"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

  511

  14

  MIT

• better-code-review-graph

  n24q02m

  -

  license

  -

  quality

  A

  maintenance

  Knowledge graph for token-efficient code reviews. Builds a structural map of your codebase with Tree-sitter, tracks changes incrementally, and gives AI agents precise context via MCP tools. Features fixed multi-word search, qualified call resolution, dual-mode embedding (ONNX local + LiteLLM cloud), and output pagination.

  Last updated 2026-05-25

  49

• Watsonx Visualization MCP

  tdognin

  A

  license

  -

  quality

  C

  maintenance

  Provides automated data visualization and analysis tools that intelligently select from over 40 chart types based on data structure and patterns. It enables users to generate statistical insights, interactive dashboards, and professional reports in HTML, PNG, and Word formats.

  Last updated 2026-03-23

  MIT

• Graph-Memory

  stevepridemore

  A

  license

  A

  quality

  B

  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

  8

  23

  62

  1

  MIT

• MCP Data Visualization Server

  xoniks

  A

  license

  -

  quality

  D

  maintenance

  Enables creating interactive data visualizations from natural language queries using DuckDB for local databases or Databricks for enterprise data warehouses. Supports multiple chart types, CSV imports, SQL queries, and automatic statistical analysis through Claude Desktop.

  Last updated 2025-06-27

  19

  MIT

• Deep Graph MCP Server

  JudiniLabs

  A

  license

  -

  quality

  C

  maintenance

  Enables seamless interaction with public or private code graphs from DeepGraph and CodeGPT to perform semantic searches and dependency analysis. It allows developers to explore architectural relationships, retrieve source code, and analyze repository structures across multiple AI assistants.

  Last updated 2025-11-25

  382

  394

  MIT

• Graph-Tools

  dromologue

  F

  license

  -

  quality

  C

  maintenance

  Provides tools for AI-powered graph analysis, including relationship extraction, adjacency matrix creation, and network centrality calculations. It enables users to perform complex structural analysis and generate interactive D3.js visualizations from structured data.

  Last updated 2025-06-21

• mcp-knowledge-graph

  shaneholloman

  A

  license

  A

  quality

  B

  maintenance

  An improved implementation of persistent memory using a local knowledge graph with a customizable --memory-path. This lets Claude remember information about the user across chats.

  Last updated 2025-12-22

  10

  374

  862

  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

• Knowledge Graph MCP Server

  aiuluna

  A

  license

  A

  quality

  C

  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

  3

  1

  MIT

• graph-tool-call

  SonAIengine

  A

  license

  A

  quality

  B

  maintenance

  Graph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.

  Last updated 2026-05-06

  6

  7

  MIT

• mcp-repo-graph

  James-Chahwan

  A

  license

  A

  quality

  C

  maintenance

  Structural graph map of any codebase. Scans entities, relationships, and feature flows across 13 languages so LLMs navigate by structure instead of reading everything.

  Last updated 2026-05-22

  11

  5

  MIT

• graph-polymarket-mcp

  PaulieB14

  A

  license

  A

  quality

  B

  maintenance

  An MCP server that enables querying Polymarket prediction market data through The Graph subgraphs. It provides tools for accessing market stats, trader P\&L, user positions, and orderbook activity using AI agents.

  Last updated 2026-03-29

  31

  82

  2

  MIT

• Knowledge Graph Memory Server

  itseasy21

  A

  license

  A

  quality

  C

  maintenance

  An implementation of persistent memory for Claude using a local knowledge graph, allowing the AI to remember information about users across conversations with customizable storage location.

  Last updated 2025-08-08

  11

  1,814

  60

  JavaScript

  MIT

• Narrative Graph MCP

  angrysky56

  F

  license

  B

  quality

  C

  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

  D

  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

  12

  45

  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

  16

• NetworkX Graph MCP Server

  inbarajaldrin

  A

  license

  C

  quality

  C

  maintenance

  Enables creation and management of state/decision graphs using NetworkX, supporting directed graphs with conditional branches, edge ordering, path finding, and visualization through PNG exports or interactive web interface.

  Last updated 2025-12-16

  24

  MIT

• graph-lending-mcp

  PaulieB14

  A

  license

  -

  quality

  B

  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

  6

  1

  MIT

• Graph AAVE MCP

  PaulieB14

  A

  license

  -

  quality

  B

  maintenance

  MCP server for querying AAVE V2/V3 lending protocol and governance data via The Graph subgraphs. Exposes 14 tools and 5 guided prompts that any AI agent (Claude, Cursor, Copilot, etc.) can use to query lending markets, user positions, health factors, liquidations, flash loans, rate history, and AAVE governance — across 7 chains (Ethereum, Base, Arbitrum, Polygon, Optimism, Avalanche, Fantom) via

  Last updated 2026-04-09

  40

  54

  1

  MIT