"Understanding and Writing Unit Tests" matching MCP servers:

• token-filter-mcp

  VMexicano

  A

  license

  A

  quality

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  maintenance

  An MCP server that intelligently filters and compresses tool outputs to reduce context window usage, saving up to 90% of tokens by removing noise such as passing tests and redundant information.

  Last updated 2026-07-02

  5

  231

  MIT

• ssh-mcp

  mkavinkumar1

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  quality

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  maintenance

  Enables reading, writing, editing, searching, running commands, transferring files, and using git on a remote Linux server over SSH via MCP tools.

  Last updated 2026-06-21

  22

  1

  AGPL 3.0

• lms-ssh-client-mcp

  Mr365truck

  F

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  A

  quality

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  maintenance

  Enables LLMs to securely SSH into remote servers, execute commands, and manage files via SFTP including listing, reading, writing, deleting, and renaming files.

  Last updated 2026-06-21

  11

• WinTerm MCP

  capecoma

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  quality

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  maintenance

  A Model Context Protocol server that provides programmatic access to the Windows terminal, enabling AI models to interact with the Windows command line through standardized tools for writing commands, reading output, and sending control signals.

  Last updated 2025-02-24

  3

  8

  MIT

• Board Terminal Skill

  kkst1

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  quality

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  maintenance

  MCP server for running shell commands on a Linux development board via UART serial.

  Last updated 2026-07-15

  1

• macOS Defaults MCP Server

  g0t4

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  quality

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  maintenance

  MCP server that enables reading and writing macOS system preferences and application settings through the defaults system.

  Last updated 2024-11-30

  4

  11

• Node.js MCP Server

  WeiWeicode

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  license

  -

  quality

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  maintenance

  A comprehensive MCP server that enables file operations, mathematical calculations with unit conversions, and system information retrieval. Provides secure access to local file system, calculator functions with statistics, and system monitoring capabilities.

  Last updated 2025-09-23

  4

  ISC

• claude-systemd-mcp

  LukeLamb

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  license

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  quality

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  maintenance

  Read-only systemd inspection for Claude on Linux — list units, status, journal, failed units, unit files.

  Last updated 2026-04-25

  MIT

• HWCA MCP Server

  AndyLiner13

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  F

  maintenance

  Enables AI assistants to automate context-management tasks for the Horizon Worlds editor by executing system commands, reading/writing files, and managing processes.

  Last updated 2025-11-10

  MIT

• local-mcp

  fan-67

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  license

  -

  quality

  B

  maintenance

  A lightweight, stdio-based MCP server enabling AI assistants to perform local file system operations like reading, writing, searching, and executing commands.

  Last updated 2026-06-14

  3,136

  MIT

• ChatGPT To Codex

  ezBuilder

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  quality

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  maintenance

  A local MCP runtime for macOS and Windows that enables ChatGPT to read, edit, search, run tests, and capture screenshots in your local project folder while keeping your source code on your machine.

  Last updated 2026-07-11

  47

  38

  MIT

• Universal Dev MCP

  kallusuvaidyam

  F

  license

  -

  quality

  B

  maintenance

  Connects Claude AI to any development project (Django, Next.js, Laravel, etc.) with 15+ universal tools for shell, file, git, logs, Docker, tests, and more.

  Last updated 2026-07-08

  1

• Remote MCP Server

  OddbeakerLLC

  F

  license

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  quality

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  maintenance

  Enables AI tools like Claude to interact with a remote machine's file system and shell via a secure HTTPS endpoint. It provides standardized tools for executing shell commands, reading and writing files, and navigating directories.

  Last updated 2026-02-27

• kmux

  creative-koalas

  F

  license

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  quality

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  maintenance

  A terminal emulator MCP server specifically engineered for LLMs with block-oriented design that organizes command input/output into recognizable blocks and semantic session management. Enables AI to efficiently use terminals for writing code, installing software, and executing commands without context overflow.

  Last updated 2026-07-23

  1

• MCP Ping Server

  sadeghtkd

  F

  license

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  quality

  D

  maintenance

  Enables Claude Desktop to perform network ping tests and internet connectivity checks.

  Last updated 2025-07-23

  1

• MariaDB MCP Server

  yawlhead91

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  license

  A

  quality

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  maintenance

  Enables interaction with MariaDB databases through secure read-only operations. Supports database exploration, schema inspection, and SQL query execution with comprehensive logging and connection pooling.

  Last updated 2026-01-21

  5

  2

  MIT

• Lumino

  geored

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  license

  B

  quality

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  maintenance

  About AI/ML-powered diagnostic engine for SRE Observability on Konflux and OpenShift. It uses the Model Context Protocol (MCP) and 40+ tools to analyze logs, metrics, and traces, enabling automated RCA and predictive analysis.

  Last updated 2026-01-24

  37

  Apache 2.0

• Hermes Phone Agent

  install00app00-cpu

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  license

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  quality

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  maintenance

  Enables AI-driven phone management for Android and iOS devices, including flashing, unlocking, and automation via MCP.

  Last updated 2026-07-12

  MIT

• code-sandbox-mcp

  feifeigood

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  license

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  quality

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  maintenance

  MCP server for E2B code sandbox, enabling creation, management, and execution of code in secure sandboxes using Python and shell commands.

  Last updated 2026-01-05

  1

  MIT

• terminal-mcp-server

  ptbsare

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  license

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  quality

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  maintenance

  Enables secure remote and local command execution via SSH, with session management and environment variable support.

  Last updated 2026-06-03

  22

  3

  MIT