mengram MCP Server
alibaizhanov/mengram
[](https://agentrank-ai.com/tool/alibaizhanov--mengram/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge) 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.
claude mcp add agentrank -- npx -y agentrank-mcp-server Overview
alibaizhanov/mengram is a Python tool licensed under Apache-2.0. 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. Topics: ai-agents, ai-memory, episodic-memory, mcp-server, procedural-memory, rag, agent-memory, claude-desktop, cognitive-architecture, cohere, cursor-ai, knowledge-graph, letta-alternative, llm-memory, mem0-alternative, model-context-protocol, multilingual-embeddings, pgvector, python, semantic-search.
Ranked #5333 out of 24846 indexed tools.
Ecosystem
Score Breakdown
204 stars → growing community
Last commit 1mo ago → moderate activity
21/46 issues closed → many open issues
7 contributors → small team
No dependents → no downstream usage
38 weekly installs → early adoption
Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →
How to Improve
Matched Queries
From the README
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<source media="(prefers-color-scheme: dark)" srcset="https://img.shields.io/badge/Mengram-a855f7?style=for-the-badge&logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgMCAxMjAgMTIwIj48cGF0aCBkPSJNNjAgMTYgUTkyIDE2IDk2IDQ4IFExMDAgNzggNzIgODggUTUwIDk2IDM4IDc2IFEyNiA1OCA0NiA0NiBRNjIgMzggNzAgNTIgUTc2IDY0IDYyIDY4IiBmaWxsPSJub25lIiBzdHJva2U9IiNmZmYiIHN0cm9rZS13aWR0aD0iOCIgc3Ryb2tlLWxpbmVjYXA9InJvdW5kIi8+PGNpcmNsZSBjeD0iNjIiIGN5PSI2OCIgcj0iOCIgZmlsbD0iI2ZmZiIvPjwvc3ZnPg==">
</picture>
### Give your AI agents memory that actually learns
**[Website](https://mengram.io)** · **[Get API Key](https://mengram.io/#signup)** · **[Docs](https://mengram.io/docs)** · **[Console](https://mengram.io/dashboard)** · **[Examples](examples/)**
</div>
```bash
pip install mengram-ai # or: npm install mengram-ai
mengram try # see what memory would know about you — local only,
# no accou Read full README on GitHub → Get the weekly AgentRank digest
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