Meeba Brain MCP
MCP serverDev toolsGive 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
No key or account is asked for. Not verified by us yet: Ahel has not run a call through it.
Details
Available today. Use it from your connected AI after setup.
No key or account is asked for. Not verified by us yet: Ahel has not run a call through it.
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.
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/mcpAdd 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=eyJ1cmwiOiJodHRwczovL21lZWJhLWNvbnRleHQtbWNwLTQ2OTI0ODg4NjMyNS51cy1jZW50cmFsMS5ydW4uYXBwL21jcCJ9Open the link and Cursor adds the server at that address.
ChatGPT
https://meeba-context-mcp-469248886325.us-central1.run.app/mcpIn 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:
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:
- Open Settings.
- Go to Tools & Integrations → MCP.
- Click Add Custom MCP or Add New MCP Server.
- Select the HTTP / remote MCP connection option.
- Enter the Meeba Brain MCP server URL shown on the connection page.
- Add the authentication header using your Meeba Brain MCP key.
- 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:
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_codeget_symbol_definitionget_callersget_calleesget_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
github.com/meemoprasad/meeba-brain-marketplace