RRepoGEO

REPOGEO REPORT · LITE

strands-agents/harness-sdk

Default branch main · commit 0e0035fb · scanned 6/4/2026, 7:12:04 AM

GitHub: 6,012 stars · 862 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/harness-sdk, 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
    Clarify "Harness Inc." naming confusion in README

    Why:

    COPY-PASTE FIX
    Add this line near the top of your README: "Note: This SDK is developed by Strands Agents and is not affiliated with Harness Inc."
  • highreadme#2
    Strengthen README's opening statement to highlight core differentiator

    Why:

    CURRENT
    Strands Agents is a simple yet powerful SDK that takes a model-driven approach to building and running AI agents.
    COPY-PASTE FIX
    Strands Agents is a simple yet powerful SDK for building, simulating, orchestrating, and robustly testing multi-agent AI systems with a model-driven approach.
  • mediumabout#3
    Refine repository description to emphasize multi-agent system capabilities

    Why:

    CURRENT
    A model-driven approach to building AI agents in just a few lines of code.
    COPY-PASTE FIX
    A model-driven SDK for building, simulating, and orchestrating multi-agent AI systems with robust testing capabilities.

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/harness-sdk
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. CrewAI · recommended 2×
  4. Haystack · recommended 2×
  5. AutoGPT · recommended 1×
  • CATEGORY QUERY
    How to quickly build autonomous AI agents with a model-driven approach in Python?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. CrewAI
    4. AutoGPT
    5. Haystack
    6. Transformers Agents

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

    Show full AI answer
  • CATEGORY QUERY
    What are the best Python frameworks for developing multi-agent systems using various LLM providers?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGen
    4. Haystack
    5. CrewAI
    6. Marvin

    AI recommended 6 alternatives but never named strands-agents/harness-sdk. 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/harness-sdk?
    pass
    AI named strands-agents/harness-sdk 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/harness-sdk in production, what risks or prerequisites should they evaluate first?
    pass
    AI named strands-agents/harness-sdk 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/harness-sdk solve, and who is the primary audience?
    pass
    AI named strands-agents/harness-sdk 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/harness-sdk — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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