REPOGEO REPORT · LITE

strands-agents/sdk-python

Default branch main · commit 6960e81b · scanned 6/27/2026, 1:06:36 AM

GitHub: 6,296 stars · 911 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)

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

AI VISIBILITY SCORE

33 /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

2 / 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 strands-agents/sdk-python, 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 clear, concise purpose statement to the README's introduction

Why:

CURRENT

The README's initial structure has `<h1>Strands Agents</h1>` followed by `<h2>A model-driven approach to building AI agents in just a few lines of code.</h2>`

COPY-PASTE FIX

Add a line immediately after the `h2` (or integrate into the first paragraph) that explicitly states: 'An open-source SDK for building and controlling production AI agents in Python & TypeScript.'

mediumcomparison#2

Create a comparison section in the README

Why:

COPY-PASTE FIX

Add a new section to the README, e.g., 'Strands Agents SDK vs. Other Frameworks', that explains how it differs from general-purpose agent frameworks like LangChain, LlamaIndex, and CrewAI, emphasizing its platform-driven approach for production AI agents.

lowreadme#3

Increase explicit mentions of 'Strands Agents SDK' in the README

Why:

CURRENT

The README excerpt primarily uses 'Strands Agents'.

COPY-PASTE FIX

Modify the first sentence of the README to explicitly include 'Strands Agents SDK' (e.g., 'Strands Agents SDK is a simple yet powerful SDK...') and ensure the full name is used occasionally throughout the document.

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 strands-agents/sdk-python

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

LangChain

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

LangChain · recommended 1×
LlamaIndex · recommended 1×
Haystack · recommended 1×
CrewAI · recommended 1×
AutoGen · recommended 1×

CATEGORY QUERY
Looking for a Python SDK to develop and manage production-ready AI agents efficiently.
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. Haystack
4. CrewAI
5. AutoGen
6. Guidance
7. Open Interpreter
AI recommended 7 alternatives but never named strands-agents/sdk-python. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are the best open-source frameworks for building and controlling autonomous multi-agent systems?
you: not recommended
AI recommended (in order):
1. ROS (Robot Operating System)
2. ROS 2
3. Mesa (projectmesa/mesa)
4. NetLogo (NetLogo/NetLogo)
5. SPADE (Smart Python multi-Agent Development Environment) (spade-foundation/spade)
6. JaCaMo (Jason, CArtAgO, Moise) (jacamo-lang/jacamo)
7. GAMA (Generalized Agent-based Modeling Architecture) (gama-platform/gama)
AI recommended 7 alternatives but never named strands-agents/sdk-python. 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 strands-agents/sdk-python?
pass
AI named strands-agents/sdk-python explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts strands-agents/sdk-python in production, what risks or prerequisites should they evaluate first?
pass
AI named strands-agents/sdk-python 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 strands-agents/sdk-python solve, and who is the primary audience?
pass
AI did not name strands-agents/sdk-python — 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?

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MARKDOWN (README)

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HTML

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