"Definition and usage of the word 'word'" matching MCP servers:

• Swarm Orchestrator

  Of-Arte

  A

  license

  -

  quality

  D

  maintenance

  An MCP server that extends AI coding assistants with deterministic, algorithmic capabilities such as code analysis, fault localization, and formal verification, enabling an autonomous engineering team within the IDE.

  Last updated 2026-06-23

  MIT

• parecode

  BasilSkyWalk

  A

  license

  A

  quality

  A

  maintenance

  An MCP server giving coding agents context-window-aware code search and safe, atomic multi-file edits — built to cut token usage on large codebases without sacrificing correctness.

  Last updated 2026-07-13

  3

  65

  5

  MIT

• Cynical Sally

  w1ckedxt

  A

  license

  A

  quality

  A

  maintenance

  Provides brutally honest code reviews, explanations, and refactoring suggestions via CLI and MCP tools.

  Last updated 2026-07-04

  8

  189

  84

  MIT

• agentpack

  ihorponom

  A

  license

  A

  quality

  A

  maintenance

  FROM node:22-alpine RUN npm install -g agentpack-cli WORKDIR /workspace RUN agentpack init ENTRYPOINT ["agentpack", "mcp"]

  Last updated 2026-07-14

  14

  25

  688

  17

  MIT

• Telegram MCP Server

  archetyx

  A

  license

  A

  quality

  F

  maintenance

  Enables remote control of AI coding assistants (Claude Code/Codex) via Telegram, allowing you to manage long-running tasks, send commands, and receive notifications from anywhere. Supports unattended mode with smart polling for up to 7 days and multi-session management.

  Last updated 2025-10-22

  8

  29

  MIT

• par5-mcp

  mathematic-inc

  A

  license

  A

  quality

  C

  maintenance

  Enables parallel execution of shell commands and AI coding agents (Claude, Gemini, Codex) across lists of items like files or URLs, with batched processing and real-time streaming output for batch operations.

  Last updated 2026-03-11

  8

  15

  6

  Apache 2.0

• ast-editor

  kambleakash0

  A

  license

  A

  quality

  A

  maintenance

  A robust, language-agnostic Model Context Protocol (MCP) server that provides AI coding agents with the ability to edit files surgically via Abstract Syntax Trees (AST) instead of relying on token-heavy, brittle search-and-replace or diff operations.

  Last updated 2026-07-02

  28

  7

  MIT

• Godot MCP Runtime

  Erodenn

  A

  license

  A

  quality

  A

  maintenance

  A TypeScript MCP server that lets AI assistants interact with the Godot 4.x game engine: not just editing files, but playing the game.

  Last updated 2026-07-11

  36

  1,056

  47

  MIT

• constraints-registry-mcp

  SureshKhemka

  A

  license

  A

  quality

  A

  maintenance

  A single, queryable source of engineering constraints that coding agents consult at code-generation time, exposed over an MCP server.

  Last updated 2026-06-27

  3

  Apache 2.0

• Agent MCP Gateway

  roddutra

  A

  license

  A

  quality

  C

  maintenance

  Provides per-Subagent MCP controls to any coding agent or client across all your MCPs and prevents context window waste. Loads only 3 tools instead of all your MCP Server's tool definitions. Agents discover tools on-demand, only when needed and only the servers and tools they are allowed.

  Last updated 2025-12-02

  4

  41

  MIT

• 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

  43

  8

  MIT

• Think Tool MCP Server

  PhillipRt

  A

  license

  A

  quality

  D

  maintenance

  Official implementation of Anthropic's 'think' tool that provides Claude with a dedicated space for structured reasoning, improving performance by up to 54% on complex tasks requiring multi-step problem solving.

  Last updated 2025-04-02

  1

  38

  126

  MIT

• @floopfloop/mcp

  FloopFloopAI

  A

  license

  A

  quality

  C

  maintenance

  MCP server for the FloopFloop API that lets LLM hosts build, poll, and refine projects from natural language prompts.

  Last updated 2026-07-13

  12

  18

  MIT

• simplifier-mcp

  simplifier-ag

  A

  license

  A

  quality

  B

  maintenance

  An MCP (Model Context Protocol) server that enables integration with the Simplifier Low Code Platform. This server provides tools and capabilities for creating and managing Simplifier Connectors and BusinessObjects through the platform's REST API.

  Last updated 2026-05-11

  17

  125

  5

  MIT

• async-claude-agentsdk-mcp

  wyrd-company

  A

  license

  A

  quality

  C

  maintenance

  An MCP server that enables coding agents to run Claude Agent SDK sessions as asynchronous sub-agents, with tools for starting, continuing, and checking status of Claude sessions.

  Last updated 2026-07-15

  3

  MIT

• M8 Codex MCP

  lipeng9401222

  A

  license

  A

  quality

  D

  maintenance

  An AI-powered toolkit for the M8 mobile development framework that enables automated generation of Vue pages, low-code components, and mock data. It provides real-time code standard validation and a comprehensive UI component knowledge base to streamline development in AI editors.

  Last updated 2026-01-24

  4

  103

  MIT

• colab-mcp (enhanced fork)

  SebastianGilPinzon

  A

  license

  A

  quality

  A

  maintenance

  Enhanced fork of Google's Colab MCP, pre-registers all 7 notebook tools at startup (get_cells, add/run/update/delete/move_cell, add_text_cell), adds programmatic GPU control (T4/L4/A100) via OAuth, and fixes the "Disconnected from local server" issue with IPv4-only bind, PNA CORS headers, and stale-tab dedup. Works on Chrome, Edge, Windows, macOS, Linux.

  Last updated 2026-06-19

  9

  8

  Apache 2.0

• Claude-Code MCP Runner

  DeamonDev888

  A

  license

  A

  quality

  D

  maintenance

  This MCP server enables remote control and management of Claude Code agents, allowing you to execute missions, configure agent personalities, and integrate with other MCP tools.

  Last updated 2026-02-21

  7

  55

  1

  MIT

• ralph-loop-mcp

  sheldonrobinson

  F

  license

  A

  quality

  C

  maintenance

  A cross-platform MCP server implementing the Ralph Loop iterative development technique where a worker model does the work and a reviewer model provides cross-model review until approval.

  Last updated 2026-07-08

  10

• Message MCP

  gimjin

  A

  license

  A

  quality

  C

  maintenance

  Real-time push notifications and alert sounds free you from staring at the screen. While the AI works, you can comfortably enjoy a cup of coffee.

  Last updated 2025-08-07

  1

  44

  9

  TypeScript

  MIT