REPOGEO REPORT · LITE

polyuiislab/infiAgent

Default branch main · commit ac97e466 · scanned 6/29/2026, 3:51:47 PM

GitHub: 1,180 stars · 51 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

35 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

1 pass · 1 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 polyuiislab/infiAgent, 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's opening to explicitly state purpose

Why:

CURRENT

<h1>MLA V3 - Build Domain-Specific SOTA-Level AI Agents</h1>
<p>



</p>
<p>
<a href="README.md">English</a> | <a href="README_CN.md">简体中文</a>
</p>
</div>

## 🌟 Introduction

**infiAgent Also called MLA (Multi-Level Agent)** is an agent framework designed for **unlimited runtime** without tool calling chaos or system crashes caused by cumulative task resources and conversation history.

COPY-PASTE FIX

<h1>infiAgent (MLA V3) - The Framework for Long-Running, Complex AI Agents</h1>
<p>Build your own Cowork, AI Scientist, and other SOTA Agents for infinite-horizon tasks, configured via simple files.</p>
<p>
<a href="README.md">English</a> | <a href="README_CN.md">简体中文</a>
</p>
</div>

## 🌟 Introduction

**infiAgent Also called MLA (Multi-Level Agent)** is an agent framework designed for **unlimited runtime** without tool calling chaos or system crashes caused by cumulative task resources and conversation history.

mediumtopics#2

Add more specific topics for AI agent capabilities

Why:

CURRENT

agent, framework, sdk, sdk-python

COPY-PASTE FIX

ai-agent, agent-framework, multi-level-agent, long-running-ai, infinite-horizon, python-agent

lowhomepage#3
Add a project homepage URL
Why:
COPY-PASTE FIX
```
A URL pointing to the project's official website or documentation.
```

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 polyuiislab/infiAgent

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

LangChain

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

LangChain · recommended 2×
LlamaIndex · recommended 2×
Haystack · recommended 2×
CrewAI · recommended 2×
AutoGPT · recommended 1×

CATEGORY QUERY
How can I build an AI agent framework for long-running, complex tasks with easy configuration?
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. Haystack
4. AutoGPT
5. CrewAI
6. Microsoft Semantic Kernel
AI recommended 6 alternatives but never named polyuiislab/infiAgent. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking a Python framework for building robust, multi-level AI agents that handle continuous, extended operations.
you: not recommended
AI recommended (in order):
1. LangChain
2. CrewAI
3. AutoGen
4. LlamaIndex
5. Haystack
AI recommended 5 alternatives but never named polyuiislab/infiAgent. This is the gap to close.
Show full AI answer

Objective checks

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

Metadata completeness
warn
Suggestion:
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 polyuiislab/infiAgent?
pass
AI named polyuiislab/infiAgent explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts polyuiislab/infiAgent in production, what risks or prerequisites should they evaluate first?
pass
AI named polyuiislab/infiAgent 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 polyuiislab/infiAgent solve, and who is the primary audience?
pass
AI named polyuiislab/infiAgent explicitly
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 polyuiislab/infiAgent. 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/polyuiislab/infiAgent.svg)](https://repogeo.com/en/r/polyuiislab/infiAgent)

HTML

<a href="https://repogeo.com/en/r/polyuiislab/infiAgent"><img src="https://repogeo.com/badge/polyuiislab/infiAgent.svg" alt="RepoGEO" /></a>

Pro

Subscribe to Pro for deep diagnoses

polyuiislab/infiAgent — 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