Context7
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Description from the maker (original English)
Open-source data catalog. Search assets, explore lineage, and find ownership.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
X-API-KeyValues marked secret are keys to your account. Never share them or paste them into a chat.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Run this in your terminal
claude mcp add --transport http marmot 'https://{marmot_host}/api/v1/mcp' --header 'X-API-Key: your-value'Fill in the empty values before running it.
The address contains {…} parts that only you know (such as your account), so copy it and fill them in.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"marmot": {
"url": "https://{marmot_host}/api/v1/mcp",
"headers": {
"X-API-Key": "your-value"
}
}
}
}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.
The address contains {…} parts that only you know (such as your account), so copy it and fill them in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"marmot": {
"type": "http",
"url": "https://{marmot_host}/api/v1/mcp",
"headers": {
"X-API-Key": "your-value"
}
}
}
}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.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Your choice stays on this device in a cookie; no account needed.
X-API-Key secret required HTTP headerThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
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 6, 2026
The registry name was verified with the GitHub account marmotdata, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
The address needs your own account values, so we cannot check it for you
The address needs your own account values, so we cannot check it for you
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
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.
You need to fill in: X-API-Key
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.
The GitHub repo last changed –, and the latest version (1.0.0) reached the registry 8 months ago.
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.
In the same category: Context7, Codebase Memory, Exa
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
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.
One governed way in to your data, for people and AI agents.
Marmot catalogs your tables, topics, dashboards and pipelines with 70+ plugins, records their lineage, owners and definitions, and lets people and agents query the data through it, with every query checked and audited.
Use it from the web UI, the CLI, the SDKs or its built-in MCP server. It runs as one Go binary backed by PostgreSQL.
Quick start · Documentation · Plugins · Marmot Cloud · Discord
Marmot catalogs the tables, topics, dashboards and pipelines you already run, records what each one means and who owns it, and serves that context to everyone from one place:
You need Docker with Docker Compose, and port 8080 free. Save this as docker-compose.yaml. It's for trying Marmot out, so it stores credentials unencrypted:
services:
marmot: image: ghcr.io/marmotdata/marmot:latest ports:
postgres: image: postgres:16-alpine environment: POSTGRES_USER: marmot POSTGRES_PASSWORD: marmot POSTGRES_DB: marmot volumes:
volumes: marmot_data:
Start it:
docker compose up -d
Open http://localhost:8080 and sign in as admin with the password admin. Marmot asks you to choose a new password, then you can open Plugins and pick a system under Add a source to catalog it. The quick start walks through the first pipeline.
To skip running it yourself, Marmot Cloud launches a managed instance. The free plan needs no card.
Create an API key under Account → API keys, then add Marmot to your client's MCP configuration. For Claude Code, that's .mcp.json in your project's root:
{
"mcpServers": { "marmot": { "type": "http", "url": "http://localhost:8080/api/v1/mcp", "headers": { "X-API-Key": " " } } } }
The agent can then search the catalog, trace lineage and look up owners and glossary terms, with the same permissions as the key it uses:
The MCP docs cover Claude Desktop, Cursor, Cline and LibreChat. Marmot for agents covers skills, LangChain and the Claude Agent SDK.
The marmot CLI searches the catalog, manages assets and runs the server. Install it with Homebrew:
brew install marmot
Or with the install script:
curl -fsSL get.marmotdata.io | sh
See the CLI reference for every command.
The core is open source under the MIT licence and runs anywhere you can run a container or a binary. Self-host covers Docker Compose, Docker, Helm and the binary, with an encryption key for stored credentials. Marmot Cloud runs it for you and adds access control per resource, secret stores and keyless pipelines. The data model, query language, plugins and MCP server are the same in both.
Read the contributing guide before you open a pull request. Local development gets Marmot running from source, and build a plugin covers connecting a system that has no plugin yet.
Marmot is open source under the MIT licence.