SERVER

Mengram

Rank #1,969

io.github.alibaizhanov/mengram

Long-term memory for AI agents: semantic facts, episodic events, and procedural workflows

1 version
204 GitHub stars
by alibaizhanov (2 servers)View repository ↗
First listed
Feb 25, 2026
Last publish date
Jul 20, 2026
PURPOSE

What you can do with Mengram

Mengram is a Model Context Protocol (MCP) server published by alibaizhanov. It ranks #1,969 of 144,396 active servers on MCP Toplist, and its repository has 204 GitHub stars. Mengram is listed across 3 registries — Official MCP, Glama and mcp.so, with 1 tracked version. It was first listed on Feb 25, 2026 and most recently updated on Jul 20, 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.

CAPABILITIES AND LIMITATIONS

What Mengram can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using Mengram

DeclaredAPI keyCredentials declared

The registry listing declares required configuration before first use — typically an API key, token or connection string set via environment variables.

MCP Toplist probed the public endpoint on Aug 29, 2026 and could not complete the MCP handshake (jsonrpc error). Requirements remain unverified.

Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config

Hosted endpoint declared as requiring authentication.

INSTALLATION AND FIRST TASK

Connect Mengram and confirm it works

Remote · HTTP
claude mcp add --transport http mengram https://mengram.io/mcp

This endpoint requires authentication — see the server’s docs for credentials.

First successful task

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.

ALTERNATIVES

When to choose another server

Other servers by alibaizhanov
View all alibaizhanov servers →

No task-specific alternatives are catalogued for Mengramyet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
Feb 25, 2026
Latest version published
Jul 20, 2026
Version history
1 version tracked (below)
Requirements evidence
MCP Toplist probed the public endpoint on Aug 29, 2026 and could not complete the MCP handshake (jsonrpc error). Requirements remain unverified.
Profile checked
Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of
Oct 16, 2026
Registry sightings

Do you maintain Mengram? to correct or enrich this profile.

VERSIONS

Available versions (1)

VersionPublished
2.25.4Jul 20, 2026
STANDING
#1,969of 144,396 active serversTop 5%

Ranks ahead of 142,427 of 144,396 servers on MCP Toplist.

Recent momentum
+42GitHub stars since Apr 27 (+26%)
BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

MCP Toplist: Top 5% of 144,396
Markdown
[![MCP Toplist](https://mcptoplist.com/badge/io.github.alibaizhanov%2Fmengram.svg)](https://mcptoplist.com/server/io.github.alibaizhanov%2Fmengram)
HTML
<a href="https://mcptoplist.com/server/io.github.alibaizhanov%2Fmengram"><img src="https://mcptoplist.com/badge/io.github.alibaizhanov%2Fmengram.svg" alt="MCP Toplist: Top 5% of 144,396" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

FAQ

Frequently asked questions

Who maintains Mengram?
Mengram is maintained by alibaizhanov, which publishes 2 MCP servers (2 total versions) tracked on MCP Toplist.
Is Mengram listed on the Official MCP Registry?
Yes — Mengram is listed on the Official MCP Registry, alongside Glama and mcp.so.
How many versions does Mengram have?
MCP Toplist tracks 1 version of Mengram, most recently published on Jul 20, 2026.
Where can I find the source code for Mengram?
The source code for Mengram is hosted at github.com/alibaizhanov/mengram.
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