pip install mengram-ai # or: npm install mengram-aifrom mengram import Mengram
m = Mengram(api_key="om-...") # Free key → mengram.io
m.add([{"role": "user", "content": "I use Python and deploy to Railway"}])
m.search("tech stack") # → facts
m.ask("what's my tech stack?") # → synthesized answer + citations
m.episodes(query="deployment") # → events
m.procedures(query="deploy") # → workflows that evolve from failuresNative multilingual: ask in Russian, Chinese, Spanish, Japanese — Mengram retrieves and answers across 23 languages (Cohere multilingual embeddings + rerank).
Install in one prompt (any AI tool)
Paste this into Claude Desktop, Cursor, Codex, Claude Code, or Windsurf — the agent reads our setup guide, installs the SDK, configures the MCP server, and verifies the round-trip end-to-end. No terminal context-switching.






