REPOGEO REPORT · LITE

2FastLabs/agent-squad

Default branch main · commit db10bf56 · scanned 6/18/2026, 8:26:46 AM

GitHub: 7,661 stars · 721 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

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 2FastLabs/agent-squad, 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

Add a 'Why Agent Squad?' section to the README

Why:

COPY-PASTE FIX

Add a new section, e.g., `## ✨ Why Agent Squad?` immediately after the introductory paragraphs, with content like: "Compared to alternatives like CrewAI and AutoGen, Agent Squad emphasizes a more opinionated, declarative approach to defining agents and tasks, coupled with robust orchestration capabilities and out-of-the-box enterprise-grade features such as observability and scalability."

mediumreadme#2

Reduce prominence of 'New Home' banner in README

Why:

CURRENT

<p align="center"><strong>📦 New Home:</strong> Agent Squad has moved! Previously hosted at <strong>awslabs/agent-squad</strong>, this project is now maintained at <strong>2fastlabs/agent-squad</strong>.<br>Please update your bookmarks, clone URLs, and dependencies accordingly.</p>

COPY-PASTE FIX

Move this information to a less prominent location, such as a dedicated 'Migration Notice' section further down the README, or condense it into a single line without large formatting.

lowreadme#3

Refine the README's opening description for stronger problem-solution alignment

Why:

CURRENT

<p align="center">Flexible, lightweight open-source framework for orchestrating multiple AI agents to handle complex conversations.</p>

COPY-PASTE FIX

<p align="center">A flexible, lightweight open-source framework for building robust systems that orchestrate multiple AI agents to handle complex conversations and dynamically route user queries.</p>

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 2FastLabs/agent-squad

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×
Microsoft Semantic Kernel · recommended 2×
Haystack · recommended 2×
CrewAI · recommended 1×

CATEGORY QUERY
How to build a system for orchestrating multiple AI agents to handle complex user interactions?
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. Microsoft Semantic Kernel
4. Haystack
5. CrewAI
6. AutoGen
AI recommended 6 alternatives but never named 2FastLabs/agent-squad. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What framework helps route user queries to the most appropriate AI agent dynamically?
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. Microsoft Semantic Kernel
4. Haystack
5. OpenAI Assistants API
AI recommended 5 alternatives but never named 2FastLabs/agent-squad. 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 2FastLabs/agent-squad?
pass
AI named 2FastLabs/agent-squad explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts 2FastLabs/agent-squad in production, what risks or prerequisites should they evaluate first?
pass
AI named 2FastLabs/agent-squad 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 2FastLabs/agent-squad solve, and who is the primary audience?
pass
AI named 2FastLabs/agent-squad explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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MARKDOWN (README)

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HTML

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2FastLabs/agent-squad — 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