Ext Ops Panel
Open dashboard

Code-Graph-RAG

Knowledge-graph RAG for multi-language codebases: index, query and edit code in natural language.

MCP server · by vitali87

About

Code-Graph-RAG is an MCP server published by vitali87. Marketplaces we read that list it: 1 (Official MCP Registry). The last change we recorded was on 2026-11-08. As of our marketplace pass on 2026-11-08.

What it asks for

  • Runs on your machine
  • Secrets: 2
  • Settings: 9

Requires: CYPHER_API_KEY (secret), ORCHESTRATOR_API_KEY (secret)

What it declares, asks for and runs, in full

Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.

Works with

  • Claude Code
  • Codex
  • Cursor
  • VS Code
  • Copilot CLI

From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.

Connect

Commands and configs built only from what its marketplaces declare. We do not run them for you and do not test plugins.

As a local MCP server: PyPI package

Built from what Official MCP Registry declares.

Claude CodeTerminal
claude mcp add --env "CYPHER_API_KEY=<YOUR_CYPHER_API_KEY>" --env "ORCHESTRATOR_API_KEY=<YOUR_ORCHESTRATOR_API_KEY>" --transport stdio code-graph-rag -- uvx code-graph-rag mcp-server
Codex~/.codex/config.toml
[mcp_servers.code-graph-rag]
command = "uvx"
args = ["code-graph-rag", "mcp-server"]

[mcp_servers.code-graph-rag.env]
CYPHER_API_KEY = "<YOUR_CYPHER_API_KEY>"
ORCHESTRATOR_API_KEY = "<YOUR_ORCHESTRATOR_API_KEY>"
Cursor~/.cursor/mcp.json
{
  "mcpServers": {
    "code-graph-rag": {
      "command": "uvx",
      "args": [
        "code-graph-rag",
        "mcp-server"
      ],
      "env": {
        "CYPHER_API_KEY": "<YOUR_CYPHER_API_KEY>",
        "ORCHESTRATOR_API_KEY": "<YOUR_ORCHESTRATOR_API_KEY>"
      }
    }
  }
}

Replace the values in angle brackets with your own. We show the names of the settings, never values.

Optional settings it also lists: CYPHER_MODEL, CYPHER_PROVIDER, MEMGRAPH_HOST, MEMGRAPH_PORT, ORCHESTRATOR_MODEL, ORCHESTRATOR_PROVIDER, TARGET_REPO_PATH.

Where it is published

MarketplaceStatusVersionFiguresVerifiedFirst seen
Official MCP Registry (Open the registry record) Listed 0.6.0 Forks (GitHub): 713
Stars (GitHub): 5 342
Not marked

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

How its figures have moved

Forks (GitHub)
+3 since 04.11
710-713 · 3 readings
  1. 2026-11-04710
  2. 2026-11-06711
  3. 2026-11-07713
Stars (GitHub)
+31 since 03.11
5.3k · 4 readings
  1. 2026-11-035.3k
  2. 2026-11-045.3k
  3. 2026-11-065.3k
  4. 2026-11-075.3k

Each dot is a day we read a different number; flat stretches are days the number did not move. Figures of different marketplaces are never added up.

What changed

  1. Official MCP Registry: released version 0.6.0 (was 0.5.0)
  2. Official MCP Registry: released version 0.5.0 (was 0.4.19)
  3. Became a product we track
  4. Official MCP Registry: appeared

Similar plugins

Products whose own names, descriptions, tools and skills are closest in meaning to this one, on every marketplace we read. Closeness is ranked within this list only.

  • code-atlas-mcp

    A code intelligence graph that gives AI coding agents deep, token-efficient understanding of your codebase.

    by SerPeter · MCP server

    Listed on: PyPI (MCP servers) · Describes nearly the same job

  • codeseeker io.github.jghiringhelli/codeseeker

    Graph-powered code intelligence with semantic search and knowledge graph for AI assistants

    by jghiringhelli · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • seshat-mcp ai.papyruslabs/seshat-mcp

    Structural code intelligence for AI agents: real call graphs, blast radius, and change history.

    by papyruslabs.ai · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Octocode

    AI-powered code indexer with semantic search and knowledge graphs

    by Muvon · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • ai-architect-mcp-codebase io.github.cdeust/ai-architect-mcp-codebase

    Codebase intelligence MCP — index any repo into a property graph; 26 tools for agents.

    by cdeust · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • repo-graph io.github.James-Chahwan/repo-graph

    Structural graph map of any codebase so LLMs navigate by structure, not guesswork.

