RRepoGEO

REPOGEO REPORT · LITE

strands-agents/samples

Default branch main · commit 02b5cba5 · scanned 6/7/2026, 2:57:58 PM

GitHub: 780 stars · 412 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 strands-agents/samples, 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 introduction to highlight framework capabilities

    Why:

    CURRENT
    Welcome to the Strands Agents Samples repository! Explore easy-to-use examples to get started with Strands Agents.
    COPY-PASTE FIX
    Welcome to the Strands Agents Samples repository! Explore easy-to-use examples that demonstrate how the Strands Agents SDK simplifies building autonomous and multi-agent AI systems with large language models in Python.
  • mediumabout#2
    Enhance repository description to be benefit-oriented

    Why:

    CURRENT
    Agent samples built using the Strands Agents SDK.
    COPY-PASTE FIX
    Practical examples showcasing how to develop autonomous and multi-agent AI systems using the Strands Agents SDK with large language models in Python.
  • mediumreadme#3
    Add a 'Get Started with Strands Agents SDK' section

    Why:

    COPY-PASTE FIX
    ## Get Started with Strands Agents SDK

To begin building your own AI agents, explore the Strands Agents SDK. Visit the [Python SDK repository](https://github.com/strands-agents/sdk-python) or the [TypeScript SDK repository](https://github.com/strands-agents/sdk-typescript) for installation instructions and comprehensive 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 strands-agents/samples
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. CrewAI · recommended 1×
  4. AutoGen · recommended 1×
  5. Haystack · recommended 1×
  • CATEGORY QUERY
    How can I quickly develop autonomous AI agents using large language models in Python?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. CrewAI
    4. AutoGen
    5. Haystack
    6. Transformers Agents

    AI recommended 6 alternatives but never named strands-agents/samples. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What frameworks simplify creating and managing complex multi-agent AI systems with different models?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. AutoGen (microsoft/autogen)
    3. CrewAI (joaomdmoura/crewai)
    4. Haystack (deepset-ai/haystack)
    5. LlamaIndex (run-llama/llama_index)
    6. AgentVerse (OpenBMB/AgentVerse)

    AI recommended 6 alternatives but never named strands-agents/samples. 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/samples?
    pass
    AI named strands-agents/samples 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/samples in production, what risks or prerequisites should they evaluate first?
    pass
    AI named strands-agents/samples 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/samples solve, and who is the primary audience?
    pass
    AI named strands-agents/samples explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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strands-agents/samples — 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