Copilot Memory MCP vs SAME - Stateless Agent Memory Engine
Copilot Memory MCP is an MCP server published by LabForgeDev. Marketplaces we read that list it: 1 (Official MCP Registry). SAME - Stateless Agent Memory Engine is an MCP server published by sgx-labs. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-13. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.
Where each is published
| Marketplace |  Copilot Memory MCP |  SAME - Stateless Agent Memory Engine |
|---|---|---|
| Official MCP Registry | Listed Version: 1.0.0 Forks (GitHub): 0 Stars (GitHub): 4 Not marked · First seen |
Listed Version: 0.12.1 Downloads/month (npm): 201 Downloads/week (npm): 45 Forks (GitHub): 0 Stars (GitHub): 23 Not marked · First seen |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
The facts side by side
| Fact | Copilot Memory MCP | SAME - Stateless Agent Memory Engine |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 4 (worse) | 23 (better) |
| Forks (GitHub) | 0 | 0 |
| Last release | Not published | Not published |
| Where it runs (differs) | On your machine (ghcr.io/labforgedev/copilot-memory-mcp:1.0.0) | On your machine (@sgx-labs/same) |
| Transport (differs) | SSE | stdio |
| Tools it declares | Not published | Not published |
| Environment variables it asks for (differs) | Not published | 1, secrets among them: 0 |
| Licence | Not stated | Not stated |
| Repository (differs) | github.com/labforgedev/copilot-memory-mcp | github.com/sgx-labs/statelessagent |
| Changes in the last 7 days | 0 | 0 |
| First seen | 2026-10-11 | 2026-10-11 |
Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.
What each says it does
Copilot Memory MCP
Persistent semantic memory for AI agents using local ChromaDB vector search. No cloud required.
SAME - Stateless Agent Memory Engine
Persistent memory for AI coding agents. Local-first SQLite + vector search. 17 MCP tools.
How to run each
Copilot Memory MCP
No data for an automatic command: what its marketplaces declare does not say unambiguously how to connect it.
SAME - Stateless Agent Memory Engine As a local MCP server: npm package
claude mcp add --env "VAULT_PATH=<YOUR_VAULT_PATH>" --transport stdio same -- npx -y @sgx-labs/same mcpRequires: VAULT_PATH
Commands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
Neither one's marketplaces publish a list of tools, so there is nothing to compare.
Settings each asks for
The marketplaces of Copilot Memory MCP publish no settings it asks for, so we do not compare settings.
What it can do: Copilot Memory MCP · What it can do: SAME - Stateless Agent Memory Engine · Compare two other plugins
Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.