Grafyx MCP Server

Real-time codebase understanding for AI coding assistants. AI coding tools read raw files with zero architectural understanding -- they don't know what calls what, which classes inherit from where, or how your modules connect. Grafyx fixes this by parsing your entire codebase into a full relationship graph using Graph-sitter (built on tree-sitter), then exposing that graph to any AI assistant through the Model…. Its 14 documented tools cover context, graph, project, related.

People connecting coding agent tools to Claude, Cursor, VS Code, or another MCP client. The project is written in Python.

VERIFIED ACTIVE

LAST COMMIT 2026-08-05 · ★ 4 · #107 OF 194 MAINTAINED CODING AGENT · VERIFIED 2026-08-25

MIT · Python servers · how we verify → /methodology

01 · Install Grafyx

Claude Code

claude mcp add bilal07karadeniz-grafyx -- uvx grafyx-mcp

Claude Desktop / Cursor / VS Code - add to config

{
  "mcpServers": {
    "bilal07karadeniz-grafyx": {
      "command": "uvx",
      "args": [
        "grafyx-mcp"
      ]
    }
  }
}

Same JSON for Cursor. For VS Code, rename the top-level key from `mcpServers` to `servers`.

Using another client? Same JSON, different key

Claude Desktop · mcpServers

Cursor · mcpServers

VS Code · servers

Windsurf · mcpServers

Zed · context_servers

Cline · mcpServers

Roo Code · mcpServers

Continue · mcpServers

LibreChat · mcpServers

Gemini CLI · mcpServers

Codex CLI · mcp_servers

Full setup guides: every client.

02 · Evidence

Security posture

What to check before giving this server access to your agent - from the registry, GitHub, and our own probes. We don't score safety; we show what's verifiable.

runs as local process (stdio) - runs on your machine with your user's permissions

license MIT - declared in the repository

pypi package grafyx-mcp - check the name against the project README before installing (PyPI has no namespace ownership)

registry namespace io.github.bilal07karadeniz is GitHub-verified and matches the repo owner

03 · What Grafyx can do

Prose above is summarized from the project's README and registry record - no invented capabilities.

What you can build

With this server connected, an agent can find files relevant to a feature by matching symbols, and call chain tracing upstream and downstream.

Capability map

Tools grouped from the project's README - what Grafyx lets an agent do.

read & search

9 tools - e.g. Everything about a function: callers, callees, deps; File contents, imports, dependencies; Class methods, inheritance, usages

get_function_context · get_file_context · get_class_context · get_dependency_graph · get_conventions · get_call_graph…

Project

2 tools - e.g. Full project structure with stats per module; Switch the served project at runtime

get_project_skeleton · set_project

2 tools - e.g. Natural language search across the codebase; Find files relevant to a feature by matching symbols

find_related_code · find_related_files

Refresh

1 tool - e.g. Force re-parse of the codebase

refresh_graph

Latest releases

v0.2.4.post1 · 2026-08-05

A packaging-only release: no source changes, one dependency bound. Issued as · a PEP 440 post-release rather than 0.2.5 because the code is identical to · 0.2.4 - only the metadata that resolvers read is different.…

v0.2.4 · 2026-08-02

The calibration + accuracy release, covering two audit rounds. · Calibration - every caller/importer/dead-code edge now carries a · provenance source and a confidence tier, and per-tier precision is · measured against…

v0.2.3 · 2026-06-08

Consolidated accuracy release covering audit passes 4 through 6 of the · Django accuracy audit. The headline audit-6 gap - module-attribute call · resolution (module.func()) - is closed alongside the audit-4/5 caller…

04 · Who maintains Grafyx

Grafyx is maintained by bilal07karadeniz. It's the only MCP server we track from this author; the repo dates to Apr 2026.

05 · Facts

repository: github.com/bilal07karadeniz/grafyx
website: https://github.com/bilal07karadeniz/Grafyx#readme
category: coding agent - ranked #107 of 194 actively-maintained coding agent servers as of 2026-08-25.
release cadence: 3 releases in the last 90 days (latest 2026-08-05)
registry: io.github.bilal07karadeniz/grafyx (active, first published 2026-08-02)
packages: pypi:grafyx-mcp

06 · Grafyx FAQ

Is Grafyx still maintained?

Yes - as of 2026-08-25, its last commit was 2026-08-05 and it shipped 3 releases in the last 90 days. We re-verify nightly.

What can Grafyx do?

With this server connected, an agent can find files relevant to a feature by matching symbols, and call chain tracing upstream and downstream.

How do I install Grafyx?

Run `uvx grafyx-mcp`. You can also paste the ready-made client config above.

Does Grafyx run locally?

Yes - it's a stdio server: it runs on your machine (via uvx) with your user's permissions. Your data stays local unless the server itself calls external APIs.

07 · Alternatives to Grafyx

Alternatives to Grafyx

Maintained coding agent servers if Grafyx isn't the fit.

Pairs well with

Servers that cover what Grafyx doesn't - only shown when the pairing reason fits the companion.

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