AgentIndex icon
AgentIndex
sqlite-memory-mcp logo
sqlite-memory-mcp
★ 18
vs
celiums-memory logo
celiums-memory
★ 23

sqlite-memory-mcp vs celiums-memory

sqlite-memory-mcp: SQLite Memory MCP Server provides a governed, local-first cross-agent memory solution for coding agents, built on SQLite. It features provenance-rich knowledge graphs, hybrid retrieval, and reviewable promotion workflows for robust, shared context across multiple AI agents.; celiums-memory: Celiums Memory is a cognitive memory engine designed to be embedded within other software like agents and assistants, providing persistent memory, journaling, and an auditable ethics engine. It speaks the Model Context Protocol (MCP) to offer these advanced cognitive capabilities without requiring developers to build them from scratch.

01

TL;DR

sqlite-memory-mcp logo
sqlite-memory-mcpMemory & Context · ★ 18

Providing governed, shared memory for AI coding agents and LLMs to collaborate effectively on complex projects.

Read sqlite-memory-mcp full review →
celiums-memory logo
celiums-memoryMemory & Context · ★ 23

Embedding into AI agents and assistants to provide persistent memory and context

Read celiums-memory full review →
02

Side-by-Side Comparison

Field
sqlite-memory-mcp logosqlite-memory-mcp
celiums-memory logoceliums-memory
Category
Memory & Context
Memory & Context
Stars
★ 18
★ 23
License
MIT
Apache-2.0
Install Command
git clone https://github.com/RMANOV/sqlite-memory-mcp.git && cd sqlite-memory-mcp && pip install -e .
git clone https://github.com/terrizoaguimor/celiums-memory.git && cd celiums-memory && cp .env.example .env && pnpm docker:up
Updated
5d ago
2mo ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
SQLite, Agent Memory, Knowledge Graph
Cognitive Memory Engine, Agent Memory, Journaling
03

Features

sqlite-memory-mcp logosqlite-memory-mcp
01WAL mode for 10+ concurrent sessions without file locking conflicts, ensuring high availability and performance.
02Hybrid retrieval combining BM25/FTS5 keyword search with optional semantic (sqlite-vec) results using Reciprocal Rank Fusion.
03Provenance tracking and approval-aware promotion of candidate claims to canonical facts through a human or policy-gated review process.
04Cross-machine synchronization of shared entities across multiple devices via a private Git repository for consistent knowledge across workflows.
05Built-in structured task management functionality, including Kanban board generation, and session tracking for context continuity across restarts.
celiums-memory logoceliums-memory
01Cognitive Memory with Hybrid Retrieval (vector + full-text + affective/PAD resonance)
02Append-Only Hash-Chained First-Person Agent Journal
03Auditable 4-Layer Ethics Engine for moral evaluation
04Per-User Biological Clock modulating arousal and recall
05Flexible Storage Adapters (SQLite for local/embedded, Postgres+Qdrant+Valkey for clustered)
04

Use Cases

sqlite-memory-mcp logosqlite-memory-mcp
↳Providing governed, shared memory for AI coding agents and LLMs to collaborate effectively on complex projects.
↳Deploying agent memory solutions in privacy-first, offline, or embedded environments, including highly regulated sectors (e.g., finance, healthcare).
↳Coordinating complex, multi-agent workflows (e.g., conductor, executor, devil's advocate) with explicit debate protocols and knowledge consolidation.
↳Local-first knowledge management for individual developers or small teams needing zero-configuration data persistence and fast search capabilities.
celiums-memory logoceliums-memory
↳Embedding into AI agents and assistants to provide persistent memory and context
↳Implementing auditable ethical guidance and decision-making for AI systems
↳Developing applications requiring first-person journaling and causal chain tracking for agents
↳Building scalable knowledge bases with hybrid retrieval capabilities for AI applications
↳Integrating advanced cognitive functions into any MCP-compatible client or custom software
FAQ

FAQ

What is the difference between sqlite-memory-mcp and celiums-memory?
Both sqlite-memory-mcp and celiums-memory are in the Memory & Context category. sqlite-memory-mcp has 18 stars, while celiums-memory has 23 stars.
Which is better, sqlite-memory-mcp or celiums-memory?
The best choice depends on your use case. Choose sqlite-memory-mcp if Providing governed, shared memory for AI coding agents and LLMs to collaborate effectively on complex projects., and celiums-memory if Embedding into AI agents and assistants to provide persistent memory and context.
Is sqlite-memory-mcp free or open source?
Yes, sqlite-memory-mcp is open source on GitHub (MIT).
Is celiums-memory free or open source?
Yes, celiums-memory is open source on GitHub (Apache-2.0).
Cloud Infrastructure
Ad

Deploy on DigitalOcean

Host your MCP servers, Docker containers, and AI agents with $200 free credit over 60 days.

Claim $200 Free Credit
→

Related

Alternatives to sqlite-memory-mcp →Alternatives to celiums-memory →sqlite-memory-mcp details →celiums-memory details →