Ruflo
Agent teams, swarms, memory and hooks for Claude Code and Codex, served over MCP.
Runs on your computer
Munnin — an agent identity server
Overview
Description from the maker (original English)
Agent identity and memory over MCP — a persistent self plus the procedures for tending it.
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: Search & AI memory
Install
Pick the AI app you use, then copy the settings.
Passed 4/4 checks · What you ask goes through the maker’s server (munnin.lok.quest)
First: which AI do you use?
Pick your app and the steps appear below.
Works with Claude · about 2 min
No key, nothing to install · Set it up once on claude.ai or the desktop app, then use it in chat · free accounts can add 1
Open Claude’s Connectors page
CustomizeConnectors
Click “+ Add” → “Add custom connector” and fill in these 2 fields
Copy each value into the field with the same name in Claude, then click Continue
Name · NameMunnin — an agent identity serverRemote MCP server URL · Addresshttps://munnin.lok.quest/mcpLeave Authentication as Claude detected it, then click Add
Turn it on in a chat
+ConnectorsMunnin — an agent identity server
Try it
Use Munnin — an agent identity server and tell me what you can do for me, then show me one thing✓ If Claude says it is using Munnin — an agent identity server or shows a Munnin — an agent identity server tool in the answer, you are connected
Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with ChatGPT on business plans only
ChatGPT Business, Enterprise or Edu on the web, added by a workspace admin or owner · On Free, Plus or Pro: your ChatGPT plan cannot connect MCP yet
Open ChatGPT’s add-MCP page on the web
Plugins+Add custom MCP server
Fill in the name and address
Enter a name, paste the address under Connection, tick the risk warning and click Create as a plugin
Name · NameMunnin — an agent identity serverConnection · Addresshttps://munnin.lok.quest/mcpPick Munnin — an agent identity server in a chat
Start a new chat and pick Munnin — an agent identity server from your plugins before typing
Try it
Use Munnin — an agent identity server and tell me what you can do for me, then show me one thing✓ If ChatGPT says it is using Munnin — an agent identity server or shows a Munnin — an agent identity server tool in the answer, you are connected
Menu names checked against OpenAI’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with Claude Code · about 2 min
No key, nothing to install
Open Terminal
Mac: press Command+Space and type Terminal · Windows: open PowerShell
Paste this command and press Enter
claude mcp add --transport http munnin https://munnin.lok.quest/mcpType /mcp in Claude Code
You should see Munnin — an agent identity server listed as connected
Try it
Use Munnin — an agent identity server and tell me what you can do for me, then show me one thing✓ If Claude Code says it is using Munnin — an agent identity server or shows a Munnin — an agent identity server tool in the answer, you are connected
Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with Cursor · about 2 min
No key, nothing to install
Open the AI chat in Cursor in Agent mode
Try it
Use Munnin — an agent identity server and tell me what you can do for me, then show me one thing✓ If Cursor says it is using Munnin — an agent identity server or shows a Munnin — an agent identity server tool in the answer, you are connected
Menu names checked against Cursor’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with VS Code · about 2 min
No key, nothing to install
Open the AI chat in VS Code in Agent mode
Try it
Use Munnin — an agent identity server and tell me what you can do for me, then show me one thing✓ If VS Code says it is using Munnin — an agent identity server or shows a Munnin — an agent identity server tool in the answer, you are connected
Menu names checked against VS Code’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Other apps that use MCP, such as Windsurf, Zed or Gemini CLI, each add servers differently. See how in the app list.
Address for apps that connect over the web
Address
https://munnin.lok.quest/mcpJSON settings are under “For developers” below
For developers: Terminal commands and JSON settings
Over the web
Claude Code
claude mcp add --transport http munnin https://munnin.lok.quest/mcpCursor (~/.cursor/mcp.json)
{
"mcpServers": {
"munnin": {
"url": "https://munnin.lok.quest/mcp"
}
}
}VS Code (mcp.json)
{
"servers": {
"munnin": {
"type": "http",
"url": "https://munnin.lok.quest/mcp"
}
}
}These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
At a glance
- Connection
- Runs in the cloud
- Transport
- streamable-http
- Latest versioni
- 0.1.0
- Categoryi
- Search & AI memory
- Published to registryi
- Sep 2, 2026
- Code last changedi
- Nov 9, 2026
- Maker
- alvseek
- Website
- munnin.lok.quest
- Registry status
- Active
Which apps can use it
Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.
