REPOGEO REPORT · LITE

tsinghua-fib-lab/AgentSociety

Default branch main · commit 26eb1d11 · scanned 5/28/2026, 11:16:48 AM

GitHub: 1,006 stars · 176 forks

AI VISIBILITY SCORE

40 /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

3 / 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 tsinghua-fib-lab/AgentSociety, 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 README opening to match description

Why:

CURRENT

AgentSociety is a framework for building LLM-based agent simulations in urban environments and research workflows.

COPY-PASTE FIX

AgentSociety 2 is a modern, LLM-native agent simulation platform designed for social science research and experimental design. It provides a flexible framework for creating and managing intelligent agents in simulated environments.

mediumtopics#2

Add specific topics for LLM agent simulation and social science research

Why:

CURRENT

agent, agent-based-modeling, agentsociety2, ai-assistants, ai-for-science, ai-social-scientist, harness-engineering, multi-agents, simulation, social-simulation

COPY-PASTE FIX

agent, agent-based-modeling, agentsociety2, ai-assistants, ai-for-science, ai-social-scientist, harness-engineering, multi-agents, simulation, social-simulation, llm-agents, social-science-research, experimental-design, agent-simulation-platform

lowreadme#3

Add a comparison section to differentiate from traditional ABM platforms

Why:

COPY-PASTE FIX

## Why AgentSociety? (LLM-Native Social Simulation)

AgentSociety is specifically designed for large-scale, LLM-driven generative agent simulations, focusing on emergent social behaviors and complex social phenomena. Unlike traditional agent-based modeling platforms (e.g., NetLogo, Mesa, AnyLogic) that often rely on rule-based or simpler cognitive models, AgentSociety leverages the advanced reasoning and natural language capabilities of Large Language Models to create more nuanced and human-like agent interactions, making it ideal for social science research and experimental design.

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 tsinghua-fib-lab/AgentSociety

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

OpenAI GPT-4

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

OpenAI GPT-4 · recommended 1×
Anthropic Claude · recommended 1×
Llama 3 · recommended 1×
Mistral Large / Mixtral 8x7B · recommended 1×
LangChain · recommended 1×

CATEGORY QUERY
How can I simulate complex social interactions using large language models for social science research?
you: not recommended
AI recommended (in order):
1. OpenAI GPT-4
2. Anthropic Claude
3. Llama 3
4. Mistral Large / Mixtral 8x7B
5. LangChain
6. LlamaIndex
7. AutoGen
8. CrewAI
AI recommended 8 alternatives but never named tsinghua-fib-lab/AgentSociety. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What platforms facilitate building and managing multi-agent simulations for experimental design?
you: not recommended
AI recommended (in order):
1. NetLogo
2. Mesa (projectmesa/mesa)
3. GAMA Platform (gama-platform/gama)
4. AnyLogic
5. Repast Simphony (Repast/RepastSimphony)
AI recommended 5 alternatives but never named tsinghua-fib-lab/AgentSociety. 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 tsinghua-fib-lab/AgentSociety?
pass
AI named tsinghua-fib-lab/AgentSociety explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts tsinghua-fib-lab/AgentSociety in production, what risks or prerequisites should they evaluate first?
pass
AI named tsinghua-fib-lab/AgentSociety 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 tsinghua-fib-lab/AgentSociety solve, and who is the primary audience?
pass
AI named tsinghua-fib-lab/AgentSociety explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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MARKDOWN (README)

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Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite