Engram
Rank #2,507mcp.so/engram/ayvazyan10
Persistent AI memory backend with semantic search and knowledge graph.
What you can do with Engram
Engram is a Model Context Protocol (MCP) server published by ayvazyan10. It ranks #2,507 of 152,076 active servers on MCP Toplist, and its repository has 10 GitHub stars. Engram is listed on mcp.so, with 12 release tags tracked from its GitHub repository. It was first listed on Mar 25, 2026 and most recently updated on Oct 19, 2026.
Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.
What Engram can and cannot do
Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.
What you need before using Engram
No registry MCP Toplist tracks declares this server’s credentials or configuration, and it has no public endpoint to probe. Check the repository README before installing.
No runtime, credential or payment requirements are recorded for this server beyond the declaration above.
Connect Engram and confirm it works
Install configuration unavailable. No registry publishes a machine-readable install config for this server — follow the repository README.
After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.
What changed, and when this was checked
- First listed
- Mar 25, 2026
- Latest release tag
- Oct 19, 2026
- Version history
- 12 release tags tracked (below)
- Requirements evidence
- None — no registry declares requirements and there is no public endpoint to probe
- Profile checked
- Not yet — purpose, capabilities and requirements above come from registry data only
- Ranking data as of
- Oct 25, 2026
- mcp.so ↗listed since Aug 25, 2026 · still listed
Do you maintain Engram? to correct or enrich this profile.
GitHub releases (12)
No registry surfaces explicit version metadata for this server. The list below shows release tags from the linked GitHub repository.
| Version | Published |
|---|---|
| v0.10.0 | Oct 19, 2026 |
| v0.9.0 | Oct 19, 2026 |
| v0.8.0 | Oct 19, 2026 |
| v0.7.0 | Sep 4, 2026 |
| v0.6.5 | Sep 3, 2026 |
| v0.6.4 | Sep 2, 2026 |
| v0.6.3 | Sep 2, 2026 |
| v0.4.1 | Aug 12, 2026 |
| v0.4.0 | Aug 12, 2026 |
| v0.2.0 | Jul 17, 2026 |
| v0.1.3 | Mar 30, 2026 |
| v0.1.0 | Mar 25, 2026 |
Ranks ahead of 149,569 of 152,076 servers on MCP Toplist.
Show your rank
Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.
[](https://mcptoplist.com/server/mcp.so%2Fengram%2Fayvazyan10)<a href="https://mcptoplist.com/server/mcp.so%2Fengram%2Fayvazyan10"><img src="https://mcptoplist.com/badge/mcp.so%2Fengram%2Fayvazyan10.svg" alt="MCP Toplist: Top 5% of 152,076" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains Engram?
- Engram is maintained by ayvazyan10, which publishes 1 MCP server (12 total versions) tracked on MCP Toplist.
- Is Engram listed on the Official MCP Registry?
- Engram is not on the Official MCP Registry. It is listed on mcp.so.
- How many versions does Engram have?
- No registry surfaces explicit version metadata for Engram; MCP Toplist tracks 12 release tags from its GitHub repository, most recently published on Oct 19, 2026.
- Where can I find the source code for Engram?
- The source code for Engram is hosted at github.com/ayvazyan10/engram.
Do you run this server?
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