality

  F

  maintenance

  Enables intelligent web searching using SearXNG with content crawling via Creeper, then summarizes webpage content using LLM to avoid token limit issues. Supports smart filtering with domain blacklist/whitelist and optional LLM-based relevance filtering.

  Last updated 2026-01-29

  1

• Web-Scout

  UpperMoon0

  F

  license

  -

  quality

  D

  maintenance

  Enables AI-powered web searches using DuckDuckGo with automatic summarization via Google's Gemini AI. Supports both summary and detailed analysis modes for search results.

  Last updated 2026-05-21

• mcp-web-calc

  tickernelz

  A

  license

  A

  quality

  C

  maintenance

  An MCP server that enables web searching, URL content extraction, and summarization without requiring API keys. It also provides advanced mathematical evaluation and multi-language Wikipedia summary retrieval tools.

  Last updated 2026-05-03

  5

  238

  7

  MIT

• DuckDuckGo Web Search MCP

  kouui

  F

  license

  B

  quality

  D

  maintenance

  Allows you to search the web using DuckDuckGo and optionally fetch and summarize content from search results.

  Last updated 2025-03-17

  2

  4

• mcp-web-calc

  khanhs-234

  A

  license

  -

  quality

  C

  maintenance

  Provides web search, URL fetching, summarization, math evaluation, and Wikipedia tools for LM Studio without needing an API key.

  Last updated 2025-10-15

  3

  MIT

• YouTube for AI Agents

  JCodesMore

  A

  license

  -

  quality

  C

  maintenance

  Enables AI agents to search, watch, summarize, clip, and extract transcripts from YouTube videos, all without needing an API key or leaving the chat.

  Last updated 2026-04-30

  17

  36

  Apache 2.0

• Multi-Agent Tools Platform

  kingrishabdugar

  F

  license

  -

  quality

  D

  maintenance

  A modular production-ready system that provides specialized agents for math, research, weather, and summarization tasks through a unified MCP toolbox with smart supervisor capabilities.

  Last updated 2025-06-22

• MCP Web Fetch Server

  narimanamiri

  F

  license

  A

  quality

  C

  maintenance

  A Python MCP server for web research that enables fetching web pages, searching, batch-fetching, extracting links, and summarizing content via client-side sampling, with optional local file access.

  Last updated 2026-07-14

  9

• Steam Review and Forum MCP

  icue

  A

  license

  -

  quality

  B

  maintenance

  Enables exploring Steam store reviews and community discussion threads with server-side filtering, temporal analysis, and metadata context for understanding player sentiment and feedback beyond store page noise.

  Last updated 2026-07-02

  53

  1

  BSD 3-Clause

• Mattermost Workflows for Codex

  shanginn

  F

  license

  -

  quality

  B

  maintenance

  A local-first Codex plugin that bundles an MCP server to safely interact with Mattermost, enabling channel/thread summarization, conversation search, and reviewed post publishing via the Mattermost REST API.

  Last updated 2026-07-16

• Effect Q&A MCP Server

  forthy

  F

  license

  -

  quality

  C

  maintenance

  Fetches category data from a Q&A service API and returns a markdown summary grouped by category.

  Last updated 2026-06-28

• Bilibili Mcp Server

  XZXZZX-Ai

  A

  license

  A

  quality

  A

  maintenance

  ✨ 为你的 AI 助手装上 B 站的眼睛：一键提取视频字幕与热门评论，助力高效信息总结 🚀 ✨ Equip your AI assistant with "Bilibili Eyes": One-click extraction of video subtitles and popular comments for efficient information summarization 🚀

  Last updated 2026-07-27

  10

  932

  11

  GPL 3.0

• tutor-mcp-python

  argotdev

  A

  license

  -

  quality

  D

  maintenance

  An AI tutoring system that runs as an MCP server, allowing Claude to access and interact with your local educational materials to provide personalized tutoring based on your actual course content.

  Last updated 2025-11-14

  MIT

• YouTube Transcript MCP Server

  Ayaanisthebest

  A

  license

  -

  quality

  D

  maintenance

  Enables fetching, searching, and summarizing YouTube video transcripts with multi-language support.

  Last updated 2025-09-11

  MIT

• Claude Assistant for

  jedbillyb

  F

  license

  -

  quality

  B

  maintenance

  Enables Claude to read, rewrite, generate, and summarize LibreOffice Writer documents with preview-then-apply editing through MCP tools, authenticating via Claude Code login.

  Last updated 2026-06-29

• bullet-mcp

  nikkoxgonzales

  A

  license

  A

  quality

  C

  maintenance

  MCP server for evidence-based bullet point summarization guidance. Validates and improves bullet lists using scientifically-validated principles from cognitive psychology and UX research.

  Last updated 2025-12-17

  1

  5

  1

  MIT

• Whissle MCP Server

  WhissleAI

  F

  license

  A

  quality

  D

  maintenance

  A Python-based server that provides access to Whissle API endpoints for speech-to-text, diarization, translation, and text summarization.

  Last updated 2025-04-11

  5

  2

• EasySourceFlow

  john-ops-lab

  A

  license

  A

  quality

  A

  maintenance

  A local content summarization service that allows AI agents to fetch web pages, WeChat articles, and Bilibili videos, transcribe if needed, and generate Markdown summaries via MCP.

  Last updated 2026-07-22

  16

  2

  MIT

• Folio

  Shahrukh19S

  A

  license

  A

  quality

  B

  maintenance

  A privacy-first, zero-cost AI assistant that lets you chat with your documents locally via CLI or web app, supporting search, summarization, and Q&A using your own model.

  Last updated 2026-06-28

  7

  MIT

• docstore-mcp

  johwiebe

  F

  license

  A

  quality

  D

  maintenance

  A ChromaDB-based document storage MCP server that enables adding, storing, and summarizing notes with a custom note:// URI scheme and a single tool for note creation.

  Last updated 2025-08-27

  3