mengram

by alibaizhanov · Python · ★ 182

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.

#agent-memory#ai-agents#ai-memory#claude-desktop#cognitive-architecture#cohere#cursor-ai#episodic-memory#knowledge-graph#letta-alternative#llm-memory#mcp-server#mem0-alternative#model-context-protocol#multilingual-embeddings#pgvector#procedural-memory#python#rag#semantic-search

Install

pip install git+https://github.com/alibaizhanov/mengram.git

Auto-generated from the repo's primary language — check the repo's own README for its exact install instructions.

Claude Desktop config

A starting point for your claude_desktop_config.json (auto-generated — the repo's README may specify a published package name or required env vars):

{
  "mcpServers": {
    "mengram": {
      "command": "uvx",
      "args": [
        "git+https://github.com/alibaizhanov/mengram.git"
      ]
    }
  }
}

From the README

[](https://github.com/alibaizhanov/mengram/stargazers) [](https://pypi.org/project/mengram-ai/) [](https://www.npmjs.com/package/mengram-ai) [](LICENSE) [](https://pypi.org/project/mengram-ai/) [](https://github.com/alibaizhanov/mengram/commits/main) **[Website](https://mengram.io)** · **[Get API Key](https://mengram.io/#signup)** · **[Docs](https://mengram.io/docs)** · **[Console](https://mengram.io/dashboard)** · **[Examples](examples/)** Native multilingual: ask in Russian, Chinese, Spanish, Japanese — Mengram retrieves and answers across 23 languages (Cohere multilingual embeddings + rer…

Read full README on GitHub →

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