"Assistance with Generating Code for Graph Visualization" matching MCP servers:

• ms-graph-dev

  stubbedev

  A

  license

  -

  quality

  C

  maintenance

  Helps construct and validate Microsoft Graph REST API calls with on-demand tool loading, providing request details, required permissions, and code examples for categories like users, files, mail, calendar, groups, notes, tasks, sites, and subscriptions.

  Last updated 2026-04-18

  15

  MIT

• mcp-for-docs

  shayonpal

  A

  license

  B

  quality

  F

  maintenance

  Automatically crawls documentation websites, converts them to organized markdown files, and generates condensed cheat sheets. Intelligently categorizes content into tools/APIs and provides local-first access to downloaded documentation.

  Last updated 2025-10-27

  3

  GPL 3.0

• C2PA Knowledge Graph

  encypherai

  A

  license

  -

  quality

  B

  maintenance

  MCP server for querying versioned C2PA specification knowledge graphs, enabling AI agents to browse entity definitions, validation rules, and version diffs via natural language.

  Last updated 2026-06-05

  3

  Apache 2.0

• Code Summarizer MCP

  nicobailon

  F

  license

  -

  quality

  D

  maintenance

  Allows LLM tools like Claude Desktop and Cursor AI to access and summarize code files through a Model Context Protocol server, providing structured access to codebase content without manual copying.

  Last updated 2025-03-25

  6

• Code Search MCP Server

  raintear94

  A

  license

  A

  quality

  D

  maintenance

  High-performance code understanding toolkit that enables batch reading of multiple files with dependency context, structural outline extraction with Java annotation awareness, and precise location of classes/methods across large codebases.

  Last updated 2025-12-30

  3

  11

  MIT

• MCP Server for OSCAL

  awslabs

  A

  license

  A

  quality

  D

  maintenance

  Provides AI assistants with specialized tools to interact with NIST's Open Security Controls Assessment Language (OSCAL) framework. It enables agents to retrieve schemas, explore models, and generate valid OSCAL documentation for security compliance automation.

  Last updated 2026-06-23

  40

  48

  Apache 2.0

• vibe-code-mcp

  arielaizn

  A

  license

  A

  quality

  C

  maintenance

  Connects to vibe-code-best-practices.vercel.app to index 817 tools across 185 sections and 10 domains, routes the right tool/Skill for your project need, and can recommend a full stack.

  Last updated 2026-06-23

  9

  MIT

• Code Research MCP Server

  jamesjohnsdev

  A

  license

  A

  quality

  D

  maintenance

  Facilitates searching and accessing programming resources across platforms like Stack Overflow, MDN, GitHub, npm, and PyPI, aiding LLMs in finding code examples and documentation.

  Last updated 2025-02-14

  6

  42

  AGPL 3.0

• docs-is-code

  xy200303

  A

  license

  -

  quality

  A

  maintenance

  Enables document-driven development by automatically detecting Markdown spec changes, generating implementation plans, and syncing code and tests through MCP tools.

  Last updated 2026-06-24

  54

  2

  MIT

• Unreal Engine Knowledge Graph

  yarnovo

  A

  license

  -

  quality

  C

  maintenance

  Enables intelligent exploration of Unreal Engine documentation through a Neo4j-based knowledge graph. Supports concept relationship searches, learning path discovery, and dependency tracking between engine features using bilingual Chinese-English queries.

  Last updated 2025-06-16

  5

  5

  ISC

• Quantum Code Validator

  Qyusu

  A

  license

  -

  quality

  D

  maintenance

  An MCP server that provides static validation and documentation lookup for quantum computing libraries, currently supporting PennyLane. It allows users to verify quantum code syntax and method usage against official library documentation to ensure correct implementation.

  Last updated 2025-06-16

  MIT

• claude-code-docs

  jpsweeney97

  F

  license

  -

  quality

  B

  maintenance

  Searches Claude Code documentation via BM25 indexing, returning ranked snippets with category filtering. Enables fast, local search over official docs without full-document scans.

  Last updated 2026-07-12

• Confluence-Based Code Review

  nakada-memo

  F

  license

  -

  quality

  D

  maintenance

  An MCP server that performs code reviews by comparing local source code against design documents stored in Confluence. It integrates with Atlassian MCP servers to analyze documentation and provide suggestions for quality improvement based on design specifications.

  Last updated 2025-08-30

• Personal Code Skills MCP

  lfdantoni

  A

  license

  B

  quality

  D

  maintenance

  Provides AI assistants with access to personal best practice skills and coding guidelines stored as markdown files in a GitHub repository, enabling retrieval and listing of custom development standards.

  Last updated 2026-01-11

  2

  5

  1

  ISC

• MCP Server for Deep Research

  reading-plus-ai

  A

  license

  -

  quality

  F

  maintenance

  A tool that helps users conduct comprehensive research on complex topics by exploring questions in depth, finding relevant sources, and generating structured, well-cited research reports.

  Last updated 2025-03-25

  213

  MIT

• adif-mcp

  qso-graph

  A

  license

  -

  quality

  D

  maintenance

  Provides safe, typed access to Amateur Radio logging data with ADIF validation, parsing, spec search, and geospatial utilities for Maidenhead locators.

  Last updated 2026-06-22

  3

  GPL 3.0

• MCP Server for Up-to-Date

  AmirUpSkill

  F

  license

  A

  quality

  D

  maintenance

  Provides Large Language Models with real-time access to the latest documentation for Python libraries like Langchain, LlamaIndex, and OpenAI, enabling accurate and up-to-date code suggestions.

  Last updated 2025-05-04

  1

• TreeSitter Code Structure MCP

  DarkEden-coding

  F

  license

  A

  quality

  D

  maintenance

  Analyzes source code across multiple languages to extract structural elements like classes, functions, and parameters using tree-sitter. It provides LLM-optimized markdown output that includes nesting levels, line numbers, and signatures to facilitate codebase navigation.

  Last updated 2026-01-27

  1

• Vibe Coding Documentation MCP

  MUSE-CODE-SPACE

  A

  license

  B

  quality

  B

  maintenance

  Automatically collects, summarizes, and documents code from vibe coding sessions, generating multiple document types (README, DESIGN, TUTORIAL, etc.) and publishing them to platforms like Notion, GitHub Wiki, and Obsidian.

  Last updated 2026-07-06

  15

  112

  MIT

• Canadian Building Code MCP

  DavidCho1999

  A

  license

  B

  quality

  D

  maintenance

  Enables users to search and navigate over 22,500 indexed sections across 16 Canadian building codes and user guides. It supports keyword searches, hierarchy navigation, and optional full-text extraction from user-provided PDF documents.

  Last updated 2026-01-27

  7

  2

  MIT