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

• Self-Improving Memory MCP

  SuperPiTT

  A

  license

  -

  quality

  C

  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

  6

  MIT

• A-MEM: Agentic Memory System

  tobs-code

  F

  license

  -

  quality

  C

  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

  7

• Vibe Preprocessing and

  mudit14224

  F

  license

  -

  quality

  C

  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

• System Information MCP Server

  dknell

  F

  license

  A

  quality

  B

  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

  4

• yt-analysis-mcp

  Legorobotdude

  F

  license

  A

  quality

  C

  maintenance

  Enables analysis of YouTube videos using the Gemini API to generate summaries and answer specific questions via direct URLs. It supports standard videos and shorts, allowing users to interact with video content without requiring manual downloads.

  Last updated 2026-01-21

  5

  2

• Audio Analysis MCP Server

  zachswift615

  F

  license

  A

  quality

  C

  maintenance

  Enables AI models to analyze audio files through numerical fingerprints, pitch tracking, and visual spectrograms without requiring direct audio playback. It provides tools for comparing audio iterations and detecting patterns using token-efficient analysis operations.

  Last updated 2025-12-11

  1

• Artificial Analysis MCP Server

  davidhariri

  A

  license

  A

  quality

  D

  maintenance

  Provides access to real-time LLM pricing, speed metrics, and performance benchmarks for over 300 models from Artificial Analysis. It enables users to list, filter, and compare models based on costs, tokens per second, and intelligence indices.

  Last updated 2026-01-13

  2

  534

  3

  MIT

• Windows System MCP

  guangxiangdebizi

  A

  license

  A

  quality

  C

  maintenance

  A comprehensive Model Context Protocol server that enables AI assistants to interact with and manage Windows systems, providing capabilities for file system operations, process management, system information retrieval, registry operations, service management, network diagnostics, and performance monitoring.

  Last updated 2025-07-29

  7

  15

  5

  Apache 2.0

• Code Analysis MCP Server

  saiprashanths

  F

  license

  A

  quality

  C

  maintenance

  The server facilitates natural language interactions for exploring and understanding codebases, providing insights into data models and system architecture using a cost-effective, simple setup with support for existing Claude Pro subscriptions.

  Last updated 2025-02-08

  4

  24

• Web Analysis MCP

  himly0302

  F

  license

  B

  quality

  C

  maintenance

  Enables intelligent web searching using SearXNG with content crawling via Creeper, then summarizes webpage content using LLM to avoid token limit issues. Supports smart filtering with domain blacklist/whitelist and optional LLM-based relevance filtering.

  Last updated 2026-01-29

  1

• mcp-audio-analysis

  hugohow

  A

  license

  B

  quality

  C

  maintenance

  MCP to analyse local audio file.

  Last updated 2025-08-12

  8

  24

  MIT

• alive-analysis-mcp

  with-geun

  A

  license

  -

  quality

  B

  maintenance

  MCP server for alive-analysis. Query, search, and retrieve structured analysis history written with the ALIVE loop (Ask→Look→Investigate→Voice→Evolve), plus dashboard JSON export.

  Last updated 2026-03-23

  37

  MIT

• A-Share MCP Server

  firmmaple

  A

  license

  -

  quality

  D

  maintenance

  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

  24

  MIT

• System Resource Monitor MCP

  abhinav7895

  A

  license

  -

  quality

  C

  maintenance

  Provides Claude with real-time system monitoring capabilities, including CPU, memory, disk, network, battery, and internet speed metrics.

  Last updated 2025-03-22

  MIT

• No-as-a-Service (NoaaS)

  Koneisto

  A

  license

  -

  quality

  B

  maintenance

  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

  17

  MIT

• Chuk Design System

  chrishayuk

  A

  license

  -

  quality

  C

  maintenance

  Provides access to a universal design token system with 7 pre-built themes (colors, typography, spacing, motion) and multi-format export capabilities for Canva, Remotion, PPTX, CSS, and W3C JSON.

  Last updated 2025-11-06

  1

  MIT

• System Info MCP Server

  srirama7

  A

  license

  -

  quality

  C

  maintenance

  Enables comprehensive system monitoring and diagnostics through 18 tools that provide detailed information about CPU, memory, disk usage, network interfaces, running processes, battery status, hardware details, and temperature monitoring. Allows users to query system information and performance metrics through natural language interactions.

  Last updated 2025-10-19

  6

  ISC

• Two Truths and a Twist

  ErgodicLabs

  A

  license

  -

  quality

  C

  maintenance

  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

• CHOFF-A-MCP (Anamnesis)

  dd-dent

  A

  license

  -

  quality

  C

  maintenance

  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

• Todo for AI MCP Server

  todo-for-ai

  A

  license

  -

  quality

  C

  maintenance

  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

  26

  Apache 2.0