AgentIndex icon
AgentIndex
TrueMemory logo
TrueMemory
★ 381
vs
notebooklm-mcp logo
notebooklm-mcp
★ 202

TrueMemory vs notebooklm-mcp

TrueMemory: TrueMemory is a neuroscience-inspired persistent memory system for AI agents. It achieves state-of-the-art scores on LoCoMo, LongMemEval, and BEAM benchmarks while running entirely offline on a single SQLite file. The six-layer retrieval pipeline with an encoding gate filters noise and stores only meaningful information.; notebooklm-mcp: NotebookLM REST API + MCP server provides a production-grade automation layer for Google NotebookLM. It offers 33 documented HTTP endpoints for integration with workflow tools like n8n, Zapier, and Make, as well as an MCP server for use with Claude Code, Cursor, and Codex. Key features include citation-backed Q&A, full Studio content generation (audio, video, infographic, report, presentation, data table), multi-account rotation with auto-reauth, and batch processing capabilities.

01

TL;DR

TrueMemory logo
TrueMemoryRAG / Knowledge Base · ★ 381

Personal AI assistant that remembers user preferences and history across conversations.

Read TrueMemory full review →
notebooklm-mcp logo
notebooklm-mcpVoice / Speech · ★ 202

Automate batch Q&A on large document collections with citation verification

Read notebooklm-mcp full review →
02

Side-by-Side Comparison

Field
TrueMemory logoTrueMemory
notebooklm-mcp logonotebooklm-mcp
Category
RAG / Knowledge Base
Voice / Speech
Stars
★ 381
★ 202
License
AGPL-3.0
MIT
Install Command
curl -LsSf https://raw.githubusercontent.com/buildingjoshbetter/TrueMemory/main/install.sh | sh
git clone https://github.com/roomi-fields/notebooklm-mcp.git && cd notebooklm-mcp && npm install && npm run build && npm run setup-auth && npm run start:http
Updated
1w ago
4d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
agent-memory, ai, ai-agents
ai, anthropic, automation
03

Features

TrueMemory logoTrueMemory
01Remembers everything across sessions – facts, preferences, decisions, corrections.
02State-of-the-art benchmark scores: 93.0% on LoCoMo, 92.0% on LongMemEval, 76.6% on BEAM-1M.
03Runs locally on a single SQLite file – zero cloud, zero API keys for Edge and Base tiers.
04Neuroscience-inspired architecture with six retrieval layers and an encoding gate.
05Works with Claude Code and Claude Desktop via pre-built lifecycle hooks.
notebooklm-mcp logonotebooklm-mcp
01Citation-backed Q&A with multiple source citation formats
02Full Studio content generation (audio, video, infographic, report, presentation, data table)
03Content download (audio, video, infographic)
04Source management (add files, URLs, text, YouTube, Google Drive)
05Notebook library management with auto-discovery and multi-notebook support
04

Use Cases

TrueMemory logoTrueMemory
↳Personal AI assistant that remembers user preferences and history across conversations.
↳Developer tool that maintains context across long coding sessions.
↳Research and simulation where agents need long-horizon memory.
notebooklm-mcp logonotebooklm-mcp
↳Automate batch Q&A on large document collections with citation verification
↳Generate podcast-style audio overviews or video explainers from notebook content
↳Integrate NotebookLM capabilities into automated workflows using n8n, Zapier, or custom HTTP clients
FAQ

FAQ

What is the difference between TrueMemory and notebooklm-mcp?
Both TrueMemory and notebooklm-mcp are in the RAG / Knowledge Base category. TrueMemory has 381 stars, while notebooklm-mcp has 202 stars.
Which is better, TrueMemory or notebooklm-mcp?
The best choice depends on your use case. Choose TrueMemory if Personal AI assistant that remembers user preferences and history across conversations., and notebooklm-mcp if Automate batch Q&A on large document collections with citation verification.
Is TrueMemory free or open source?
Yes, TrueMemory is open source on GitHub (AGPL-3.0).
Is notebooklm-mcp free or open source?
Yes, notebooklm-mcp is open source on GitHub (MIT).
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Related

Alternatives to TrueMemory →Alternatives to notebooklm-mcp →TrueMemory details →notebooklm-mcp details →