MemoryPilot logo
MemoryPilot
★ 18
vs
Vault-for-LLM logo
Vault-for-LLM
★ 50

MemoryPilot vs Vault-for-LLM

MemoryPilot: MemoryPilot is a state-of-the-art MCP memory server that gives AI coding assistants persistent, searchable memory. It features hybrid search (BM25 + multilingual embeddings), temporal knowledge graph, GraphRAG, AAAK compression, and zero-shot auto-classification. It is 100% local, runs as a single binary, and achieves 99.1% R@5 on the LongMemEval benchmark.; 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

MemoryPilot logo
MemoryPilotRAG / Knowledge Base · ★ 18

Persistent memory for AI coding assistants across sessions

Vault-for-LLM logo
Vault-for-LLMRAG / Knowledge Base · ★ 50

Persistent project context for AI agents across sessions

02

Side-by-Side Comparison

Field
MemoryPilot logoMemoryPilot
Vault-for-LLM logoVault-for-LLM
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 18
★ 50
License
NOASSERTION
MIT
Install Command
git clone https://github.com/Soflutionltd/MemoryPilot.git && cd MemoryPilot && ./install.sh
python3 -m venv .venv && source .venv/bin/activate && pip install vault-for-llm
Updated
1d ago
1mo ago
Open Source
Yes
Yes
Tags
ai, cursor, embeddings
embeddings, knowledge-base, llm
03

Features

MemoryPilot logoMemoryPilot
01Hybrid search (BM25 + multilingual-e5-small RRF)
02Temporal knowledge graph with validity and confidence
03GraphRAG with auto entity extraction and combinatorial reranking
04AAAK compression (5-10x token savings)
05Zero-shot auto-classification of memories
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

MemoryPilot logoMemoryPilot
↳Persistent memory for AI coding assistants across sessions
↳Automatic organization and retrieval of project knowledge
↳Cross-session context recall for bug fixes and architecture decisions
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 MemoryPilot and Vault-for-LLM?
Both MemoryPilot and Vault-for-LLM are in the RAG / Knowledge Base category. MemoryPilot has 18 stars, while Vault-for-LLM has 50 stars.
Which is better, MemoryPilot or Vault-for-LLM?
The best choice depends on your use case. Choose MemoryPilot if Persistent memory for AI coding assistants across sessions, and Vault-for-LLM if Persistent project context for AI agents across sessions.
Is MemoryPilot free or open source?
Yes, MemoryPilot is open source on GitHub (NOASSERTION).
Is Vault-for-LLM free or open source?
Yes, Vault-for-LLM is open source on GitHub (MIT).
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