RRepoGEO

REPOGEO REPORT · LITE

VRSEN/agency-swarm-lab

Default branch main · commit 81552740 · scanned 6/11/2026, 10:37:38 AM

GitHub: 628 stars · 276 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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-lab, 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
  • highabout#1
    Add a concise repository description

    Why:

    COPY-PASTE FIX
    A collection of practical examples and experimental multi-agent AI systems built with the Agency Swarm framework, designed for learning and rapid prototyping.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    multi-agent-systems, ai-agents, agency-swarm, openai-api, ai-development, examples, lab, prototyping
  • highreadme#3
    Refine the README's opening sentence for clearer positioning

    Why:

    CURRENT
    Welcome to the Agency Swarm Lab repository! This is a collaborative space where we showcase the incredible capabilities of custom AI agent teams developed using the Agency Swarm framework.
    COPY-PASTE FIX
    Welcome to the Agency Swarm Lab repository! This is a collaborative space showcasing practical examples and experimental multi-agent AI systems built using the Agency Swarm framework, designed for learning and rapid prototyping.

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-lab
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. AutoGen · recommended 2×
  3. CrewAI · recommended 2×
  4. LlamaIndex · recommended 2×
  5. Haystack · recommended 2×
  • CATEGORY QUERY
    How can I develop and deploy custom AI agent teams for complex tasks?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. LlamaIndex
    5. Haystack
    6. OpenAI Assistants API
    7. BabyAGI / Auto-GPT

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

    Show full AI answer
  • CATEGORY QUERY
    What frameworks exist for orchestrating multiple AI agents to collaborate on projects?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. Haystack
    5. LlamaIndex
    6. OpenAI Assistants API

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

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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-lab?
    pass
    AI did not name VRSEN/agency-swarm-lab — 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-lab in production, what risks or prerequisites should they evaluate first?
    pass
    AI named VRSEN/agency-swarm-lab 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-lab solve, and who is the primary audience?
    pass
    AI named VRSEN/agency-swarm-lab explicitly

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

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VRSEN/agency-swarm-lab — 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