"Parsing and Unparsing CSV Files for AI Context Use" matching MCP servers:

• 

  Vibgrate AI Contextofficial

  vibgrate

  A

  license

  -Not graded

  quality

  A

  maintenance

  Local-first MCP server that gives AI assistants codebase intelligence—code graph, drift analysis, vulnerability attribution, and version-correct library docs—all from the user's machine.

  Updated 21 hours ago (2026-08-21 21:06 UTC)

  2,158

  3

  Apache 2.0

• codebase-context-mcp

  oh-namgyu

  A

  license

  -Not graded

  quality

  A

  maintenance

  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.

  Updated 2 months ago (2026-06-19 13:13 UTC)

  51

  MIT

• diagram-ai-generator

  carlosmgv02

  A

  license

  -Not graded

  quality

  C

  maintenance

  Professional AI-powered architecture diagram generator with multi-cloud support and MCP server integration. Generates beautiful, accurate diagrams with provider-specific icons for AWS, Azure, GCP, Kubernetes, and more.

  Updated a year ago (2025-10-02 16:32 UTC)

  10

  MIT

• code-analysis-context-python

  andreahaku

  A

  license

  -Not graded

  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.

  Updated 10 months ago (2025-10-30 14:24 UTC)

  1

  MIT

• AI Develop Assistant

  jiemobasixiangcai

  A

  license

  -Not graded

  quality

  D

  maintenance

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

  Updated a year ago (2025-07-02 14:19 UTC)

  133

  MIT

• CodeRef AI

  keaizuizui

  A

  license

  -Not graded

  quality

  A

  maintenance

  A tool for vibecoding personnel and non-programmers to perform static code audit, query knowledge graph, and generate project documentation via MCP protocol.

  Updated 4 days ago (2026-08-19 00:57 UTC)

  3

  MIT

• AI Charts

  tjameswilliams

  A

  license

  -Not graded

  quality

  D

  maintenance

  An MCP server that enables AI assistants to programmatically create and manage flowcharts, ERDs, and swimlane diagrams. It provides tools for manipulating diagram structures, performing auto-layouts, and exporting to Mermaid or Markdown formats.

  Updated 5 months ago (2026-03-15 21:46 UTC)

  14

  MIT

• MCP Server for CAD

  Eklavvyaaaaa

  F

  license

  -Not graded

  quality

  D

  maintenance

  Translates natural language commands into structured geometric operations for a simulated CAD engine using LLMs. It enables users to create shapes, modify dimensions, and perform 3D operations like extrusion through the Model Context Protocol.

  Updated 5 months ago (2026-03-27 18:39 UTC)

• AI Diagram Maker MCP Server

  erajasekar

  A

  license

  A

  quality

  F

  maintenance

  MCP server for AI Diagram Maker — generate software engineering diagrams from natural language, code, ASCII diagram, images, or Mermaid. Inline diagram rendering using MCP apps UI and diagram URL in responses. Works with Cursor, Claude Desktop, Claude Code, and any MCP-compatible AI.

  Updated 4 months ago (2026-05-04 04:45 UTC)

  5

  49

  8

  MIT

• draw.io MCP

  CycSpring

  F

  license

  A

  quality

  B

  maintenance

  Enables local Draw.io diagram creation, editing, and export via MCP tools, using the desktop app.

  Updated 2 months ago (2026-06-12 11:18 UTC)

  5

  2

• context-mapper-mcp

  thijs-hakkenberg

  A

  license

  B

  quality

  D

  maintenance

  An MCP server for managing Domain-Driven Design models using Context Mapper's CML, with tools to create, update, and visualize bounded contexts, aggregates, and relationships.

  Updated 7 months ago (2026-02-04 18:48 UTC)

  47

  29

  1

  MIT

• Schema Validator AI MCP

  CSOAI-ORG

  A

  license

  -Not graded

  quality

  A

  maintenance

  Schema Validator AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Updated 2 months ago (2026-06-26 05:43 UTC)

  6

  MIT

• StarUML Controller MCP Server

  pontasan

  F

  license

  -Not graded

  quality

  C

  maintenance

  An MCP server that enables AI assistants to programmatically create and manage use case diagrams (actors, use cases, subjects, relationships) in StarUML via a REST API.

  Updated 6 months ago (2026-02-17 02:12 UTC)

• Next AI Draw.io MCP Server

  hj1003862396

  A

  license

  A

  quality

  D

  maintenance

  Enables AI agents to generate and edit draw.io diagrams with real-time browser preview.

  Updated 7 months ago (2026-01-11 12:50 UTC)

  5

  38

  Apache 2.0
• 

  coderadiusofficial

  coderadius-ai

  A

  license

  -Not graded

  quality

  A

  maintenance

  Enables AI agents to query architecture context, data contracts, and blast radius to prevent cross-repo architectural breakage before merging.

  Updated a month ago (2026-07-20 07:14 UTC)

  30

  Apache 2.0
• 

  CodeGraphofficial

  codegraph-ai

  A

  license

  -Not graded

  quality

  A

  maintenance

  Builds a semantic graph of codebases across 38 languages and exposes 42 MCP tools for structured code understanding, search, and impact analysis.

  Updated 13 days ago (2026-08-10 02:23 UTC)

  56

  Apache 2.0
• 

  Archaic MCP Serverofficial

  archaic-ai

  A

  license

  -Not graded

  quality

  D

  maintenance

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

  Updated 6 months ago (2026-03-08 06:10 UTC)

  31

  MIT

• excalidraw-mcp

  maaker-ai

  A

  license

  -Not graded

  quality

  C

  maintenance

  Generate 25+ types of hand-drawn Excalidraw diagrams - flowcharts, sequence, architecture, mind maps, ER, UML, kanban, bar/line/radar charts - from structured input with Sugiyama auto-layout and CJK support. Reads and modifies .excalidraw files, exports SVG. Python, local, no API keys required.

  Updated 16 days ago (2026-08-07 03:59 UTC)

  3

  MIT

• Intelligent Architecture

  deeppath-ai

  A

  license

  -Not graded

  quality

  D

  maintenance

  Generates tailored system architecture recommendations based on business parameters like QPS, concurrent users, database type, and AI model size, providing resource allocation plans, middleware suggestions, and exportable architecture diagrams.

  Updated a year ago (2025-07-17 11:10 UTC)

  12

  2

  MIT

• @imqueue/mcp

  imqueue

  A

  license

  A

  quality

  A

  maintenance

  Model Context Protocol (MCP) server for @imqueue — lets AI coding agents (Claude Code, Cursor and others) search the docs, scaffold typed services & clients and use @imqueue/cli live.

  Updated 3 hours ago (2026-08-22 15:00 UTC)

  6

  14

  191

  1

  GPL 3.0