REPOGEO REPORT · LITE

Shichun-Liu/Agent-Memory-Paper-List

Default branch main · commit 4b451283 · scanned 6/19/2026, 4:57:32 AM

GitHub: 2,164 stars · 104 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE

27 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

2 pass · 0 warn · 0 fail

Objective metadata checks

AI knows your name

1 / 3

Direct prompts that named your repo

HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface Shichun-Liu/Agent-Memory-Paper-List, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION

highreadme#1

Reposition the README's opening to clarify the repo's purpose as a curated paper list

Why:

CURRENT

## 👋 Introduction

Memory serves as the cornerstone of foundation model-based agents...

COPY-PASTE FIX

## 👋 Introduction

This repository serves as the official, continuously updated paper list accompanying our survey, 'Memory in the Age of AI Agents: A Survey'. Memory serves as the cornerstone of foundation model-based agents...

mediumtopics#2
Add more specific topics to clarify the repository's format
Why:
CURRENT
```
agent, memory
```
COPY-PASTE FIX
```
agent, memory, paper-list, survey, ai-agents, research-papers
```

lowreadme#3

Highlight the unique organization and value of the paper list

Why:

COPY-PASTE FIX

Add the following sentence to the 'Introduction' section: 'This curated list uniquely organizes papers according to a unified taxonomy of forms, functions, and dynamics, offering a structured overview of agent memory research beyond what general search engines provide.'

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall

0 / 2

0% of queries surface Shichun-Liu/Agent-Memory-Paper-List

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

arXiv.org

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

arXiv.org · recommended 1×
Google Scholar · recommended 1×
ACM Digital Library · recommended 1×
IEEE Xplore Digital Library · recommended 1×
Semantic Scholar · recommended 1×

CATEGORY QUERY
Where can I find a comprehensive survey of recent advancements in AI agent memory systems?
you: not recommended
AI recommended (in order):
1. arXiv.org
2. Google Scholar
3. ACM Digital Library
4. IEEE Xplore Digital Library
5. Semantic Scholar
6. Distill.pub
7. OpenReview.net
8. Medium
9. Towards Data Science
10. Analytics Vidhya
AI recommended 10 alternatives but never named Shichun-Liu/Agent-Memory-Paper-List. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are the key research papers for implementing advanced memory mechanisms in autonomous AI agents?
you: not recommended
AI recommended (in order):
1. Neural Turing Machines
2. Differentiable Neural Computers
3. End-To-End Memory Networks
4. Transformer architecture
5. Dynamic Memory Networks
6. Retrieval-Augmented Generation
7. Recurrent Neural Networks with External Memory
AI recommended 7 alternatives but never named Shichun-Liu/Agent-Memory-Paper-List. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
pass
README presence
pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

Compared to common alternatives in this category, what is the core differentiator of Shichun-Liu/Agent-Memory-Paper-List?
pass
AI did not name Shichun-Liu/Agent-Memory-Paper-List — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts Shichun-Liu/Agent-Memory-Paper-List in production, what risks or prerequisites should they evaluate first?
pass
AI named Shichun-Liu/Agent-Memory-Paper-List explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
In one sentence, what problem does the repo Shichun-Liu/Agent-Memory-Paper-List solve, and who is the primary audience?
pass
AI did not name Shichun-Liu/Agent-Memory-Paper-List — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of Shichun-Liu/Agent-Memory-Paper-List. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/Shichun-Liu/Agent-Memory-Paper-List.svg)](https://repogeo.com/en/r/Shichun-Liu/Agent-Memory-Paper-List)

HTML

<a href="https://repogeo.com/en/r/Shichun-Liu/Agent-Memory-Paper-List"><img src="https://repogeo.com/badge/Shichun-Liu/Agent-Memory-Paper-List.svg" alt="RepoGEO" /></a>

Pro

Subscribe to Pro for deep diagnoses

Shichun-Liu/Agent-Memory-Paper-List — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite