"A server for finding code examples on GitLab using semantic search" matching MCP servers:

• 

  Semantic Context MCPofficial

  semanticintent

  A

  license

  -

  quality

  A

  maintenance

  Enables AI assistants to save, load, and search conversation context with AI-powered summarization and auto-tagging. Demonstrates semantic intent patterns and hexagonal architecture for maintainable AI-assisted development.

  Updated 9 days ago (2026-08-10 02:17 UTC)

  21

  4

  MIT

• Search MCP Server

  guangxiangdebizi

  F

  license

  -

  quality

  D

  maintenance

  A Node.js MCP server providing browser search and web page access capabilities, including Google search, intelligent web analysis, and LLM-powered summarization.

  Updated a year ago (2025-07-17 06:51 UTC)

  12
• 

  Brave Search MCP Serverofficial

  brave

  A

  license

  A

  quality

  A

  maintenance

  An MCP implementation that integrates the Brave Search API, providing comprehensive search capabilities including web, local business, image, video, news searches, and AI-powered summarization.

  Updated 7 days ago (2026-08-11 20:14 UTC)

  415

  8

  26,533

  1,371

  MIT

• pubmed-search

  pubspro

  A

  license

  -

  quality

  F

  maintenance

  MCP server for PubMed search and literature summarization

  Updated 3 months ago (2026-05-30 12:18 UTC)

  5

  2

  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.

  Updated a year ago (2025-03-17 08:30 UTC)

  2

  4

• Search Intent MCP

  captainChaozi

  A

  license

  C

  quality

  D

  maintenance

  An MCP-based service that analyzes user search keywords to determine their intent, providing classifications, reasoning, references, and search suggestions to support SEO analysis.

  Updated a year ago (2025-03-31 23:50 UTC)

  1

  24

  2

  ISC

• YouTube for AI Agents

  JCodesMore

  A

  license

  -

  quality

  D

  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.

  Updated 4 months ago (2026-04-30 11:39 UTC)

  13

  45

  Apache 2.0

• Slack Gitlab Digest Model

  chaodonghu

  F

  license

  -

  quality

  D

  maintenance

  Summarizes Slack activity and GitLab merge requests with OpenAI to help generate daily standups, weekly reports, or quarterly check-ins.

  Updated 7 months ago (2026-01-12 03:02 UTC)

• Personal File Search MCP

  rafiqul713

  F

  license

  -

  quality

  C

  maintenance

  Enables semantic search over personal files using natural language, with optional AI summarization, all running locally.

  Updated 2 months ago (2026-06-28 13:48 UTC)

• Notes MCP Server

  daikw

  F

  license

  C

  quality

  D

  maintenance

  A simple note storage system that lets users create and summarize notes with varying detail levels using Claude.

  Updated 2 years ago (2024-12-09 06:04 UTC)

  1

  1

• Tavily Search MCP Agent

  arben-adm

  A

  license

  -

  quality

  D

  maintenance

  This MCP server performs multi-topic searches in business, news, finance, and politics using the Tavily API, providing high-quality sources and intelligent summaries.

  Updated 2 years ago (2025-01-29 23:22 UTC)

  1

  MIT

• 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.

  Updated 2 months ago (2026-06-28 11:06 UTC)

• TrendRadar MCP Server

  cutejhy-code

  A

  license

  A

  quality

  C

  maintenance

  Enables quick deployment of a trending news assistant with multi-channel notification and AI analysis, helping users stay updated with relevant news.

  Updated 2 months ago (2026-06-15 03:27 UTC)

  27

  GPL 3.0

• file-indexer-mcp

  A-Souhei

  A

  license

  -

  quality

  C

  maintenance

  An HTTP MCP server that indexes large documents into exact-line-numbered sections, enabling AI models to locate, read, summarize, and edit parts of a document without ingesting the whole file.

  Updated 19 days ago (2026-07-31 06:44 UTC)

  MIT

• 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.

  Updated a month ago (2026-07-16 06:19 UTC)

• web-search-mcp

  fabio-barboza

  F

  license

  -

  quality

  C

  maintenance

  MCP server that searches the web, reads pages, and returns concise summaries with cited sources via the research_web and read_url tools.

  Updated 5 days ago (2026-08-14 02:13 UTC)

• Claude Assistant for

  jedbillyb

  F

  license

  -

  quality

  A

  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.

  Updated 8 days ago (2026-08-11 10:23 UTC)

• Agentic AI Email Assistant MCP

  harshulvatsa

  F

  license

  -

  quality

  C

  maintenance

  Enables natural language management of Gmail through MCP tools for searching, analyzing, summarizing, drafting, and sending emails, with AI reasoning and user confirmation for actions.

  Updated 11 days ago (2026-08-07 20:20 UTC)

• Vale MCP Server

  theletterf

  A

  license

  A

  quality

  F

  maintenance

  Integrates Vale prose linting into AI coding assistants, enabling users to check text files for style and grammar issues using Vale's powerful linting engine. Provides automated style feedback with smart configuration discovery and rich formatted results.

  Updated 10 months ago (2025-10-29 13:29 UTC)

  3

  18

  MIT

• docx-mcp-server

  bradygaster

  F

  license

  A

  quality

  D

  maintenance

  Enables natural language interaction with local .docx files, allowing users to find, read, search, and summarize Word documents using friendly names and location hints.

  Updated 5 months ago (2026-03-16 00:26 UTC)

  5

  3