    by James-Chahwan · MCP server

    Listed on: Official MCP Registry, PyPI (MCP servers), Community GitHub marketplaces · Describes nearly the same job

  • codealive-mcp io.github.CodeAlive-AI/codealive-mcp

    Semantic code search and analysis from CodeAlive for AI assistants and agents.

    by CodeAlive-AI · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • deeprepo io.github.abhishek2432001/deeprepo

    Productivity-boosting RAG engine for codebases with multi-provider AI support and semantic search.

    by abhishek2432001 · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • mcp-vector-search

    CLI-first semantic code search with MCP integration and interactive D3.js visualization for exploring code relationships

    by bobmatnyc · MCP server

    Listed on: PyPI (MCP servers) · Describes nearly the same job

  • codegraphcontext-mcp com.clauxel.codegraphcontext/codegraphcontext-mcp

    A paid remote MCP for code graph MCP for AI coding, built to return verdicts, receipts, usage logs,

    by codegraphcontext.clauxel.com · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

Similar plugins by marketplace

The same question asked of one marketplace at a time: is there an analog of this plugin there?

Has a listing on Claude Code: claude-plugins-community (5)
  • Srclight

    Deep code indexing for AI agents. FTS5 + embeddings + call graphs + git intelligence. Fully local.

    by srclight · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-community · Describes nearly the same job

  • graperoot

    Dual-graph code context engine for Claude Code. Builds a structural call graph and dependency graph of your codebase, then delivers precise file and symbol recommendations before…

    by kunal12203 · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • socraticode io.github.giancarloerra/socraticode

    MCP server for enterprise local codebase indexing, semantic search, and code dependency graphs.

    by giancarloerra · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • codealive

    CodeAlive context engine for semantic code search and AI-powered codebase Q&A. Enables AI coding agents to understand entire codebases beyond just open files — search across all…

    by CodeAlive-AI · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • cxpak

    Token-budgeted codebase context for Claude Code. One call to auto_context gives Claude the optimal context for any task — automatically selecting, ranking, noise-filtering, and…

    by Barnett-Studios · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

Has a listing on Claude Code: claude-plugins-official (5)
  • lumen

    Precise local semantic code search via MCP. Indexes your codebase with Go AST parsing, embeds with Ollama or LM Studio, and exposes vector search to Claude through an MCP server…

    by ory · Plugin bundle

    Listed on: Claude Code: claude-plugins-official · Describes nearly the same job

  • context7

    Upstash Context7 MCP server for up-to-date documentation lookup. Connects to Context7's hosted remote MCP server (https://mcp.context7.com/mcp) — no local Node.js or npx required…

    by Upstash · Plugin bundle

    Listed on: Claude Code: claude-plugins-official · Describes nearly the same job

  • claude-code-setup

    Analyze codebases and recommend tailored Claude Code automations such as hooks, skills, MCP servers, and subagents.

    by Anthropic · Plugin bundle

    Listed on: Claude Code: claude-plugins-official · Describes nearly the same job

  • sourcegraph

    Code search and understanding across codebases. Search, read, and trace references across repositories; analyze refactor impact; investigate incidents via commit and diff search…

    by sourcegraph-community · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community · Describes nearly the same job

  • github

    Official GitHub MCP server for repository management. Create issues, manage pull requests, review code, search repositories, and interact with GitHub's full API directly from…

    by GitHub · Plugin bundle

    Listed on: Claude Code: claude-plugins-official · Describes nearly the same job

Has a listing on Claude: knowledge-work-plugins (5)
  • Qodo

    Bring Qodo's codebase intelligence, coding standards, and code review into your coding agent.

    by qodo-ai · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • Desktop Commander

    MCP server for terminal commands, file operations, and process management

    by wonderwhy-er · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official, Docker MCP Catalog, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community, Community GitHub marketplaces, npm registry (MCP servers) · Describes nearly the same job

  • Engineering

    Streamline engineering workflows — standups, code review, architecture decisions, incident response, and technical documentation. Works with your existing tools or standalone.

    by Anthropic · Plugin bundle

    Listed on: Claude: knowledge-work-plugins · Describes nearly the same job

  • gk-cli com.gitkraken/gk-cli

    The GitKraken MCP Server for managing repos, PRs, issues across GitHub, GitLab, Bitbucket and more.

    by gitkraken.com · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official, Claude: knowledge-work-plugins · Describes nearly the same job

