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

• Code Graph Context

  andrew-hernandez-paragon

  A

  license

  -

  quality

  B

  maintenance

  Builds rich code graphs from TypeScript/NestJS codebases using AST analysis and Neo4j, enabling semantic search, natural language querying, and intelligent graph traversal to provide deep contextual understanding of code relationships and dependencies.

  Last updated 2026-05-13

  68

  16

  MIT

• code-graph-rag-mcp

  er77

  A

  license

  -

  quality

  F

  maintenance

  A powerful Model Context Protocol server that creates intelligent graph representations of your codebase with comprehensive semantic analysis capabilities, supporting 11 languages and 26 MCP methods.

  Last updated 2026-06-12

  54

  120

  MIT

• Graph

  Graph-tl

  A

  license

  -

  quality

  B

  maintenance

  An MCP server that gives your agent a persistent project brain: vision, architecture decisions, conventions, roadmaps, and automatic session handoff.

  Last updated 2026-03-04

  15

  7

  MIT

• Graph-Memory

  stevepridemore

  A

  license

  A

  quality

  A

  maintenance

  Self-hosted personal knowledge graph for Claude that persists across sessions, devices, and tools. Built on Neo4j with local semantic embeddings; OAuth 2.1 lets Claude Code, Claude Desktop, and claude.ai web all hit the same graph.

  Last updated 2026-05-17

  23

  62

  2

  MIT

• sf-graph

  nwant

  A

  license

  -

  quality

  D

  maintenance

  Maps Salesforce metadata into a Neo4j graph database, enabling AI agents to reason about schema and generate accurate SOQL queries.

  Last updated 2026-01-19

  MIT

• ts-graph-mcp

  couzic

  A

  license

  -

  quality

  C

  maintenance

  A TypeScript code graph tool with MCP integration that enables AI agents to perform semantic search and graph traversal (call graphs, paths between symbols) across a codebase.

  Last updated 2026-07-09

  279

  8

  MIT

• mem-graph

  GoVanAI

  A

  license

  -

  quality

  B

  maintenance

  Graph-relational memory MCP server for persistent LLM memory, featuring wikilinks, BM25 auto-linking, spreading activation, and synaptic decay across five memory layers.

  Last updated 2026-07-25

  MIT

• With-MCP

  janwilmake

  A

  license

  -

  quality

  D

  maintenance

  Middleware that converts a serverless handler with OpenAPI spec into an MCP endpoint following stateless MCP principles.

  Last updated 2025-10-26

  8

  34

  MIT

• md-graph

  LZMW

  F

  license

  -

  quality

  A

  maintenance

  MCP server that enables full-text search and link navigation over Markdown files as a knowledge graph.

  Last updated 2026-06-04

• Knowledge Graph MCP Server

  aiuluna

  A

  license

  A

  quality

  D

  maintenance

  Enables creating, managing, analyzing, and visualizing knowledge graphs with support for multiple graph types (topology, timelines, changelogs, requirements, knowledge bases, ontologies) including node/edge management and resource association.

  Last updated 2025-04-17

  15

  30

  1

  MIT

• Gemini MCP Server for Claude

  raydollete

  A

  license

  A

  quality

  B

  maintenance

  Integrates Google's Gemini AI models into Claude Code and other MCP clients to provide second opinions, code comparisons, and token counting. It supports streaming responses and multi-turn conversations directly within your existing AI development workflow.

  Last updated 2026-05-09

  3

  Apache 2.0

• code-lens

  j0hanz

  A

  license

  A

  quality

  C

  maintenance

  Gemini-powered MCP server for automated code review, analysis, and documentation.

  Last updated 2026-03-09

  13

  116

  MIT

• code-shot

  thesimonharms

  A

  license

  A

  quality

  B

  maintenance

  Renders source code as beautiful SVG or PNG images with syntax highlighting, line numbers, and diff support. Ideal for AI agents to present code visually to humans or for sharing snippets.

  Last updated 2026-07-12

  2

  188

  MIT

• graph-lending-mcp

  PaulieB14

  A

  license

  A

  quality

  C

  maintenance

  MCP server that exposes unified AI-friendly tools over Messari's standardized lending subgraphs on The Graph. One natural-language query → fan out across 40+ lending protocols on multiple chains → get back structured, comparable data.

  Last updated 2026-04-17

  19

  3

  1

  MIT

• thought-graph-mcp

  jeff-ong

  A

  license

  A

  quality

  B

  maintenance

  Enables LLMs to break down reasoning into an explicit, editable graph of thinking steps, with visualizations and the ability to revise individual steps.

  Last updated 2026-07-02

  6

  9

  Apache 2.0

• mcp-memory-graph

  YonasValentin

  A

  license

  A

  quality

  A

  maintenance

  Local-first memory for Claude Code and any MCP client: hybrid vector + keyword search and a bi-temporal knowledge graph in one SQLite file. Local embeddings, no API key, $0/token.

  Last updated 2026-07-20

  51

  404

  1

  PolyForm Noncommercial 1.0.0

• Narrative Graph MCP

  angrysky56

  F

  license

  B

  quality

  D

  maintenance

  A Model Context Protocol server implementing the Random Tree Model for encoding, compressing, and recalling narrative information across different levels of abstraction with configurable cognitive parameters.

  Last updated 2025-07-13

  4

• Code Screenshot Generator

  MoussaabBadla

  A

  license

  B

  quality

  F

  maintenance

  Enables generating beautiful syntax-highlighted code screenshots with professional themes directly from Claude. Supports file reading, line selection, git diff visualization, and batch processing across 20+ programming languages.

  Last updated 2025-11-06

  4

  3

  44

  MIT

• agent-context-graph

  Raviraj2024

  A

  license

  B

  quality

  B

  maintenance

  A local MCP server for AI coding agents that builds a queryable knowledge graph of files and symbols, enforces edit scope before file writes, and records append-only reasoning logs to explain changes.

  Last updated 2026-07-02

  10

  1

  MIT

• Code-MCP

  millsydotdev

  F

  license

  B

  quality

  -

  maintenance

  Turns AI assistants into full-stack software engineers with 36 tools for cognitive reasoning, code validation, project scaffolding, and AI/IDE configuration generation across 130+ programming languages, databases, and frameworks.

  Last updated 2025-12-08

  35

  25