"A tool or process for testing a dashboard" matching MCP servers:

• 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

• A-Share MCP Server

  firmmaple

  -

  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

• No-as-a-Service (NoaaS)

  Koneisto

  -

  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

• Chainflip Broker as a Service

  CumpsD

  -

  security

  A

  license

  -

  quality

  Cross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.

  Last updated 2026-03-21

  10

  MIT

• 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

• A-Share MCP Server

  24mlight

  A

  security

  A

  license

  C

  quality

  A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.

  Last updated 2025-12-25

  41

  641

  MIT

• A Share MCP

  24mlight

  A

  security

  A

  license

  C

  quality

  A Model Context Protocol server providing tools for querying A-share stock market data, including historical prices, financial reports, market indices, and macroeconomic indicators.

  Last updated 2025-12-25

  41

  641

  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

• Process MCP Server

  orkuhh

  -

  security

  F

  license

  -

  quality

  Manages background process sessions via the OpenClaw process tool, allowing users to list, monitor, and control active sessions. It supports retrieving process logs and sending keystrokes or text to running background tasks.

  Last updated 2026-02-16

• kill-process-mcp

  misiektoja

  A

  security

  A

  license

  B

  quality

  An MCP server that allows users to list and kill operating system processes through natural language queries, making process management more intuitive across Windows, macOS, and Linux.

  Last updated 2026-02-06

  2

  11

  Python

• Meraki Dashboard MCP Server

  rigzindorje

  -

  security

  F

  license

  -

  quality

  An MCP (Model Context Protocol) server that enables interaction with the Cisco Meraki Dashboard API, allowing users to manage Meraki networks, devices, and configurations through natural language.

  Last updated 2025-07-16

• Meraki Dashboard API MCP

  coozgan

  -

  security

  -

  license

  -

  quality

  A Model Context Protocol Server for interacting with the Cisco Meraki Dashboard API, enabling network configuration and management operations through natural language interactions.

  Last updated 2025-07-21

• MCP Process Server

  Digital-Defiance

  -

  security

  A

  license

  -

  quality

  Enables AI agents to launch and manage system processes with strict security controls through executable allowlists, resource monitoring, and output capture capabilities.

  Last updated 2026-03-28

  18

  1

  MIT

• API Testing MCP

  cocaxcode

  -

  security

  A

  license

  -

  quality

  A lightweight, local-first MCP server for executing HTTP requests and managing API collections and environments without cloud dependencies. It enables testing APIs, handling authentication, and importing OpenAPI specifications directly within MCP-compatible workflows.

  Last updated 2026-04-07

  1

  MIT

• MCP Testing Assistant

  mcpassistant

  -

  security

  -

  license

  -

  quality

  Enables automated testing and coverage reporting for MCP services with test execution, file generation, and mock service creation. Provides comprehensive testing infrastructure including Jest integration, coverage reports, and health checks for the MCP ecosystem.

  Last updated 2025-09-02

• Tox Testing MCP Server

  that1guy15

  A

  security

  F

  license

  B

  quality

  An MCP server that executes tox commands to run Python tests within a project using pytest, allowing users to run all tests or specific test groups, files, cases, or directories.

  Last updated 2025-01-19

  1

  5

• Accessibility Testing MCP

  joe-watkins

  -

  security

  F

  license

  -

  quality

  Enables accessibility testing of websites and HTML content using axe-core and IBM Equal Access engines. Supports WCAG compliance checking, multi-viewport testing, and provides detailed violation reports with remediation guidance.

  Last updated 2025-12-07

  1

• Perplexity Tool for Claude

  letsbuildagent

  A

  security

  A

  license

  C

  quality

  A custom MCP tool that integrates Perplexity AI's API with Claude Desktop, allowing Claude to perform web-based research and provide answers with citations.

  Last updated 2024-12-05

  1

  5

  MIT

• MCP Frontend Testing Server

  StudentOfJS

  A

  security

  A

  license

  D

  quality

  Provides tools for frontend testing including code analysis, test generation, test execution, and React component testing for Jest and Cypress frameworks.

  Last updated 2025-04-24

  4

  26

  MIT

• Document Q&A MCP Server

  SY-MR-CODER

  -

  security

  A

  license

  -

  quality

  A Python-based MCP server that enables document-based question answering by processing PDF, TXT, and Markdown files through OpenAI's API. It provides hallucination-free responses based strictly on document content using semantic search and includes a web interface for management.

  Last updated 2026-01-17

  MIT

• Langflow Document Q&A Server

  GongRzhe

  A

  security

  A

  license

  C

  quality

  Enables querying documents through a Langflow backend using natural language questions, providing an interface to interact with Langflow document Q\&A flows.

  Last updated 2025-04-16

  1

  15

  MIT

• Local Testing Agent MCP Server

  marcelkurvers

  -

  security

  A

  license

  -

  quality

  A multi-language testing automation server that enables AI assistants to discover, plan, and execute tests across six major programming languages. It provides comprehensive tools for repository scanning, automated test execution, and detailed coverage reporting.

  Last updated 2025-12-12

  MIT

• A-SOC Trust MCP Server

  agntor

  -

  security

  A

  license

  -

  quality

  Provides agent certification and trust verification tools for AI agents, enabling certification checks, trust score calculations, audit ticket issuance, and emergency kill switch activation through the A-SOC trust network.

