"Understanding Perplexity" matching MCP servers:

• mcp-architect

  kannajune

  A

  license

  A

  quality

  A

  maintenance

  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

• Mermaid MCP Server

  GittyBurstein

  A

  license

  C

  quality

  D

  maintenance

  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

• code-analysis-context-python

  andreahaku

  A

  license

  -

  quality

  D

  maintenance

  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

• mcp-codebase-intelligence

  g-tiwari

  A

  license

  -

  quality

  C

  maintenance

  Provides a semantic understanding of your codebase by parsing with tree-sitter and building a graph of symbols and dependencies. Enables AI assistants to navigate code, analyze changes, and discover architecture using 18 tools with minimal context overhead.

  Last updated 2026-03-15

  19

  1

  MIT