RRepoGEO

REPOGEO REPORT · LITE

VRSEN/agency-swarm

Default branch main · commit 32bca5e4 · scanned 5/9/2026, 7:51:26 AM

GitHub: 4,330 stars · 1,039 forks

AI VISIBILITY SCORE
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 VRSEN/agency-swarm, 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
  • hightopics#1
    Add specific topics for multi-agent orchestration

    Why:

    COPY-PASTE FIX
    ai-agents, multi-agent-system, agent-orchestration, openai-agents, ai-framework, agent-swarm, generative-ai
  • highreadme#2
    Reposition README overview to emphasize unique value proposition

    Why:

    CURRENT
    The **Agency Swarm** is a framework for building multi-agent applications. It leverages and extends the OpenAI Agents SDK, providing specialized features for creating, orchestrating, and managing collaborative swarms of AI agents.
    COPY-PASTE FIX
    The **Agency Swarm** is a robust framework for building and orchestrating multi-agent applications, uniquely designed around real-world organizational structures to simplify the creation and management of collaborative AI agent swarms. It extends the OpenAI Agents SDK with specialized features for defining distinct roles, managing complex workflows, and ensuring precise agent behavior.
  • mediumcomparison#3
    Add a 'Why Agency Swarm?' or 'Comparison' section to README

    Why:

    COPY-PASTE FIX
    ## Why Agency Swarm?
While frameworks like LangChain, AutoGen, and CrewAI provide foundational tools for AI agents, Agency Swarm focuses specifically on orchestrating complex multi-agent systems with defined organizational structures and roles. We provide a higher-level abstraction for building collaborative AI agencies, leveraging and extending the OpenAI Agents SDK for precise control over agent behavior and workflows.

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 VRSEN/agency-swarm
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. AutoGen · recommended 2×
  4. CrewAI · recommended 2×
  5. Haystack · recommended 2×
  • CATEGORY QUERY
    How can I build applications requiring multiple AI agents to collaborate effectively?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGen
    4. CrewAI
    5. Haystack
    6. Mirascope

    AI recommended 6 alternatives but never named VRSEN/agency-swarm. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are frameworks for orchestrating AI agents with defined roles and organizational structures?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. Haystack
    5. LlamaIndex
    6. Open Interpreter
    7. Semantic Kernel

    AI recommended 7 alternatives but never named VRSEN/agency-swarm. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 VRSEN/agency-swarm?
    pass
    AI did not name VRSEN/agency-swarm — 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?

  • If a team adopts VRSEN/agency-swarm in production, what risks or prerequisites should they evaluate first?
    pass
    AI named VRSEN/agency-swarm 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 VRSEN/agency-swarm solve, and who is the primary audience?
    pass
    AI named VRSEN/agency-swarm explicitly

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

Embed your GEO score

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MARKDOWN (README)
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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite