MemoryPilot logo
MemoryPilot
★ 18
vs
mcp-memory-libsql logo
mcp-memory-libsql
★ 87

MemoryPilot vs mcp-memory-libsql

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.; mcp-memory-libsql: mcp-memory-libsql is a high-performance, persistent memory system for the Model Context Protocol (MCP). It uses libSQL to store entities and relations, providing optimized text search with relevance ranking to enhance LLM context efficiency. It supports both local SQLite and remote libSQL databases with secure authentication.

01

TL;DR

MemoryPilot logo
MemoryPilotRAG / Knowledge Base · ★ 18

Persistent memory for AI coding assistants across sessions

mcp-memory-libsql logo
mcp-memory-libsqlRAG / Knowledge Base · ★ 87

Provide persistent memory for LLM applications

02

Side-by-Side Comparison

Field
MemoryPilot logoMemoryPilot
mcp-memory-libsql logomcp-memory-libsql
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 18
★ 87
License
NOASSERTION
MIT
Install Command
git clone https://github.com/Soflutionltd/MemoryPilot.git && cd MemoryPilot && ./install.sh
npx -y mcp-memory-libsql
Updated
1d ago
1d ago
Open Source
Yes
Yes
Tags
ai, cursor, embeddings
ai-tools, embeddings, knowledge-graph
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
mcp-memory-libsql logomcp-memory-libsql
01High-performance text search with relevance ranking
02Persistent storage of entities and relations
03Flexible text search with fuzzy matching
04Context-optimized for LLM efficiency
05Knowledge graph management
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
mcp-memory-libsql logomcp-memory-libsql
↳Provide persistent memory for LLM applications
↳Manage knowledge graphs for context-aware AI
↳Enhance retrieval-augmented generation (RAG) pipelines
FAQ

FAQ

What is the difference between MemoryPilot and mcp-memory-libsql?
Both MemoryPilot and mcp-memory-libsql are in the RAG / Knowledge Base category. MemoryPilot has 18 stars, while mcp-memory-libsql has 87 stars.
Which is better, MemoryPilot or mcp-memory-libsql?
The best choice depends on your use case. Choose MemoryPilot if Persistent memory for AI coding assistants across sessions, and mcp-memory-libsql if Provide persistent memory for LLM applications.
Is MemoryPilot free or open source?
Yes, MemoryPilot is open source on GitHub (NOASSERTION).
Is mcp-memory-libsql free or open source?
Yes, mcp-memory-libsql is open source on GitHub (MIT).
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