AgentIndex icon
AgentIndex
compass logo
compass
★ 73
vs
mcp-memory-libsql logo
mcp-memory-libsql
★ 87

compass vs mcp-memory-libsql

compass: Compass is a context engine that builds a temporal knowledge graph connecting entities, relationships, and documents across systems. It provides AI-native capabilities, hybrid search, impact analysis, and an open type system. It can be used to query and traverse organizational knowledge for humans and AI agents.; 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

compass logo
compassRAG / Knowledge Base · ★ 73

Search across organizational systems for entities and relationships

Read compass full review →
mcp-memory-libsql logo
mcp-memory-libsqlRAG / Knowledge Base · ★ 87

Provide persistent memory for LLM applications

Read mcp-memory-libsql full review →
02

Side-by-Side Comparison

Field
compass logocompass
mcp-memory-libsql logomcp-memory-libsql
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 73
★ 87
License
Apache-2.0
MIT
Install Command
git clone https://github.com/raystack/compass.git && cd compass && make
npx -y mcp-memory-libsql
Updated
6mo ago
1d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
ai-agents, context-engine, context-engineering
ai-tools, embeddings, knowledge-graph
03

Features

compass logocompass
01AI-Native: Composable MCP tools for AI agent interaction
02Knowledge Graph: Typed, directed, temporal relationships
03Context Assembly: Multi-hop bidirectional traversal
04Impact Analysis: Blast radius analysis
05Hybrid Search: Keyword and semantic search
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

compass logocompass
↳Search across organizational systems for entities and relationships
↳Explore context and dependencies around any entity
↳Analyze impact of changes across systems
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 compass and mcp-memory-libsql?
Both compass and mcp-memory-libsql are in the RAG / Knowledge Base category. compass has 73 stars, while mcp-memory-libsql has 87 stars.
Which is better, compass or mcp-memory-libsql?
The best choice depends on your use case. Choose compass if Search across organizational systems for entities and relationships, and mcp-memory-libsql if Provide persistent memory for LLM applications.
Is compass free or open source?
Yes, compass is open source on GitHub (Apache-2.0).
Is mcp-memory-libsql free or open source?
Yes, mcp-memory-libsql is open source on GitHub (MIT).
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Related

Alternatives to compass →Alternatives to mcp-memory-libsql →compass details →mcp-memory-libsql details →