"Tool or method to fetch and explain the latest version of code from a repository" matching MCP servers:

• Explain Changes

  vltansky

  -

  security

  A

  license

  -

  quality

  Enables AI to perform peer review of its own code changes by displaying annotated diffs with inline comments in a VS Code/Cursor panel. The AI can analyze its modifications and provide explanations directly alongside the changed code, similar to human code review workflows.

  Last updated 2025-12-08

  3

  MIT

• code-to-tree

  micl2e2

  -

  security

  A

  license

  -

  quality

  code-to-tree

  Last updated 2026-03-14

  82

  MIT

• mcp-animal-of-the-day

  punkpeye

  A

  security

  A

  license

  A

  quality

  Explore a new amazing animal every single day!

  Last updated 2025-11-08

  1

  14

  MIT

• Maven Version Server

  kristijan-rotim

  A

  security

  F

  license

  A

  quality

  An MCP server for managing Maven dependency versions using direct metadata parsing from Maven Central. It provides tools to fetch latest stable versions, list version history, and compare versions with upgrade recommendations.

  Last updated 2025-12-15

  4

• Fetch Weather from wttr

  melody26613

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  security

  A

  license

  -

  quality

  Fetches current and three-day weather forecasts for any city using the wttr weather service through a Docker-based MCP server.

  Last updated 2025-06-16

  1

  MIT

• Chain of Draft Prompt Tool

  brendancopley

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  security

  F

  license

  -

  quality

  Transforms prompts into Chain of Draft (CoD) or Chain of Thought (CoT) format to enhance LLM reasoning quality while reducing token usage by up to 92.4%, supporting multiple LLM providers including Claude, GPT, Ollama, and local models.

  Last updated 2025-09-08

  10

  18

• Scan-Code-Tool

  xiaobenyang-com

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  security

  A

  license

  -

  quality

  CodeGuard MCP is a real-time AI code security scanning tool used to detect vulnerabilities, keys, and compliance issues in AI-generated code, and is suitable for code security reviews in development environments

  Last updated 2026-01-09

  2

  Apache 2.0

• https://github.com/sammcj/mcp

  sammcj

  A

  security

  A

  license

  -

  quality

  Suggests the latest stable package versions when writing code.

  Last updated 2026-01-28

  311

  121

  MIT

• Yes or No MCP

  a-polishchuk

  A

  security

  F

  license

  D

  quality

  A simple MCP server implementation in TypeScript that communicates over stdio, allowing users to ask questions that end with 'yes or no' to trigger the MCP tool in Cursor.

  Last updated 2025-06-04

  1

  2

• A-MEM: Agentic Memory System

  tobs-code

  -

  security

  F

  license

  -

  quality

  Provides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.

  Last updated 2026-02-03

  7

• MCP Fetch

  JeremyNixon

  A

  security

  A

  license

  A

  quality

  Model Context Protocol server that enables Claude Desktop (or any MCP client) to fetch web content and process images appropriately.

  Last updated 2025-01-12

  1

  8

  MIT

• Fetch Browser

  TheSethRose

  A

  security

  A

  license

  B

  quality

  A headless browser MCP server that allows AI agents to fetch web content and perform Google searches without API keys, supporting various output formats like Markdown, JSON, HTML, and text.

  Last updated 2025-02-12

  2

  22

  MIT

• Fetch MCP

  leoking670

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  security

  F

  license

  -

  quality

  A template for deploying remote Model Context Protocol servers on Cloudflare Workers using Server-Sent Events without authentication. It enables users to host custom tools on the edge and connect them to clients like Claude Desktop or the Cloudflare AI Playground.

  Last updated 2026-03-06

  690

• yt-fetch

  smith-nathanh

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  security

  F

  license

  -

  quality

  An MCP server that enables interaction with the YouTube Data API, allowing users to search videos, get video and channel details, analyze trends, and fetch video transcripts.

  Last updated 2025-07-27

• MCP of MCPs

  eliavamar

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  security

  A

  license

  -

  quality

  A meta-server that aggregates multiple MCP servers into a single interface, reducing token usage by 98%+ through progressive tool discovery and direct code execution that processes data between tools without consuming context window space.

  Last updated 2026-03-18

  16

  9

  Apache 2.0

• QR Code Generator MCP

  Kalypsokichu-code

  A

  security

  A

  license

  A

  quality

  Enables AI-powered generation of styled QR codes with 10 design presets, supporting single or batch creation with custom logos and formats (SVG/PNG) directly from AI tools.

  Last updated 2025-12-06

  4

  4

  MIT

• fetch-guard

  Erodenn

  A

  security

  A

  license

  A

  quality

  Fetch URLs and return clean, LLM-ready markdown with metadata and layered prompt injection defense. Configurable timeouts, word limits, JS rendering, and link extraction. All-in-one MCP server + CLI.

