AI Agent Memory Systems LLM Tools
Memory infrastructure and storage layers purpose-built for AI agents, including vector/graph/relational backends, distributed in-memory stores, and cognitive recall systems. Does NOT include general databases, caching layers, or memory management for non-agent applications.
There are 25 ai agent memory systems tools tracked. The highest-rated is vibhanshu2001/memcloud at 37/100 with 12 stars and 10 monthly downloads.
Get all 25 projects as JSON
curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=llm-tools&subcategory=ai-agent-memory-systems&limit=20"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
| # | Tool | Score | Tier |
|---|---|---|---|
| 1 |
vibhanshu2001/memcloud
MemCloud is a distributed in-memory data store written in Rust. It allows... |
|
Emerging |
| 2 |
dhawalc/cortex-mem
AOMS — Always-On Memory Service. Persistent 4-tier memory for AI agents with... |
|
Emerging |
| 3 |
qntx/meme
Long term memory for AI agents. |
|
Experimental |
| 4 |
agentralabs/agentic-cognition
Longitudinal user modeling — living models of human consciousness for AI agents |
|
Experimental |
| 5 |
hbcaspa/projectSoul
Give your AI a soul. File-based consciousness with memory, heartbeat,... |
|
Experimental |
| 6 |
zvwgvx/polyverse-agent
A state-based autonomous agent framework. Crafting digital entities with... |
|
Experimental |
| 7 |
agentralabs/agentic-veritas
Intent compilation and uncertainty detection for AI agents — truth... |
|
Experimental |
| 8 |
agentralabs/agentic-evolve
Pattern library engine for AI agents — crystallizes verified code patterns... |
|
Experimental |
| 9 |
agentralabs/agentic-aegis
Streaming validation engine for AI agents — real-time code validation during... |
|
Experimental |
| 10 |
Syahirkafa/memcloud
☁️ Harness nearby devices to create a distributed in-memory data store,... |
|
Experimental |
| 11 |
K2-BoundaryArchitect/Reflex-Motor-DB
A deterministic reflex memory layer for stabilizing LLM execution. |
|
Experimental |
| 12 |
arieledesess/fastmem
⚡ Boost memory and string operations with fastmem, a high-performance x86_64... |
|
Experimental |
| 13 |
Dezz05/AuraSDK
Enable fast, local memory recall for AI agents using a lightweight,... |
|
Experimental |
| 14 |
laygonexe/llmrmgcore
🧠 Enhance AI memory with a Rust-based graph core for safe, debuggable, and... |
|
Experimental |
| 15 |
Colin4k1024/Aetheris-MemOS
Aetheris MemOS — The Memory Operating System for AI Agents. Adaptive,... |
|
Experimental |
| 16 |
rita-aga/umi
Memory for AI agents - entity extraction, dual retrieval, and evolution tracking |
|
Experimental |
| 17 |
Colin4k1024/adaptive-memory-system
Rust-based MemOS-compatible memory kernel with unified... |
|
Experimental |
| 18 |
daverage/tinyMem
Local, project-scoped memory system for LLMs with evidence-based truth... |
|
Experimental |
| 19 |
smafjal/neomemx
Neomemx is a high-performance, multi-tenant memory layer for AI agents build... |
|
Experimental |
| 20 |
EvezArt/metarom
MetaROM — emulator core runtime (.mrom package format). Arcade carts,... |
|
Experimental |
| 21 |
TelivANT/memoryos-rust
Production AI Memory OS: <10ms FAQ, 90% cost savings via smart routing,... |
|
Experimental |
| 22 |
gary322/agentic-auth
Agentic Auth: untrusted LLM agent auth boundary (MCP gateway + daemon),... |
|
Experimental |
| 23 |
diegopacheco/multi-agent-verse
multi-agent-verse: It's a self-contained system that spawn cli agents like:... |
|
Experimental |
| 24 |
YoKONCy/PEDSA-ST
PEDSA记忆引擎的酒馆插件版 |
|
Experimental |
| 25 |
moicsm/Android-Mem-Kit
🛠️ Enhance your Android tools with Rust's safety through `android-mem-kit`,... |
|
Experimental |