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

• code-graph-mcp

  sdsrss

  A

  license

  -

  quality

  A

  maintenance

  A high-performance code knowledge graph server implementing MCP, indexing codebases into a structured AST knowledge graph with semantic search, call graph traversal, and HTTP route tracing.

  Last updated 2026-07-24

  3,489

  54

  MIT

• Code Graph MCP

  claudioscheer

  A

  license

  -

  quality

  B

  maintenance

  A local MCP server that indexes codebases into Neo4j and provides tools for code analysis, dependency visualization, and impact assessment.

  Last updated 2026-06-19

  58

  MIT

• code-graph

  osadan

  F

  license

  -

  quality

  B

  maintenance

  Enables querying cross-repo code dependencies, HTTP routes, database tables, and queues via an MCP server using Cypher queries.

  Last updated 2026-07-20

• code-graph-mcp

  dorkian

  A

  license

  A

  quality

  C

  maintenance

  Indexes a mono-repo into a knowledge graph and provides MCP tools to query code structure—packages, components, routes, HTTP calls—without file reads or grep round-trips.

  Last updated 2026-07-05

  7

  274

  MIT

• 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

• hangang-code-graph

  asm-hangang

  F

  license

  -

  quality

  B

  maintenance

  MCP server for indexing source code from repositories into a Neo4j graph database and enabling Graph RAG-based search and traversal of functions via natural language queries.

  Last updated 2026-06-25

• 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

• 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

• MCP Powered AI Assistance

  wankhede04

  F

  license

  -

  quality

  B

  maintenance

  Enables secure execution of Python code, SQL queries, and metric fetching through MCP with ephemeral Docker sandboxing.

  Last updated 2026-07-13

• Claude Code MCP for Cursor

  blackpwnguin

  A

  license

  B

  quality

  C

  maintenance

  Bridges Claude Code CLI with Cursor IDE to use your existing Claude subscription without separate API costs.

  Last updated 2026-07-12

  1

  3

  MIT

• MCP Data Visualization Server

  xoniks

  A

  license

  -

  quality

  F

  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

• Watsonx Visualization MCP

  tdognin

  A

  license

  -

  quality

  D

  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

  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

• procurement-graph

  mfbaig35r

  A

  license

  A

  quality

  B

  maintenance

  Exposes a dependency graph of strategic sourcing artifacts and analyses as an MCP server, enabling navigation of phases, analyses, deliverables, and graph traversal for impact analysis and build order.

  Last updated 2026-06-08

  16

  Apache 2.0

• aspark-graph

  a-lottes

  A

  license

  B

  quality

  A

  maintenance

  A lean, local knowledge graph that joins a repo's code to its aSPARK delivery artifacts, enabling agents to trace user stories to code and assess impact of changes, served over MCP.

  Last updated 2026-07-21

  9

  MIT

• erlik-graph

  malkreide

  A

  license

  -

  quality

  B

  maintenance

  Enables LLMs to perform OSINT link-analysis by exposing transforms (DNS, WHOIS, Shodan, etc.) as MCP tools for autonomous investigation and graph enrichment.

  Last updated 2026-07-15

  MIT

• Deep Graph MCP Server

  diffbot

  A

  license

  -

  quality

  F

  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

  445

  399

  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