  Last updated 2026-03-23

  1

  MIT

• URL Fetch MCP

  aelaguiz

  A

  security

  A

  license

  A

  quality

  A Model Context Protocol (MCP) server that enables Claude or other LLMs to fetch content from URLs, supporting HTML, JSON, text, and images with configurable request parameters.

  Last updated 2025-03-19

  3

  2

  MIT

• @kazuph/mcp-fetch

  kazuph

  A

  security

  A

  license

  A

  quality

  Model Context Protocol server for fetching web content and processing images. This allows Claude Desktop (or any MCP client) to fetch web content and handle images appropriately.

  Last updated 2025-10-10

  1

  738

  39

  MIT

• MCP Fetch

  LangGPT

  A

  security

  A

  license

  B

  quality

  A Model Context Protocol server that allows LLMs to retrieve and convert web content to markdown without robots.txt restrictions.

  Last updated 2025-12-28

  1

  2

  MIT

• MCP Fetch

  matiasngf

  A

  security

  F

  license

  A

  quality

  Enables browser automation using Puppeteer through the MCP interface. Allows launching browsers, creating pages, and executing arbitrary JavaScript for web scraping, testing, and debugging tasks.

  Last updated 2025-08-27

  5

  297

  2

• Better Fetch

  flutterninja9

  A

  security

  A

  license

  B

  quality

  A Model Context Protocol server that intelligently fetches and processes web content, transforming websites and documentation into clean, structured markdown with nested URL crawling capabilities.

  Last updated 2026-03-05

  2

  6

  10

  MIT

• Fetch MCP Server

  zcaceres

  A

  security

  A

  license

  A

  quality

  Provides functionality to fetch web content in various formats, including HTML, JSON, plain text, and Markdown.

  Last updated 2026-03-12

  4

  3,457

  739

  MIT

• CHOFF-A-MCP (Anamnesis)

  dd-dent

  -

  security

  A

  license

  -

  quality

  Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.

  Last updated 2025-07-03

  1

  MIT

• Fetch MCP Server

  goswamig

  A

  security

  F

  license

  B

  quality

  Provides functionality to fetch web content in various formats, including HTML, JSON, plain text, and Markdown with support for custom headers.

  Last updated 2025-03-15

  4

  97,391

  3

• A-Share MCP Server

  firmmaple

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  security

  A

  license

  -

  quality

  Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.

  Last updated 2025-07-17

  23

  MIT

• swagger-mcp-tool

  sdlbp

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  security

  A

  license

  -

  quality

  A Bun-based MCP server that allows AI models to query Swagger/OpenAPI documentation from local files or remote URLs. It enables users to search for APIs, retrieve detailed endpoint definitions, and fetch schemas to facilitate code generation and API integration.

  Last updated 2026-01-29

  26

  3

  MIT

• proof-of-commitment

  piiiico

  -

  security

  F

  license

  -

  quality

  Supply chain risk scoring for npm, PyPI, and GitHub repos

  Last updated 2026-04-20

  1

  MIT

• Chain of Draft Thinking

  bsmi021

  A

  security

  A

  license

  A

  quality

  Chain of Draft Server is a powerful AI-driven tool that helps developers make better decisions through systematic, iterative refinement of thoughts and designs. It integrates seamlessly with popular AI agents and provides a structured approach to reasoning, API design, architecture decisions, code r

  Last updated 2025-03-26

  1

  29

  24

  MIT

• Fetch MCP Server

  ExactDoug

  A

  security

  A

  license

  B

  quality

  Enables retrieval and processing of web page content for LLMs by converting HTML to markdown, with support for content truncation and pagination.

  Last updated 2025-02-13

  1

  3

  MIT

• Fetch MCP Server

  aglolz

  A

  security

  A

  license

  B

  quality

  Enables LLMs to retrieve and process web content by fetching URLs and converting HTML to markdown format. Supports chunked reading of large pages and can access both public websites and local networks.

  Last updated 2025-10-03

  1

  MIT

• Fetch MCP Server

  tokenizin

  A

  security

  F

  license

  A

  quality

  Provides functionality to fetch web content in various formats, including HTML, JSON, plain text, and Markdown.

  Last updated 2024-12-19

  4

  97,391

  2

• Fetch MCP Server

  Eivs

  A

  security

  F

  license

  B

  quality

  Enables fetching and processing web content by retrieving URLs and converting HTML to markdown format. Supports chunked reading of webpages and both local (stdio) and HTTP transport modes with optional authentication.

