RRepoGEO

REPOGEO REPORT · LITE

strands-agents/agent-sop

Default branch main · commit 0da00cf5 · scanned 6/30/2026, 3:11:53 PM

GitHub: 1,051 stars · 104 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
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/agent-sop, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • mediumtopics#1
    Expand GitHub topics to improve categorization

    Why:

    CURRENT
    strands-agents
    COPY-PASTE FIX
    strands-agents, ai-agents, agent-orchestration, workflow-automation, natural-language-processing, declarative-programming, standard-operating-procedures, llm-agents
  • lowreadme#2
    Add a 'Comparison' or 'Integration' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section (e.g., 'Agent SOPs in the AI Agent Ecosystem' or 'Comparison with Other Frameworks') to the README that briefly explains how Agent SOPs complement or provide a declarative layer for tools like LangChain, LlamaIndex, or CrewAI, rather than replacing them, highlighting its focus on structured workflow definition.

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/agent-sop
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. AutoGPT · recommended 2×
  4. Microsoft Semantic Kernel · recommended 1×
  5. CrewAI · recommended 1×
  • CATEGORY QUERY
    How to define multi-step AI agent workflows using natural language instructions?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. AutoGPT
    5. CrewAI
    6. OpenAI Assistants API

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

    Show full AI answer
  • CATEGORY QUERY
    Tool for building reliable AI agent behavior with consistent, structured natural language procedures?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. Mirasol
    5. AutoGPT

    AI recommended 5 alternatives but never named strands-agents/agent-sop. 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/agent-sop?
    pass
    AI named strands-agents/agent-sop 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/agent-sop in production, what risks or prerequisites should they evaluate first?
    pass
    AI named strands-agents/agent-sop 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/agent-sop solve, and who is the primary audience?
    pass
    AI named strands-agents/agent-sop 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/agent-sop — 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