  Last updated 2026-02-16

  1

  MIT

• Document Q&A MCP Server

  sprchr

  -

  security

  A

  license

  -

  quality

  Enables document-based question answering using OpenAI's GPT-4 with semantic search and embeddings. Upload PDF, TXT, or Markdown files and get answers strictly based on document content with source attribution and confidence scores.

  Last updated 2026-01-05

  MIT

• 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

• 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

• A VMware ESXi/vCenter

  bright8192

  -

  security

  A

  license

  -

  quality

  A VMware ESXi/vCenter management server based on MCP (Machine Control Protocol), providing simple REST API interfaces for virtual machine management.

  Last updated 2025-07-01

  57

  MIT

• 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

• 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

• Enterprise Rent-A-Car MCP

  markswendsen-code

  A

  security

  F

  license

  A

  quality

  Enables AI assistants to search for vehicles, manage reservations, and access Enterprise Plus loyalty account information through headless browser automation on enterprise.com. It supports the complete car rental workflow including vehicle searching, booking, modifications, and points balance checks.

  Last updated 2026-03-13

  7

  5

• Des MCP Server Testing MCP

  Traia-IO

  -

  security

  F

  license

  -

  quality

  A standardized MCP server designed for testing integration with the Des MCP Server Testing API. It allows AI agents to interact with testing endpoints using tools implemented via the Model Context Protocol.

  Last updated 2026-03-16

• You Need A Budget (YNAB) MCP

  Jtewen

  A

  security

  A

  license

  A

  quality

  An MCP to give AI agents extensive knowledge of your personal finances and control of your budgeting.

  Last updated 2025-06-19

  14

  9

  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

• Share A Bot MCP A2A

  codeislaw101

  A

  security

  A

  license

  A

  quality

  Discover and connect your agents with other agents via A2A protocol. Share resources for free or fee.

  Last updated 2026-04-15

  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

• Claude Code Multi-Process MCP

  L-x-C

  -

  security

  F

  license

  -

  quality

  Enables asynchronous and parallel execution of Claude Code tasks across multiple sessions, allowing users to start background tasks and continue working immediately without blocking.

  Last updated 2025-12-31

  1

• MCP Tool Factory

  tarunjain15

  -

  security

  F

  license

  -

  quality

  A framework for building hot-loadable MCP tools that feature conversational negotiation, graduated permissions, and zero-downtime updates. It enables persistent state continuity across server restarts and provides a hypothetical evaluation system for tool actions.

  Last updated 2025-11-23

• MCP Think Tool

  DannyMac180

  -

  security

  A

  license

  -

  quality

  An MCP server that implements the 'think' tool, providing Claude with a dedicated space for structured thinking during complex problem-solving tasks to improve reasoning capabilities.

  Last updated 2025-04-01

  131

  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

• 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

• Todo for AI MCP Server

  todo-for-ai

  -

  security

  A

  license

  -

  quality

  Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.

  Last updated 2026-03-24

  2

  Apache 2.0

• swagger-mcp-tool

  sdlbp

  -

  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

• 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

• cook-tool

  xiaobenyang-com

  A

  security

  A

  license

  B

  quality

  A recipe query tool that supports querying recipes and reporting dish names through the command line, suitable for cooking enthusiasts and developers.

  Last updated 2026-01-09

  2

  2

  Apache 2.0

• mcp-tool-chainer

  thirdstrandstudio

  -

  security

  A

  license

  -

  quality

  An MCP (Model Context Protocol) server that chains calls to other MCP tools, reducing token usage by allowing sequential tool execution with result passing

  Last updated 2025-08-04

  109

  57

  MIT

• Tool Response Suppressor (MCP)

  steveswain14

  -

  security

  F

  license

  -

  quality

  This MCP server verifies that an agent’s claimed tool output matches the actual response returned by a tool to prevent invented or distorted results. It flags mismatches, omissions, and invented fields to ensure downstream logic only processes verified tool data.

  Last updated 2026-03-05

• Process Mining MCP Server

  mostapow

  -

  security

  A

  license

  -

  quality

  A tool that integrates process mining capabilities with Claude AI, allowing users to analyze event log data from PostgreSQL databases through natural language interfaces in Claude Desktop or Cursor.

  Last updated 2025-06-14

  MIT

• mcp-tool-server

  devjason41

  -

  security

  F

  license

  -

  quality

  A TypeScript prototype for an MCP-style registry providing local utility tools for shell command execution, filesystem access, and search functionality. It features Zod input validation and project manifest resource exposure for embedding into larger MCP implementations.

  Last updated 2026-03-09

• AI Workspace MCP Server

  A-Proof

  -

  security

  F

  license

  -

  quality

  Provides a secure workspace for AI-driven file management and Python script execution designed to run on Vercel. It enables tools for full file operations and code execution within a sandboxed environment.

  Last updated 2026-01-28

• Gemini MCP Tool

  jamubc

  A

  security

  F

  license

  C

  quality

  A Model Context Protocol server that enables AI assistants to interact with Google Gemini CLI, allowing them to leverage Gemini's large token window for analyzing files and codebases using natural language commands.

  Last updated 2025-11-25

  6

  1,982

  2,173