  Last updated 2025-11-17

  1

• MCP Tool

  PiuQiuPiaQia

  A

  security

  F

  license

  D

  quality

  A server built on mcp-framework that enables integration with Claude Desktop through the Model Context Protocol.

  Last updated 2025-10-15

  1

  1

• Fetch JSONPath MCP

  ackness

  A

  security

  F

  license

  A

  quality

  Enables efficient extraction of specific data from JSON APIs using JSONPath patterns, reducing token usage by up to 99% compared to fetching entire responses. Supports single and batch operations for both JSON extraction and raw text retrieval from URLs.

  Last updated 2025-08-21

  4

  2

• Two Truths and a Twist

  ErgodicLabs

  -

  security

  A

  license

  -

  quality

  An MCP-based trivia game server where AI creates rounds with two true statements and one false 'twist' about various topics, letting players guess which statement is false.

  Last updated 2025-04-09

  5

  MIT

• Rovodev MCP Tool

  Jaggerxtrm

  A

  security

  F

  license

  B

  quality

  Integrates the Atlassian Rovo Dev CLI with the Model Context Protocol, allowing AI assistants to perform deep code analysis using Rovo Dev's large context capabilities. It enables features like repository-wide queries, file-specific analysis, and specialized coding modes through a standard MCP interface.

  Last updated 2025-11-01

  3

  24

• No-as-a-Service (NoaaS)

  Koneisto

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  security

  A

  license

  -

  quality

  Provides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.

  Last updated 2026-01-21

  4

  MIT

• Twitter MCP Tool

  jalaj-pandey

  -

  security

  F

  license

  -

  quality

  A Python-based tool that streamlines social media tasks by enabling users to post tweets, track username changes, fetch recent tweets, and send direct messages on Twitter.

  Last updated 2025-05-07

• Scrapling Fetch MCP

  cyberchitta

  A

  security

  A

  license

  A

  quality

  An MCP server that helps AI assistants access text content from websites that implement bot detection, bridging the gap between what you can see in your browser and what the AI can access.

  Last updated 2025-10-01

  2

  78

  Apache 2.0

• MCP Code Indexer

  zxfgds

  -

  security

  F

  license

  -

  quality

  A smart code retrieval tool based on Model Context Protocol that provides efficient and accurate code repository search capabilities for large language models.

  Last updated 2025-03-04

  37

• Word of the Day MCP Server

  Traves-Theberge

  A

  security

  A

  license

  B

  quality

  Provides comprehensive word definitions, pronunciations, meanings, and examples for any English word using the Free Dictionary API. Includes a random word-of-the-day feature with difficulty levels for vocabulary building.

  Last updated 2025-08-17

  2

  2

  MIT

• Tool-Plaid

  reilly3000

  -

  security

  F

  license

  -

  quality

  Enables interaction with Plaid's financial data API to sync bank transactions and retrieve account balances with secure encrypted token storage.

  Last updated 2025-12-24

• MCP Reflection Tool

  fourcolors

  -

  security

  F

  license

  -

  quality

  Provides a 'reflect' tool that creates cognitive checkpoints for AI assistants, forcing structured step-by-step reasoning through complex problems to improve accuracy and maintain context during task execution.

  Last updated 2025-08-30

  3

  6

• auth-fetch-mcp

  ymw0407

  A

  security

  A

  license

  A

  quality

  Enables AI assistants to access content from authenticated web pages by opening a real browser for manual login and session capture. It saves browser profiles locally so users only need to log in once per service for future automated access.

  Last updated 2026-04-08

  3

  357

  18

  MIT

• MCP Think Tool

  piotrpalek

  A

  security

  F

  license

  A

  quality

  An MCP server implementation of Anthropic's Think Tool prompt engineering technique that enables Claude to break down complex problems and enhance its reasoning capabilities by providing a simple tool that echoes back thoughts.

  Last updated 2025-03-25

  1

  1

• Fetch MCP Server

  SolonaBot

  -

  security

  F

  license

  -

  quality

  Enables fetching and converting web content into various formats including HTML, JSON, plain text, and Markdown. It supports custom request headers and provides specialized tools for on-demand web data retrieval and transformation.

  Last updated 2026-02-09

  97,391

• graph-tool-call

  SonAIengine

  A

  security

  A

  license

  A

  quality

  Graph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.

  Last updated 2026-04-09

  6

  6

  MIT

• db-mcp-tool

  wirdes

  A

  security

  A

  license

  D

  quality

  A powerful Model Context Protocol (MCP) tool for exploring and managing different types of databases including PostgreSQL, MySQL, and Firestore.

  Last updated 2025-03-07

  9

  5

  MIT

• agent-tool

  knewstimek

  A

  security

  A

  license

  A

  quality

  Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities.

  Last updated 2026-04-17

  2

  51

  16

  MIT