Mengram MCP Server
by alibaizhanovHuman-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.
Mengram is an open-source mcp server by alibaizhanov, written mainly in Python, with 205 GitHub stars and the Apache-2.0 license. Its code was last updated Oct 26, 2026. The latest PyPI release is mengram-ai 2.49.0, published Oct 26, 2026, with 192 downloads last week.
Scan summary: scanned Nov 5, 2026 at commit 88a50ab. Seen able to run shell commands, read environment and secrets, connect to the internet. Scan policy
What Mengram can touch
- Seen in this scan, either in the code or while it ran.Run shell commandsFound in the code by our scan
- Our checks did not find this. The tool may still do it.Run dynamic codeNot seen in this scan
- Our checks did not find this. The tool may still do it.Read or write filesNot seen in this scan
- Seen in this scan, either in the code or while it ran.Read environment and secretsFound in the code by our scan
- Our checks did not find this. The tool may still do it.Control a web browserNot seen in this scan
- Our checks did not find this. The tool may still do it.Connect to databasesNot seen in this scan
- Our checks did not find this. The tool may still do it.Read or send messagesNot seen in this scan
- Our checks did not find this. The tool may still do it.Touch money or tradingNot seen in this scan
- Seen in this scan, either in the code or while it ran.Connect to the internetFound in the code by our scan
"Not seen" means our checks did not find it, and the tool may still do it. Covers commit 88a50ab, Nov 5, 2026. See the scan policy.
Before you install Mengram
AgenticMart scanned Mengram on Nov 5, 2026 with automated checks for hidden code, known-malicious packages, leaked secrets and vulnerable dependencies. The result covers one commit under our scan policy, so review what access you give it and check any advisories shown here.
What it can access
- An MCP server is a program your AI app starts and talks to. A local one runs with your user's permissions: it can see the files, environment variables and network your account can.
- Based on its description and topics, it likely needs to read or change your workspace data (docs, tickets, CRM).
Before you install
- Connect it to a test workspace before your real one.
- Pin the version you reviewed instead of always installing the latest release.
- Read the tool list or scripts before the first run, and keep approval prompts on for actions that write, send or delete.
- Maintained by alibaizhanov on GitHub, 205 stars and 35 forks. Popularity is not proof of safety.
- Last code change: Oct 26, 2026.
- Open-source license: Apache-2.0.
Mengram is an open-source mcp server by alibaizhanov, written mainly in Python. Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.
At a glance
- Stars
- 205
- Forks
- 35
- Language
- Python
- License
- Apache-2.0
- Created
- Feb 2026
- Last update
- Oct 26, 2026
- Type
- MCP Server
- Price
- Free
Topics
Questions about Mengram
What is Mengram?
Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.
Who maintains Mengram?
Mengram is maintained by alibaizhanov on GitHub (alibaizhanov/mengram). AgenticMart lists it from public repository data.
Is Mengram safe to use?
AgenticMart scanned Mengram on Nov 5, 2026 with automated checks for hidden code, known-malicious packages, leaked secrets and vulnerable dependencies. The result covers one commit under our scan policy, so review what access you give it and check any advisories shown here.
What license does Mengram use?
It is published under the Apache-2.0 license.
Mengram alternatives
View more →Similar mcp servers in Database Management, ranked by GitHub stars. Compare licence, recent activity and scan status before you choose.
| Name | Stars | Licence | Last updated | Scan |
|---|---|---|---|---|
| Mengram (this page) alibaizhanov | 205 | Apache-2.0 | Oct 26, 2026 | Scanned, no flagged issues |
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