AgentIndex icon
AgentIndex
persistent-ai-memory logo
persistent-ai-memory
★ 236
vs
Vault-for-LLM logo
Vault-for-LLM
★ 50

persistent-ai-memory vs Vault-for-LLM

persistent-ai-memory: Persistent AI Memory is a sophisticated memory management system for AI assistants that provides intelligent memory extraction, storage, and retrieval across multiple platforms. It features OpenWebUI-native integration, semantic search, conversation tracking, and tool call logging. The system ensures multi-user isolation and supports various embedding providers.; Vault-for-LLM: Vault-for-LLM is a local-first memory layer for LLM agents. It creates a portable SQLite knowledge vault from Markdown notes, allowing agents to search and retrieve structured memory on demand. It focuses on agent-oriented memory with bounded retrieval and optional embeddings.

01

TL;DR

persistent-ai-memory logo
persistent-ai-memoryRAG / Knowledge Base · ★ 236

AI assistants that need to remember user preferences across conversations

Read persistent-ai-memory full review →
Vault-for-LLM logo
Vault-for-LLMRAG / Knowledge Base · ★ 50

Persistent project context for AI agents across sessions

Read Vault-for-LLM full review →
02

Side-by-Side Comparison

Field
persistent-ai-memory logopersistent-ai-memory
Vault-for-LLM logoVault-for-LLM
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 236
★ 50
License
MIT
MIT
Install Command
pip install git+https://github.com/savantskie/persistent-ai-memory.git
python3 -m venv .venv && source .venv/bin/activate && pip install vault-for-llm
Updated
1mo ago
1mo ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
ai-assistant, embeddings, github-copilot
embeddings, knowledge-base, llm
03

Features

persistent-ai-memory logopersistent-ai-memory
01OpenWebUI-native short-term memory plugin
02Persistent memory storage with SQLite
03Semantic search using vector embeddings
04Multi-platform support (OpenWebUI, LM Studio, VS Code, MCP)
05Smart memory filtering and relevance scoring
Vault-for-LLM logoVault-for-LLM
01Local-first SQLite storage
02Keyword + optional vector/hybrid search
03Memory layers (L0-L3) for structured context
04Document Map with bounded citations
05MCP server integration for agent access
04

Use Cases

persistent-ai-memory logopersistent-ai-memory
↳AI assistants that need to remember user preferences across conversations
↳Development environments where AI tools track project context
↳Multi-user chat applications requiring isolated memory per user
Vault-for-LLM logoVault-for-LLM
↳Persistent project context for AI agents across sessions
↳Debugging and troubleshooting knowledge retrieval
↳Team collaboration via synced knowledge vaults
FAQ

FAQ

What is the difference between persistent-ai-memory and Vault-for-LLM?
Both persistent-ai-memory and Vault-for-LLM are in the RAG / Knowledge Base category. persistent-ai-memory has 236 stars, while Vault-for-LLM has 50 stars.
Which is better, persistent-ai-memory or Vault-for-LLM?
The best choice depends on your use case. Choose persistent-ai-memory if AI assistants that need to remember user preferences across conversations, and Vault-for-LLM if Persistent project context for AI agents across sessions.
Is persistent-ai-memory free or open source?
Yes, persistent-ai-memory is open source on GitHub (MIT).
Is Vault-for-LLM free or open source?
Yes, Vault-for-LLM is open source on GitHub (MIT).
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Related

Alternatives to persistent-ai-memory →Alternatives to Vault-for-LLM →persistent-ai-memory details →Vault-for-LLM details →