Standard Graph MCP Server
The alignment layer for the global curriculum. Map any standard to its equivalent in another country or exam board - cross-border alignment no single-country tool provides. It runs locally over stdio via the published package.
People connecting memory tools to Claude, Cursor, VS Code, or another MCP client. The project is written in Python.
VERIFIED ACTIVE
LAST COMMIT 2026-07-28 · ★ 5 · #144 OF 259 MAINTAINED MEMORY · VERIFIED 2026-08-25
MIT · Python servers · how we verify → /methodology
01 · Install Standard Graph
before you install - you'll need
The README does not document required environment variables for a basic install.
Claude Code
claude mcp add swoopeagle-standardgraph -- uvx standardgraph Claude Desktop / Cursor / VS Code - add to config
{
"mcpServers": {
"swoopeagle-standardgraph": {
"command": "uvx",
"args": [
"standardgraph"
]
}
}
} Same JSON for Cursor. For VS Code, rename the top-level key from `mcpServers` to `servers`.
Using another client? Same JSON, different key
Claude Desktop · mcpServers
Cursor · mcpServers
VS Code · servers
Windsurf · mcpServers
Zed · context_servers
Cline · mcpServers
Roo Code · mcpServers
Continue · mcpServers
LibreChat · mcpServers
Gemini CLI · mcpServers
Codex CLI · mcp_servers
Full setup guides: every client.
02 · Evidence
Security posture
What to check before giving this server access to your agent - from the registry, GitHub, and our own probes. We don't score safety; we show what's verifiable.
runs as local process (stdio) - runs on your machine with your user's permissions
license MIT - declared in the repository
pypi package standardgraph - check the name against the project README before installing (PyPI has no namespace ownership)
registry namespace io.github.swoopeagle is GitHub-verified and matches the repo owner
03 · Who maintains Standard Graph
StandardGraph is maintained by swoopeagle. It's the only MCP server we track from this author; the repo dates to Jun 2026.
04 · Facts
- repository
- github.com/swoopeagle/standardgraph
- category
- memory - ranked #144 of 259 actively-maintained memory servers as of 2026-08-25.
- registry
- io.github.swoopeagle/standardgraph (active, first published 2026-07-06)
- packages
- pypi:standardgraph
05 · Standard Graph FAQ
What is Standard Graph?
The alignment layer for the global curriculum. Map any standard to its equivalent in another country or exam board - cross-border alignment no single-country tool provides. It runs locally over stdio via the published package.
Is Standard Graph still maintained?
Yes - as of 2026-08-25, its last commit was 2026-07-28. We re-verify nightly.
How do I install Standard Graph?
Run `uvx standardgraph`. The README does not document required environment variables for a basic install. You can also paste the ready-made client config above.
Does Standard Graph run locally?
Yes - it's a stdio server: it runs on your machine (via uvx) with your user's permissions. Your data stays local unless the server itself calls external APIs.
06 · Alternatives to Standard Graph
Alternatives to Standard Graph
Maintained memory servers if Standard Graph isn't the fit.
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- Superlog Open-source agent that observes and fixes your application. Query logs, traces, metrics, incidents. ★ 1,394 · 2026-08-23
- Persome Local-first personal memory and model server for trusted MCP agents on macOS. ★ 1,314 · 2026-08-21
- Neo4j Memory MCP Neo4j Knowledge Graph Memory Server ★ 979 · 2026-04-10
- Projectmem Local-first memory + judgment layer for AI coding agents - warns before repeating failed fixes. ★ 750 · 2026-08-06
Pairs well with
Servers that cover what Standard Graph doesn't - only shown when the pairing reason fits the companion.
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