alibaizhanov/mengram

v2.20.0 Feature

This release adds 3 notable features for engineering teams evaluating rollout.

Published 2mo AI Agents & Assistants

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✓ No known CVEs patched

Read the diff → Tool health → What is this tool? →

✓ No known CVEs patched in this version

Topics

agent-memory ai-agents ai-memory claude-desktop cognitive-architecture cohere

+14 more

cursor-ai episodic-memory knowledge-graph letta-alternative llm-memory mcp-server mem0-alternative model-context-protocol multilingual-embeddings pgvector procedural-memory python llm semantic-search

Summary

AI summary

New add_file() endpoint enables PDF, image, and text uploads with automatic GPT vision extraction.

Full changelog

What's New

Features

add_file() endpoint — upload PDFs, images, text files. GPT vision extracts content automatically
Graph-first dashboard — redesigned with knowledge graph front and center, 4-group nav, Quick Add bar
Interactive API playground on landing page
Onboarding checklist — guided 3-step flow for new users in dashboard
Claude Code mengram setup — interactive CLI signup + auto-configure hooks
Engagement drip emails + direct checkout from 402 quota errors
OpenAI Structured Outputs — guaranteed valid JSON extraction

Performance

Batch embeddings — single API call instead of per-chunk, fire-and-forget post-completion
Smart PDF processing — skip vision Pass 1 for ≤5 page PDFs, combine pages

Fixes

Entity type classifier upgrades 'unknown' types automatically
Procedure steps preserved as dicts (not coerced to strings)
LLM output parsing hardened with retry logic
Race condition fixes on duplicate entity inserts
Billing: use API quotas instead of hardcoded plan limits
Mobile nav, Firefox events, XSS hardening

Integrations

Works with Claude Code, Cursor, MCP (29 tools), LangChain, CrewAI, OpenClaw
Python SDK: pip install mengram-ai
JS SDK: npm install mengram-ai

Full changelog: https://github.com/alibaizhanov/mengram/compare/v2.6.1...v2.20.0
Docs: https://docs.mengram.io
Get started: https://mengram.io

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About alibaizhanov/mengram

Human-like memory layer for AI agents with semantic, episodic, and procedural memory. Claude Code hooks (auto-save, auto-recall, cognitive profile). 29 MCP tools, knowledge graph, smart triggers, multi-user isolation. Python & JS SDKs.

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