Meeba Brain MCP

MCP serverDev tools

Give your AI an accurate map of your codebase so it can answer questions about how your code actually fits together. meeba-brain builds a ground-truth code graph showing the exact callers, callees, symbols, and dependencies in your code. Once added, your AI can trace how any piece of code connects to the rest instead of guessing.

Use Meeba Brain MCP in Claude, ChatGPT or Ahel Desktop

Free. Sign in, add Meeba Brain MCP and connect your AI. About a minute.

Also: Claude Code · Cursor · Codex

Then ask your AI: use Meeba Brain MCP to search code

Details

Available today. Use it from your connected AI after setup.

After adding it, ask your AI a question about your code, such as which functions call a method or what it depends on. It will answer using the code graph rather than guesswork.

Meeba Brain MCPStart free

What your AI can do with it

  • Find every function that calls a given piece of code
  • Trace what a function calls in turn
  • Look up symbols across the codebase
  • See how different parts of the code depend on each other

Install Meeba Brain MCP

The server’s own address, for the clients that take one directly. Or connect Ahel once and every client you use reads it from one address, with the account kept on Ahel rather than in each client’s config.

  • Claude Code

    claude mcp add --transport http --scope user meeba-brain-mcp 'https://meeba-context-mcp-469248886325.us-central1.run.app/mcp'

    Run it once in your project, then open /mcp to approve any sign-in the server asks for.

  • Claude Desktop

    https://meeba-context-mcp-469248886325.us-central1.run.app/mcp

    Add a custom connector in Settings, paste this address, and approve the sign-in.

  • Cursor

    cursor://anysphere.cursor-deeplink/mcp/install?name=meeba-brain-mcp&config=eyJ1cmwiOiJodHRwczovL21lZWJhLWNvbnRleHQtbWNwLTQ2OTI0ODg4NjMyNS51cy1jZW50cmFsMS5ydW4uYXBwL21jcCJ9

    Open the link and Cursor adds the server at that address.

  • ChatGPT

    https://meeba-context-mcp-469248886325.us-central1.run.app/mcp

    In Settings, enable Developer mode, create an MCP app, and paste this address. Your plan and workspace must allow custom apps.

  • Codex

    codex mcp add meeba-brain-mcp --url 'https://meeba-context-mcp-469248886325.us-central1.run.app/mcp'

    Run it once, then sign in with codex mcp login meeba-brain-mcp if the server asks for an account.

From the project's README

As published by meemoprasad/meeba-brain-marketplace in README.md.

Repository Knowledge Graph for Cursor

Give your AI coding assistant a structural understanding of your codebase.

Meeba Brain MCP connects Cursor to Meeba Brain's repository knowledge graph, helping it understand how functions, files, services, and dependencies are connected.

Instead of relying only on text search, Cursor can use Meeba Brain's structural context to investigate unfamiliar code, trace relationships, and reason about changes with better grounding.

Why Meeba Brain?

Text search helps you find where a name or phrase appears.

A knowledge graph helps you understand how the code is connected.

For example, instead of only finding refundOrder, you can investigate:

  • Which services call this function?
  • What does this function call?
  • How does this API connect to the underlying implementation?
  • Which parts of the codebase may be affected by this change?

The difference is not simply finding more text. It is understanding the relationships between the code.

How does this help with the correct fix?

When debugging, the file showing the error is not always the file causing the problem.

A bug may involve several connected components:

API route → service → worker → dependency

Without understanding those relationships, an AI assistant may suggest a plausible fix that changes the wrong layer or misses an affected caller.

Meeba Brain provides Cursor with repository-grounded structural context so Cursor can investigate the relevant relationships before proposing a change.

This helps Cursor identify the relevant code, understand potential impact, and propose better-informed fixes.

Meeba Brain does not guarantee that every fix is correct. Its purpose is to give Cursor better evidence and structural context for reaching the right fix.

What the MCP provides

Meeba Brain MCP provides access to repository knowledge graph capabilities, including:

  • Symbol relationships
  • Callers and callees
  • Dependencies
  • Repository structure
  • Structural context for code investigation

How to use Meeba Brain MCP

Meeba Brain MCP requires a connected, indexed repository.

The repository is connected and indexed on Meeba Brain, not inside Cursor.

1. Create your account

Go to:

https://meeba.ai/brain

2. Connect your repository

After signing in, connect the repository you want to investigate on Meeba Brain.

3. Wait for indexing to finish

Meeba Brain needs to build the repository's structural knowledge graph.

Wait until indexing is complete before connecting the MCP to Cursor.

4. Enable MCP and get your key

Open the MCP connection page:

https://meeba.ai/brain/connect

Enable MCP and copy the key provided by Meeba Brain.

Keep this key private.

5. Add Meeba Brain MCP to Cursor

In Cursor:

  1. Open Settings.
  2. Go to Tools & Integrations → MCP.
  3. Click Add Custom MCP or Add New MCP Server.
  4. Select the HTTP / remote MCP connection option.
  5. Enter the Meeba Brain MCP server URL shown on the connection page.
  6. Add the authentication header using your Meeba Brain MCP key.
  7. Save the configuration.

Use the exact server URL and authentication header shown in Meeba Brain.

6. Enable the server in Cursor

After saving the configuration, open the MCP settings and make sure Meeba Brain is enabled.

7. Ask Cursor a question about your codebase

Open your repository in Cursor and ask a question such as:

"Which services call refundOrder()?"

"Explain how this feature flows through the codebase."

"What could be affected if I change this API?"

"Trace the code flow from this route to the implementation."

"Why is this function being called?"

Start with one real function, dependency, or bug you want to understand.

Important distinction

Meeba Brain MCP is not a replacement for Cursor.

It is a repository knowledge graph integration that gives Cursor additional structural context.

Cursor remains responsible for the coding conversation, reasoning, and code changes.

Meeba Brain provides the repository intelligence that helps make that reasoning more grounded.

Best for

  • Developers working in unfamiliar repositories
  • Debugging code that spans multiple files or services
  • Understanding dependencies before making changes
  • Investigating the impact of a refactor
  • Developers who want more structural grounding from their AI coding assistant

Get started

Learn about Meeba Brain:

https://meeba.ai/brain

Connect your repository and enable MCP:

https://meeba.ai/brain/connect

Understand the relationships. Investigate the evidence. Make better-informed changes.

Tools it offers (5)

What this server listed when Ahel dialed its public endpoint in Oct 2026, with no key and no account of yours. The names are the server’s own.

  • search_code
  • get_symbol_definition
  • get_callers
  • get_callees
  • get_dependencies

Signals

GitHub stars
1
Last commit
Sep 2026
Advanced
Delivery
meeba-brain MCP server → your Ahel connector (mcp.ahel.ai) → your AI.
Item type
mcp-server
Key
io-github-meemoprasad-meeba-brain
Source
github.com/meemoprasad/meeba-brain-marketplace
Hosted endpoint
https://meeba-context-mcp-469248886325.us-central1.run.app/mcp