"Understanding Requirement Analysis" matching MCP servers:

• code-analysis-context-python

  andreahaku

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  A Model Context Protocol server for deep codebase understanding of Python projects, focusing on data analysis and scientific computing. It provides architectural analysis, pattern detection, dependency mapping, test coverage analysis, and AI-optimized context generation.

  Last updated 2025-10-30

  1

  MIT

• AI Develop Assistant

  jiemobasixiangcai

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  Assists AI developers with intelligent requirement analysis and architecture design through guided clarification questions, branch-aware management, and automated architecture generation with persistent storage.

  Last updated 2025-07-02

  133

  MIT

• Gigaspec

  oleksiitrembach

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  An AI-native specification framework that enables deep requirements analysis and structured project planning through intelligent Q\&A workflows. The MCP server provides tools for project initialization, requirement analysis, and the generation of living documentation like development plans and architecture specs.

  Last updated 2026-02-18

  10

  Apache 2.0

• gemini-researcher

  capyBearista

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  license

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  quality

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  maintenance

  A research proxy that lets Claude, Cursor, and other MCP clients utilize Gemini's generous free tier for deep codebase analysis without burning your main model's quota!

  Last updated 2026-06-01

  6

  108

  Mozilla Public 2.0

• mcp-architect

  kannajune

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  license

  A

  quality

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  Stop pasting your file tree into Claude. Give any AI assistant real architectural understanding of a codebase — local, private, zero‑config.

  Last updated 2026-06-18

  5

  3

  MIT

• spring-api-intel-mcp

  mparth14

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  Enables AI assistants to understand and analyze Spring Boot codebases through static analysis, allowing natural language queries about endpoints, classes, dependencies, and architecture without running the application.

  Last updated 2026-03-27

  13

  MIT

• cesium-mcp

  gaopengbin

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  AI-powered 3D globe control via Model Context Protocol. Connect any MCP-compatible AI agent to CesiumJS — camera, layers, entities, spatial analysis through 19 natural language tools.

  Last updated 2026-07-17

  33

  122

  MIT

• QoutaMCP

  QoutaID

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  license

  A

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  maintenance

  Enables inspection and analysis of project structures to detect languages, frameworks, entry points, and dependencies across multiple programming languages including Node.js, Python, PHP, Go, Java, and Rust.

  Last updated 2025-12-22

  3

  7

  1

  ISC

• GID MCP Server

  potatouniverse

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  Enables AI to analyze, query, and manage a graph-based representation of software architecture for impact analysis, dependency tracking, and design.

  Last updated 2026-02-04

  20

  29

  1

  AGPL 3.0

• KiCad MCP Server

  bleugreen

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  license

  A

  quality

  B

  maintenance

  Enables analysis of KiCad electronic schematics through natural language queries to search components, trace signal paths, explore connections, and analyze multi-board systems.

  Last updated 2026-07-04

  30

  1

  MIT

• EDA Tools MCP Server

  kfy123bot

  F

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  Enables AI assistants to perform Electronic Design Automation (EDA) tasks including Verilog synthesis, simulation, ASIC design flows, and waveform analysis through a unified interface.

  Last updated 2026-04-16

  6

• endiagram

  dushyant30suthar

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  12 deterministic graph-theory tools for structural analysis. Describe systems in EN syntax (subject do: action needs: inputs yields: outputs) — get topology, bottlenecks, blast radius, critical paths and lot more. No AI inside the computation.

  Last updated 2026-04-21

  12

  142

  8

  MIT

• GAIIA Expert Proxy (MCP

  dapooleygmailcom

  F

  license

  B

  quality

  A

  maintenance

  MCP server for high-fidelity code audits, refactoring, and architectural analysis using specialized Proxy Experts.

  Last updated 2026-06-15

  8

  5

• javats-impact-mcp

  thanhphuong080199

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  license

  C

  quality

  B

  maintenance

  Enables cross-stack impact analysis for Java/TypeScript projects with OpenAPI linkage, showing what breaks when renaming a symbol.

  Last updated 2026-07-29

  7

  MIT

• Arcas OnlineEDA MCP Server

  ssql2014

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  Provides programmatic access to Arcas OnlineEDA platform for electronic design automation, enabling formal verification, equivalence checking, power analysis, security verification, and FPGA design through natural language and automated workflows.

  Last updated 2025-07-12

  5

  MIT

• Mermaid MCP Server

  GittyBurstein

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  Enables agents to analyze codebases (local or GitHub) and automatically generate Mermaid diagrams rendered as PNG images via Kroki, providing visual understanding of project structure and flow through file discovery, reading, and diagram generation.

  Last updated 2026-01-12

  3

  15

  MIT
• 

  Archaic MCP Serverofficial

  archaic-ai

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  Integrates Archaic's AI-powered architecture analysis with Claude Code, enabling interactive exploration of component connections, data flows, and system structure through natural language.

  Last updated 2026-03-08

  21

  MIT
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  NEAT MCP Serverofficial

  NEAT-Technologies

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  license

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  quality

  C

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  Provides AI agents with a live architecture model of a codebase, enabling queries for root cause analysis, blast radius, and dependency traversal through MCP tools.

  Last updated 2026-07-27

  257

  15

  Apache 2.0
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  SGraph MCP Serverofficial

  softagram

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  license

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  quality

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  Gives AI agents instant access to software architecture, dependencies, and impact analysis through pre-computed sgraph models, replacing dozens of grep/read cycles with a single tool call.

  Last updated 2026-07-12

  3

  MIT

• codebase-context-mcp

  oh-namgyu

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  Static codebase analysis as MCP tools — give AI coding agents a map of your repo instead of letting them burn half their tokens rediscovering it file by file.

  Last updated 2026-06-19

  54

  MIT