"Understanding the term 'flux' or its various applications" matching MCP servers:

• Flux

  asrvd

  A

  license

  D

  quality

  D

  maintenance

  An AI-powered MCP server that enables natural language interaction with AO (Arweave Operating system) for creating, running, and testing code and handlers without manual coding.

  Last updated 2025-05-18

  14

  1,733,677

  3

  BSD 3-Clause

• Sequential Thinking MCP Server

  mustafaskyer

  A

  license

  A

  quality

  D

  maintenance

  Enables structured, step-by-step problem-solving through dynamic thinking processes that can be revised, branched, and adjusted as understanding deepens. Supports breaking down complex problems into manageable steps with the ability to revise previous thoughts and explore alternative reasoning paths.

  Last updated 2025-10-18

  1

  131,217

  Inno Setup
• 

  ejentum-mcpofficial

  ejentum

  A

  license

  A

  quality

  C

  maintenance

  Exposes the four Ejentum cognitive harnesses (reasoning, code, anti-deception, memory) as MCP tools any agentic client can call. Drop-in scaffolding that catches LLM failure modes like sycophancy, hallucination, and reasoning shortcuts.

  Last updated 2026-06-11

  4

  102

  13

  MIT

• repowise

  repowise-dev

  A

  license

  A

  quality

  A

  maintenance

  Provides AI coding agents with five intelligence layers (dependency graph, git history, documentation, architectural decisions, code health) via nine MCP tools, enabling deep codebase understanding and reducing exploration cost.

  Last updated 2026-08-04

  2

  11

  4,656

  AGPL 3.0

• deepseek-as-subagent

  PsChina

  A

  license

  A

  quality

  D

  maintenance

  Run DeepSeek as a real sub-agent inside Claude Code / Codex CLI — not just a single LLM call. DeepSeek gets its own 7-tool agent loop (Read/Write/Edit/Bash/Glob/Grep/NotebookEdit) inside a sandboxed workspace.

  Last updated 2026-07-16

  2

  15

  MIT

• claude-octopus

  xiaolai

  A

  license

  A

  quality

  D

  maintenance

  Wraps the Claude Agent SDK as MCP servers, letting you spawn multiple specialized Claude Code agents — each with its own model, tools, system prompt, and personality — from any MCP client.

  Last updated 2026-06-17

  5

  112

  16

  ISC

• unstuck-mcp

  SamuelH98

  F

  license

  A

  quality

  C

  maintenance

  Prevents coding agents from repeatedly attempting the same failed fix by tracking attempts and blocking further fixes until the agent uses its own web search tool.

  Last updated 2026-07-12

  4

• skills-master-mcp

  adarc8

  A

  license

  A

  quality

  D

  maintenance

  Connects AI coding agents to the SkillsMP marketplace, allowing users to search, read, and install over 8,000 community-made skills. It enables agents to gain new capabilities either through on-the-spot instruction or permanent installation without requiring an API key.

  Last updated 2026-02-16

  5

  44

  8

  MIT

• Jules MCP Server

  Paladiamors

  F

  license

  A

  quality

  D

  maintenance

  Enables LLM applications to interact with Google's Jules AI coding assistant to manage repositories, coding sessions, and pull requests. It allows users to programmatically create tasks, approve plans, and communicate with the assistant during active coding sessions.

  Last updated 2026-01-30

  9

• NotiCode

  Antropov31

  A

  license

  A

  quality

  B

  maintenance

  Runs as an MCP server providing file system operations, shell execution, and system information tools, allowing Claude or any MCP client to edit files and control the machine.

  Last updated 2026-07-09

  7

  MIT

• copilot-cloud-agent-mcp

  fvegiard

  A

  license

  A

  quality

  F

  maintenance

  Enables Claude or any MCP client to drive the GitHub Copilot cloud agent via its REST API, allowing it to research, edit, and open pull requests on repositories without manual intervention.

  Last updated 2026-05-28

  11

  MIT

• My Coding Buddy MCP Server

  ajkeast

  F

  license

  A

  quality

  D

  maintenance

  A personal AI coding assistant that connects to various development environments and helps automate tasks, provide codebase insights, and improve coding decisions by leveraging the Model Context Protocol.

  Last updated 2026-04-25

  10

• sharplens-mcp

  pzalutski-pixel

  A

  license

  A

  quality

  A

  maintenance

  A Model Context Protocol (MCP) server providing 62 AI-optimized tools for .NET/C# semantic code analysis, navigation, refactoring, and code generation using Microsoft Roslyn. Built for AI coding agents - provides compiler-accurate code understanding that AI cannot infer from reading source files alone.

  Last updated 2026-07-05

  62

  30

  MIT
• 

  Stellify MCP Serverofficial

  Stellify-Software-Ltd

  A

  license

  A

  quality

  B

  maintenance

  Enables AI assistants to incrementally build Laravel and Vue.js applications by creating file structures, methods, and code through natural conversation.

  Last updated 2026-07-23

  50

  264

  1

  MIT

• mentor-mcp-server

  cyanheads

  A

  license

  A

  quality

  D

  maintenance

  Provides LLM Agents with AI-powered mentorship for code review, design critique, writing feedback, and brainstorming using the Deepseek API, enabling enhanced output in various development and strategic planning tasks.

  Last updated 2025-07-22

  5

  31

  Apache 2.0

• citio

  lawrencehui

  A

  license

  B

  quality

  A

  maintenance

  Self-hosted coding agent that runs Claude Code or Codex in your own infrastructure and works from Slack. Exposes codebase investigation, file edits, branch and PR creation, allowlisted command execution, CI status and an audit log as MCP tools, keeping every credential behind the tool layer instead of handing it to the model.

  Last updated 2026-07-25

  12

  55

  2

  MIT

• MCP-TY

  qinsehm1128

  A

  license

  B

  quality

  D

  maintenance

  An MCP server leveraging the Rust-based ty type checker to provide AI models with high-performance, semantic Python code analysis and structural navigation. It enables precise symbol searching, cross-file renaming, and diagnostic reporting to improve code understanding and editing accuracy.

  Last updated 2025-12-27

  16

  1

  MIT

• Unichat MCP Server

  amidabuddha

  A

  license

  C

  quality

  B

  maintenance

  Send requests to OpenAI, MistralAI, Anthropic, xAI, or Google AI using MCP protocol via tool or predefined prompts. Vendor API key required

  Last updated 2026-07-03

  1

  40

  MIT
• 

  Hanzo MCPofficial

  hanzoai

  A

  license

  C

  quality

  A

  maintenance

  An MCP server that enables Claude and other LLM clients to access Hanzo AI platform capabilities and provide powerful code management tools for analyzing, modifying, and understanding projects.

  Last updated 2026-08-04

  7

  77

  1

  MIT

• claude-code-mcp

  KunihiroS

  A

  license

  C

  quality

  C

  maintenance

  This project aims to build a Claude Code MCP server and implement its associated tools (explain\_code, review\_code, fix\_code, edit\_code, test\_code, simulate\_command, your\_own\_query). The server is implemented using Node.js and the MCP SDK. It receives tool requests from clients via Stdio, dynamically

  Last updated 2026-03-06

  7

  60

  34

  MIT