"A system for improving requirements (e.g., analysis and completion)" matching MCP servers:

• Self-Improving Memory MCP

  SuperPiTT

  A

  license

  -

  quality

  D

  maintenance

  Provides Claude with persistent memory and learning capabilities through 10 automatic agents that capture decisions, errors, solutions, and patterns across conversations. Features an anti-compaction system to prevent context loss and enables infinite conversation continuity.

  Last updated 2025-10-07

  12

  MIT

• visa-requirements

  pipeworx-io

  -

  license

  -

  quality

  C

  maintenance

  Enables querying passport visa rules for any nationality to destination pair.

  Last updated 2026-07-18

• MCP for Stock Market Analysis

  nbx0021

  F

  license

  -

  quality

  C

  maintenance

  A production-grade MCP server that provides tools to fetch historical stock data, company information, and technical indicators (SMA, EMA, RSI, MACD, Bollinger Bands) via yfinance, and includes a Flask web dashboard for visual analysis.

  Last updated 2026-06-20

• requirements-risk-analyser

  abchahal

  F

  license

  -

  quality

  C

  maintenance

  AI-powered pipeline that analyzes user stories and PRDs for gaps, ambiguities, and missing acceptance criteria before coding, with MCP tools for requirement analysis and risk reporting.

  Last updated 2026-06-25

• A-MEM: Agentic Memory System

  tobs-code

  F

  license

  -

  quality

  D

  maintenance

  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

  10

• IEC 62304 Requirements MCP

  Pakawat-Dev

  F

  license

  -

  quality

  D

  maintenance

  Enables management of software requirements in compliance with IEC 62304 Class C medical device standards, including requirement creation, versioning, traceability matrix generation, and risk control integration.

  Last updated 2025-11-15

  1

• Vibe Preprocessing and

  mudit14224

  F

  license

  -

  quality

  D

  maintenance

  Enables users to preprocess, analyze, and visualize CSV data through comprehensive tools for data manipulation, statistical analysis, and graph generation.

  Last updated 2025-04-20

  3
• 

  analysis-gymofficial

  defog-ai

  A

  license

  A

  quality

  C

  maintenance

  Records and scores prospective equity earnings predictions made by AI agents, allowing comparison of different agent configurations.

  Last updated 2026-07-14

  3

  MIT

• beam-analysis

  StructuralWizard

  A

  license

  A

  quality

  D

  maintenance

  A lightweight MCP server for linear-static structural analysis of bridges and building frames, providing tools to build 3D beam/truss models, analyze with built-in or CalculiX solvers, and export to FreeCAD.

  Last updated 2026-07-04

  17

  2

  MIT
• 

  Options Analysis Suite MCPofficial

  Options-Analysis-Suite

  A

  license

  -

  quality

  C

  maintenance

  Enables AI assistants to access options analysis data, market research tools, portfolio risk snapshots, and platform context via 32 tools.

  Last updated 2026-07-13

  MIT

• io.github.DiaaAj/a-mem-mcp

  DiaaAj

  A

  license

  -

  quality

  D

  maintenance

  A-MEM is a self-evolving memory system for coding agents that automatically organizes knowledge into a Zettelkasten-style graph with dynamic relationships, enabling semantic and structural search.

  Last updated 2026-01-17

  34

  MIT

• A-Eyes

  florian-priegnitz

  A

  license

  -

  quality

  B

  maintenance

  MCP server enabling Claude Code to capture screenshots of Windows applications through WSL2, allowing AI to diagnose UI errors and verify layouts.

  Last updated 2026-05-04

  MIT

• mcp-system

  MikeyBeez

  F

  license

  -

  quality

  D

  maintenance

  Enables system automation and control including command execution, process management, network tools, environment variables, disk usage, and service status.

  Last updated 2025-08-21

• system-monitor

  2428424081cn

  -

  license

  -

  quality

  C

  maintenance

  A secure, read-only MCP server for AI-powered system monitoring. It provides real-time OS metrics, config discovery, and safe log tailing to enable autonomous infrastructure audits without shell access risks.

  Last updated 2026-07-18

• capture-and-slack-mcp

  baho0

  A

  license

  A

  quality

  B

  maintenance

  Relays a result screenshot to Slack so you can review a coding agent's output without opening the app.

  Last updated 2026-07-09

  7

  MIT

• DEM Terrain Analysis

  ava11235

  A

  license

  A

  quality

  C

  maintenance

  AI-powered terrain analysis for any location on Earth. Uses super-resolution and computes environmental risk metrics including erosion, water flow, and a composite Site Intelligence Score.

  Last updated 2026-07-13

  2

  3

  MIT

• find-a-book-mcp

  Xiaochengzi2048

  A

  license

  A

  quality

  B

  maintenance

  An MCP server for searching and downloading books from Library Genesis, supporting EPUB, MOBI, PDF, and more through natural language queries.

  Last updated 2026-07-08

  2

  3

  340

  6

  MIT

• ecommerce-fashion-market

  alexgenovese

  F

  license

  A

  quality

  B

  maintenance

  A fashion vertical MCP server providing tools for product SEO audits and trend analysis to integrate with AI agents like Claude, Cursor, and Codex.

  Last updated 2026-06-29

  2

• mcp-system-info

  cooderamily

  A

  license

  A

  quality

  F

  maintenance

  Provides system hardware information (CPU, memory, storage, etc.) and system status (OS, network, resource usage) via MCP tools.

  Last updated 2025-07-10

  2

  14

  ISC

• System Information MCP Server

  dknell

  F

  license

  A

  quality

  C

  maintenance

  Provides real-time system metrics and information through a Model Context Protocol interface, enabling access to CPU usage, memory statistics, disk information, network status, and running processes.

  Last updated 2025-07-01

  7

  5