"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-mcp

  entrepeneur4lyf

  A

  license

  -

  quality

  D

  maintenance

  MCP server for comprehensive code analysis, navigation, and quality assessment across 25+ programming languages.

  Last updated 2025-07-26

  88

  MIT

• better-code-review-graph

  n24q02m

  A

  license

  B

  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 2026-07-26

  7

  66

  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

• Mathematical-Visualization

  xiaobenyang-com

  A

  license

  -

  quality

  D

  maintenance

  The MCP protocol server based on JSXGraph provides 13 mathematical visualization tools suitable for educational mathematics, engineering, and scientific applications.

  Last updated 2026-01-09

  3

  Apache 2.0

• 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

• Code Memory

  kapillamba4

  A

  license

  A

  quality

  B

  maintenance

  MCP server with local vector search for your codebase. Smart indexing, semantic search, Git history — all offline.

  Last updated 2026-05-20

  7

  46

  MIT

• mcp-repo-graph

  James-Chahwan

  A

  license

  A

  quality

  A

  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 2026-07-08

  4

  6

  10

  MIT

• 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

• graph-tool-call

  SonAIengine

  A

  license

  A

  quality

  A

  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 2026-07-26

  6

  7

  MIT

• graph-polymarket-mcp

  PaulieB14

  A

  license

  A

  quality

  C

  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

  73

  3

  MIT

• 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

• Graph AAVE MCP

  PaulieB14

  A

  license

  A

  quality

  A

  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 2026-06-10

  40

  133

  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

  2,421

  62

  JavaScript

  MIT

• Elasticsearch Knowledge Graph

  j3k0

  A

  license

  B

  quality

  D

  maintenance

  Provides a scalable knowledge graph implementation for Model Context Protocol using Elasticsearch, enabling AI models to store and query information with advanced search capabilities, memory-like behavior, and multi-zone architecture.

  Last updated 2026-04-01

  20

  14

  20

  MIT

• 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
• 

  Axme-codeofficial

  AxmeAI

  A

  license

  -

  quality

  B

  maintenance

  Persistent project memory + architectural decisions + pre-execution safety hooks for Claude Code. Local-only storage, multi-repo workspace, automatic knowledge extraction via background auditor.

  Last updated 2026-06-26

  54

  13

  MIT