  • security-guidance

    Security review for Claude-generated code. Pattern-based warnings on edits, LLM-powered diff review on Stop, and an agentic commit reviewer that catches injection, XSS, SSRF…

    by Anthropic · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

Has a listing on Codex: openai-curated (openai/plugins) (5)
  • CodeRabbit

    AI-powered code review in Codex, powered by CodeRabbit.

    by CodeRabbit AI · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • GitHub

    Inspect repositories, triage pull requests and issues, debug CI, and publish changes through a hybrid GitHub connector and CLI workflow.

    by OpenAI · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Qodo

    Qodo setup, code intelligence, and review workflows.

    by qodo-ai · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Plugin Eval

    Evaluate Codex skills and plugins from chat with a beginner-friendly start command, local-first reports, token budget explanations, and guided benchmarking.

    by OpenAI Codex · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • OpenAI Developers

    Build with OpenAI APIs, Agents SDK, and ChatGPT Apps, and create and save OpenAI API keys from Codex.

    by OpenAI · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

Has a listing on Community GitHub marketplaces (5)
  • repo-graph io.github.James-Chahwan/repo-graph

    Structural graph map of any codebase so LLMs navigate by structure, not guesswork.

    by James-Chahwan · MCP server

    Listed on: Official MCP Registry, PyPI (MCP servers), Community GitHub marketplaces · Describes nearly the same job

  • basemind

    Full AI context layer over MCP — tree-sitter code-map, document RAG (PDF/Office/HTML/email + OCR + reranker), shared agent memory, on-demand web crawl, git history + blame +…

    by Na'aman Hirschfeld · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • Repomix

    Pack local or remote codebases into AI-friendly files that LLMs and coding agents can read or search

    by yamadashy · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

  • socraticode io.github.giancarloerra/socraticode

    MCP server for enterprise local codebase indexing, semantic search, and code dependency graphs.

    by giancarloerra · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • cxpak

    Token-budgeted codebase context for Claude Code. One call to auto_context gives Claude the optimal context for any task — automatically selecting, ranking, noise-filtering, and…

    by Barnett-Studios · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

Has a listing on Copilot CLI: github/awesome-copilot (5)
  • copilot-sdk

    Build applications with the Microsoft Copilot SDK, transitioning from GitHub Copilot SDK, across multiple programming languages. Includes instructions for C#, Go…

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • ai-ready

    Analyze any repository and generate AI-ready configuration — AGENTS.md, copilot-instructions.md, CI workflows, issue templates, and more. Mines your PR review patterns and creates…

    by johnpapa · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot, Community GitHub marketplaces · Describes nearly the same job

  • awesome-copilot

    Meta prompts that help you discover and generate curated GitHub Copilot agents, instructions, prompts, and skills.

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • radius

    Model, visualize, and deploy applications with Radius from the GitHub Copilot app and CLI.

    by radius-project · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • modernization-workflow

    Visualize and guide the GitHub Copilot Modernize CLI Assess, Plan, and Execute workflow for .NET, Java, and C++ application repositories.

    by EMEA App GBB · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

Has a listing on Copilot CLI: github/copilot-plugins (5)
  • azure-devops-copilot-plugin

    Bring Azure DevOps work-item, repository, and pull-request workflows into GitHub Copilot.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • cpp-language-server

    Navigate and interact with your C++ code using the Microsoft C++ Language Server.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • advanced-security

    Advanced Security plugin for GitHub Copilot.

    by github · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • microsoft-365-agents-toolkit

    Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • canvas-apps

    Build Power Apps Canvas Apps using the Canvas Authoring MCP server.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes a similar job

Has a listing on Cursor: cursor/plugins (5)
  • Origin Apps

    Skills for building on the Cursor Origin API. Fetch the live spec first, then follow the Origin rules for credentials, scopes, webhooks, paging, and errors. Includes a skill that…

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Cursor SDK

    Build apps, scripts, and automations with the TypeScript SDK.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • GitHub

    Manage repos, issues, pull requests, and Actions.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • pstack

    if you want to go fast, go deep first. pstack helps you write less, but higher quality code. rigorous agent workflows you can parallelize with confidence.

    by Lauren Tan · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • PR Review Canvas

    Render PR diffs as review canvases grouped by importance.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

Has a listing on Docker MCP Catalog (5)
  • Sequa.AI

    Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.

    by sequa-ai · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Zen

    Bridges multiple AI models and CLIs, enabling orchestrated workflows across Claude Code, Gemini CLI, Codex CLI, and other AI development tools.

    by BeehiveInnovations · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Git (Reference)

    Git repository interaction and automation.

