RRepoGEO

REPOGEO REPORT · LITE

desplega-ai/agent-swarm

Default branch main · commit 43964d28 · scanned 6/12/2026, 8:46:58 AM

GitHub: 520 stars · 57 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 desplega-ai/agent-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
  • highreadme#1
    Add an explicit statement about enterprise workflow automation to the README's introduction.

    Why:

    CURRENT
    The current README intro focuses on "AI Native company" and "Compounding Intelligence Layer."
    COPY-PASTE FIX
    Add the sentence: "It is specifically designed for automating complex enterprise workflows through intelligent, continuously learning AI agents." right after the main descriptive paragraph starting with "Agent Swarm is your Company's Compounding Intelligence Layer."
  • mediumtopics#2
    Expand repository topics to include enterprise AI and workflow automation terms.

    Why:

    CURRENT
    ai-agents, claude, claude-code, swarm
    COPY-PASTE FIX
    ai-agents, claude, claude-code, swarm, enterprise-ai, workflow-automation, multi-agent-systems, ai-orchestration, production-ai
  • lowabout#3
    Update the repository description for clarity on enterprise use.

    Why:

    CURRENT
    Intelligence that compounds. Every single day.
    COPY-PASTE FIX
    A production-grade engine for building and orchestrating compounding AI agent systems for enterprise workflow automation.

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 desplega-ai/agent-swarm
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ray-project/ray
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ray-project/ray · recommended 2×
  2. LangChain · recommended 1×
  3. Microsoft Semantic Kernel · recommended 1×
  4. LlamaIndex · recommended 1×
  5. Apache Airflow · recommended 1×
  • CATEGORY QUERY
    How can I build an AI agent system for automating enterprise workflows?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Microsoft Semantic Kernel
    3. LlamaIndex
    4. Apache Airflow
    5. Zapier
    6. Make
    7. OpenAI API
    8. Anthropic Claude
    9. Google Gemini

    AI recommended 9 alternatives but never named desplega-ai/agent-swarm. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Frameworks for creating collaborative AI agents that continuously learn and improve?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Gym (openai/gym)
    2. Baselines (openai/baselines)
    3. RLlib (ray-project/ray)
    4. Ray (ray-project/ray)
    5. PettingZoo (Farama-Foundation/PettingZoo)
    6. Acme (deepmind/acme)
    7. MASON
    8. NetLogo
    9. Unity ML-Agents (Unity-Technologies/ml-agents)

    AI recommended 9 alternatives but never named desplega-ai/agent-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
    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 desplega-ai/agent-swarm?
    pass
    AI named desplega-ai/agent-swarm explicitly

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

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

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

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desplega-ai/agent-swarm — 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