RRepoGEO

REPOGEO REPORT · LITE

openswarm-ai/openswarm

Default branch main · commit d798b611 · scanned 6/8/2026, 9:57:04 PM

GitHub: 693 stars · 152 forks

AI VISIBILITY SCORE
35 /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
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 openswarm-ai/openswarm, 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
    Reposition the README's opening paragraph to clearly state its role as a local AI agent swarm management dashboard.

    Why:

    CURRENT
    An Army of AI Agents at Your Fingertips
A locally-running orchestrator for managing multiple agents in parallel.
Launch, monitor, and coordinate entire swarms of coding agents from a single interface.
    COPY-PASTE FIX
    An Army of AI Agents at Your Fingertips
Your local mission control for managing, monitoring, and coordinating entire swarms of AI agents in parallel. Launch, monitor, and interact with coding agents from a single, visual dashboard, all running 100% locally.
  • hightopics#2
    Add relevant topics to the repository.

    Why:

    COPY-PASTE FIX
    ai-agents, multi-agent-systems, agent-orchestration, local-ai, swarm-intelligence, ai-dashboard, developer-tools
  • mediumabout#3
    Enhance the repository description to highlight the unified management and local control.

    Why:

    CURRENT
    Your mission control center for a swarm of Ai agents.
    COPY-PASTE FIX
    Your local mission control center for a swarm of AI agents, offering a unified interface to launch, monitor, and approve actions across multiple agents concurrently.

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 openswarm-ai/openswarm
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Apache Airflow
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Apache Airflow · recommended 2×
  2. Prefect · recommended 2×
  3. Kubernetes · recommended 1×
  4. MLflow · recommended 1×
  5. Ray · recommended 1×
  • CATEGORY QUERY
    How can I efficiently orchestrate and monitor several AI agents working on different tasks?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. MLflow
    3. Apache Airflow
    4. Ray
    5. Prefect
    6. AWS Step Functions
    7. Azure Logic Apps
    8. Google Cloud Workflows
    9. Metaflow

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

    Show full AI answer
  • CATEGORY QUERY
    What tools help manage and approve actions for multiple local AI agents concurrently?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. OpenAI Assistants API
    3. LiteLLM
    4. LocalAI
    5. Haystack
    6. Autogen
    7. Prefect
    8. Apache Airflow
    9. FastAPI
    10. Flask

    AI recommended 10 alternatives but never named openswarm-ai/openswarm. 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 openswarm-ai/openswarm?
    pass
    AI named openswarm-ai/openswarm explicitly

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

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

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

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