    by modelcontextprotocol · MCP server

    Listed on: Docker MCP Catalog, PyPI (MCP servers) · Describes nearly the same job

  • GitMCP

    Tools for interacting with Git repositories.

    by docker · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Ref - Up-To-Date Docs

    Ref powerful search tool connets your coding tools with documentation context. It includes an up-to-date index of public documentation and it can ingest your private documentation…

    by ref-tools · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

Has a listing on Official MCP Registry (5)
  • codeseeker io.github.jghiringhelli/codeseeker

    Graph-powered code intelligence with semantic search and knowledge graph for AI assistants

    by jghiringhelli · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • seshat-mcp ai.papyruslabs/seshat-mcp

    Structural code intelligence for AI agents: real call graphs, blast radius, and change history.

    by papyruslabs.ai · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Octocode

    AI-powered code indexer with semantic search and knowledge graphs

    by Muvon · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • ai-architect-mcp-codebase io.github.cdeust/ai-architect-mcp-codebase

    Codebase intelligence MCP — index any repo into a property graph; 26 tools for agents.

    by cdeust · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • repo-graph io.github.James-Chahwan/repo-graph

    Structural graph map of any codebase so LLMs navigate by structure, not guesswork.

    by James-Chahwan · MCP server

    Listed on: Official MCP Registry, PyPI (MCP servers), Community GitHub marketplaces · Describes nearly the same job

Has a listing on PyPI (MCP servers) (5)
  • code-atlas-mcp

    A code intelligence graph that gives AI coding agents deep, token-efficient understanding of your codebase.

    by SerPeter · MCP server

    Listed on: PyPI (MCP servers) · Describes nearly the same job

  • repo-graph io.github.James-Chahwan/repo-graph

    Structural graph map of any codebase so LLMs navigate by structure, not guesswork.

    by James-Chahwan · MCP server

    Listed on: Official MCP Registry, PyPI (MCP servers), Community GitHub marketplaces · Describes nearly the same job

  • mcp-vector-search

    CLI-first semantic code search with MCP integration and interactive D3.js visualization for exploring code relationships

    by bobmatnyc · MCP server

    Listed on: PyPI (MCP servers) · Describes nearly the same job

  • Orchestrator

    Let one coding-agent CLI consult another: Codex, Claude Code, OpenCode, Copilot or Antigravity.

    by crAK1644 · MCP server

    Listed on: Official MCP Registry, PyPI (MCP servers) · Describes nearly the same job

  • lineai-mcp-server io.github.lineai-intelligence/lineai-mcp-server

    An MCP Server to utilize Lineai's rich software dependency data in your AI programming assistant.

    by lineai-intelligence · MCP server

    Listed on: Official MCP Registry, PyPI (MCP servers) · Describes nearly the same job

Has a listing on npm registry (MCP servers) (5)
  • gemini-code-context-mcp io.github.qmediat/gemini-code-context-mcp

    Codebase Q&A for Claude Code through Gemini's 1M-token window, with workspace scans and caching.

    by qmediat · MCP server

    Listed on: Official MCP Registry, npm registry (MCP servers) · Describes nearly the same job

  • gitnexus

    Graph-powered code intelligence for AI agents. Index any codebase, query via MCP or CLI.

    by abhigyanpatwari · MCP server

    Listed on: npm registry (MCP servers) · Describes nearly the same job

  • Paparats MCP: Self-Hosted Semantic Code Search

    Self-hosted semantic code search MCP for Claude Code & Cursor. Multi-repo, AST-aware, stays local.

    by IBazylchuk · MCP server

    Listed on: Official MCP Registry, npm registry (MCP servers) · Describes nearly the same job

  • ContextStream MCP Server

    The context platform for AI agents: code search, team decisions, and grounded project context.

    by contextstream · MCP server

    Listed on: Official MCP Registry, npm registry (MCP servers) · Describes nearly the same job

  • @satori-code/mcp

    Local-first code intelligence for AI coding agents: natural-language + lexical repository search, exact source/symbol navigation, relationships, freshness, and indexing.

    by @satori-code · MCP server

    Listed on: npm registry (MCP servers) · Describes nearly the same job

Found by meaning, not by shared code or a shared repository: similar plugins stay separate products, and this is not a review or a recommendation.

Want this mark on your plugin in our catalog?

Prove you maintain it with a file in its repository, a file on your domain or a DNS record, and you can show this mark on the card, with live banners for your site and README. How verification works

You also get alerts when a marketplace lists it, drops it, changes its verified mark or what it asks for, and its remote endpoint goes on monitoring as a web service.

Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built