Connect over the internet in
ClaudeChatGPTGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatOpen WebUIRaycast
Related guides
What it can do
The server asks you to sign in before it lists its tools.
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 11, 2026
- ✓ Pass
Maker matches the repo
The registry name was verified with the GitHub account alvseek, which owns the repo
- ✓ Pass
Still maintained
Code last changed 2 days ago
- … Not checked yet
Has a licence
We have not read this repo from GitHub yet
- ✓ Pass
Endpoint responds
Responded in 338 ms (HTTP 401)
- ✓ Pass
Sign-in with OAuth
Declares OAuth sign-in, so your AI app can take you to log in
- … Not checked yet
No hidden instructions in tool descriptions
Not checked yet; we read the tool list when we check the endpoint
Discussion
Ask, share a tip or report that it does not work. Sorted by what people marked helpful.
No posts yet. Be the first to ask or share.
Posts here are written by users, not the PopNx team.
User reviews
No reviews yet
Compared with others in Search & AI memoryi
- More stars than 0% of the other 5887 servers in this category
- Published to the registry more recently than 35% of the other 5887 servers in this category
- Basic checks equal to or better than 100% of the other 5887 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 Munnin — an agent identity server safe?
It passed 4 of 4 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 2 days ago, and the latest version (0.1.0) 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 Business and above.
What can I use instead?
In the same category: Ruflo, Context7, Metabase
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
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.
Munnin — an agent identity server
Munnin gives an AI agent a persistent self — identity, reasoning patterns, emotional moments, episodic history, knowledge — and serves the procedures for tending that memory beside the data, over MCP. It is the memory server of the agent-memory framework: an agent awakens from it as *who it is*, not from a pile of recalled facts, and writes back through the same discipline.
Python · FastMCP · FastAPI · SQLite. Apache-2.0. Runs on a laptop in five minutes with no identity provider.
Five-minute run
Needs Docker and git.
git clone --recurse-submodules https://github.com/alvseek/agent-memory-servercd agent-memory-server docker compose up -d --build curl http://127.0.0.1:8200/health # {"status":"ok","service":"munnin","version":"0.1.0"}
Connect a client. Claude Code:
claude mcp add --transport http munnin http://127.0.0.1:8200/mcpor in a project's .mcp.json:
{ "mcpServers": { "munnin": { "type": "http", "url": "http://127.0.0.1:8200/mcp" } } }Then, in a session: ping answers pong, list_procedures returns the 15 memory procedures, and read_procedure("create-agent") walks you through making the first agent. No sign-in happens: this is local mode — one tenant, reachable from this machine only, and the server refuses to start any other way (how that guard works).
No Docker? uv sync && MUNNIN_AUTH=off uv run python -m munnin does the same on 127.0.0.1:8200.
Hosting it
The default is token mode: every /mcp and /api call needs a bearer token from an OIDC issuer that binds tokens to this server (aud = https:// /mcp), and each person who signs in gets their own tenant. Set MUNNIN_PUBLIC_BASE_URL and MUNNIN_LOGTO_ENDPOINT, put it behind TLS, and paste https:// /mcp into claude.ai's connectors or claude mcp add. The issuer requirements, the one-identifier rule, and the prebuilt image are in How Is It Deployed.
Develop
uv syncuv run pytest # 446 tests uv run ruff check
Full architecture, the tool and endpoint surface, the data model, and known debts: docs/README.md.
License
Apache License 2.0 — Copyright 2026 Alviandi Widiasto. The control-files submodule (agent-memory-system) is licensed the same way, so a clone with submodules is one licence throughout.