mcpbeat Sign in

Spomory MCP Server

answering

Spomory is answering right now. Last checked 13 min ago. 96 installs a week from pypi. Last commit 23 Oct 2026.

Explainable graph-retrieval memory engine with an RL-trained management policy.

Installs per day peak 276 · avg 34 · -28% w/w
a month agotoday
Uptime history 61 days of history · worst day 47%
61 days agonow
50.0%
Uptime 24h
91 of 182 checks
—
Tools
hidden behind auth
472 ms
Response time
average over 24h
96
Installs / week
npm and PyPI

Spomory does not always answer

Over the last week it answered 50.0% of our checks. We check every 15 minutes, so you hear about the next outage within the hour — not from your users.

Three servers free · no card

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 13 min ago.

run in your terminal
claude mcp add spomory --transport http https://api.yliuai.com/mcp
Settings → Connectors → Add custom connector, then paste this address
https://api.yliuai.com/mcp
~/.codex/config.toml
[mcp_servers.spomory]
url = "https://api.yliuai.com/mcp"
.cursor/mcp.json
{
  "mcpServers": {
    "spomory": {
      "url": "https://api.yliuai.com/mcp"
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "spomory": {
      "type": "http",
      "url": "https://api.yliuai.com/mcp"
    }
  }
}

This endpoint answered with an authorization challenge. The server is running, and it signs you in through your browser: there is no API key to paste.

This server publishes 1 more address. The block above uses the one we reach during checks; the full list is under Endpoints below, and the author may intend a particular one for your client.

Endpoints

URLTransportStateLatencyChecked
https://api.yliuai.com/mcp streamable-http sign-in 497 ms 13 min ago
https://api.yliuai.com/mcp-apikey streamable-http answering 470 ms 13 min ago

Alternatives to Spomory

same job, measured the same way
ContextDB Memory
by mikhailbovt

Local-first durable AI memory with policy-bound recall and a typed project graph.

local only
Engram Server
by jamjet-labs

Durable memory for AI agents: fact extraction, hybrid retrieval, temporal graph. SQLite/Postgres.

local only
Memory MCP Server
by j0hanz

SQLite-backed MCP server for persistent memory, full-text retrieval, and graph traversal.

67 installs/wk local only
Agent Memory
by theprodsde

Persistent agent memory with a decision layer: replay, restore, verify, or none — explainable.

126 installs/wk local only
Alaya MCP
by securityronin

Local memory engine for AI agents with knowledge graphs, forgetting, and semantic recall

73 installs/wk local only
mwe-mcp — Memory Wiki Engine
by fr4nz82

Self-hosted multi-user memory for AI agents: a human-readable Markdown wiki with per-fragment ACL.

local only
Memory Engine MCP
by simoneb79

Local-first graph memory for AI assistants with SQLite, semantic search, and MCP tools.

local only
Kip
by ldclabs

Knowledge Graphs to enable memory persistence, knowledge evolution, explainable interaction.

65 installs/wk local only

Spomory — questions

Answers built from our own checks of this server.

Why is there no tool list for Spomory?
The server answered our handshake with an authorization challenge, so it is running — but it will not describe its tools to an anonymous client. To see them you need to connect with your own credentials. We record it as alive, not as broken: 50.0% of checks in the last 24 hours got a reply.
Is Spomory working right now?
We send a real MCP handshake every 15 minutes. Over the last 24 hours 91 of 182 checks got a reply (50.0%), average response time 472 ms. The bar chart above shows every period we have measured.
How do I connect Spomory?
Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address. You sign in through your browser once and the client keeps the session: no key to copy, and it refuses anonymous clients.
How do you sign in to Spomory?
No API key is involved. Spomory answers our knock with an OAuth challenge, so you authorise it once in your browser and the client keeps the session. That is also why we see no tool list: it will not describe itself to an anonymous client, and that is the server working as intended, not a fault.
How fast is Spomory?
It answers our handshake in 472 ms on average, which is faster than 25% of all working MCP servers we measure. That is on the slow side — worth knowing if the tool sits inside an interactive loop. The comparison comes from our own checks across the whole registry, every 15 minutes.
How many people use Spomory?
The pypi package spomory was installed 96 times in the last week. Week over week that is -28%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.
Is Spomory open source?
The code is open source: it is published under the Apache-2.0 licence, written in Python and 1 stars on GitHub. The licence covers the code in the repository, not the hosted service at api.yliuai.com, which runs on its operator's own terms.