GitHub
GitHub’s official server lets AI read and manage code, issues and pull requests in your account. Use GitHub’s hosted version or run it locally with Docker.
Computer or cloud
Meeba Brain
Overview
Description from the maker (original English)
Repository knowledge graph MCP server for codebase understanding and debugging.
PopNx MCP’s three pillars
These three are never merged into one score: opinions, measurements and popularity are different things.
- User voiceiNo reviews yetReviews open together with accounts in a later step
- Our basic checksi1 of 1 passedChecked from public information; code not scanned yet
- UsageiVery new★ –
What you can do with it
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
- Connection: Runs in the cloud
- Transport: Streamable HTTP
- Category: Developer tools
Install
Pick the AI app you use, then copy the settings.
Before you install
- Basic checks: 1 of 1 passed
- Runs on the maker’s server: what you ask it goes through their server.
- The registry lists no key to fill in.
You need
- Runs in the cloudNothing to install; it connects over the internet
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Works in Claude on the web, desktop and mobile:
- Open Settings → Connectors
- Press Add custom connector
- Paste the address below and press Add
- If it asks you to sign in, sign in with the maker
https://meeba-context-mcp-469248886325.us-central1.run.app/mcpRun this in your terminal
claude mcp add --transport http meeba-brain https://meeba-context-mcp-469248886325.us-central1.run.app/mcpOr copy the settings yourself
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"meeba-brain": {
"url": "https://meeba-context-mcp-469248886325.us-central1.run.app/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Or copy the settings yourself
Paste into .vscode/mcp.json in your project
{
"servers": {
"meeba-brain": {
"type": "http",
"url": "https://meeba-context-mcp-469248886325.us-central1.run.app/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
- Open ChatGPT on the web → Settings → Connectors (Apps)
- Press Create or Add (some plans need Developer mode under Advanced first)
- Paste the address below, give it a name and save
- If it asks you to sign in, sign in with the maker
https://meeba-context-mcp-469248886325.us-central1.run.app/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
What it can do
We have not read this server’s tool list yet; we check endpoints in rotation.
Basic checksi
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 8, 2026
- ✓ Pass
Maker matches the repo
The registry name was verified with the GitHub account meemoprasad, which owns the repo
- … Not checked yet
Still maintained
We have not read this repo from GitHub yet
- … Not checked yet
Has a licence
We have not read this repo from GitHub yet
- … Not checked yet
Endpoint responds
Not checked yet; we check endpoints in rotation
- … Not checked yet
Sign-in with OAuth
Not checked yet; we check endpoints in rotation
- … Not checked yet
No hidden instructions in tool descriptions
Not checked yet; we read the tool list when we check the endpoint
Compared with others in Developer toolsi
- More stars than 0% of the other 4933 servers in this category
- Published to the registry more recently than 43% of the other 4933 servers in this category
- Basic checks equal to or better than 100% of the other 4933 servers in this category
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
Common questions
Is Meeba Brain safe?
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
What keys or codes does it need?
The registry does not list a required key, though some servers ask you to sign in on first use.
Does it run on my computer or in the cloud?
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
Is it still maintained?
The GitHub repo last changed –, and the latest version (1.0.1) reached the registry 2 months ago.
Which apps can use it?
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
What can I use instead?
In the same category: GitHub, Desktop Commander, Cloudflare MCP
Alternatives
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Desktop Commander
MCP server for terminal commands, file operations, and process management
Runs on your computer
README from the maker
Open the README
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
Meeba Brain MCP
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:
- 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:
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.