RRepoGEO

REPOGEO REPORT · LITE

unohee/OpenSwarm

Default branch main · commit 583654b7 · scanned 6/1/2026, 8:07:09 AM

GitHub: 799 stars · 140 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 unohee/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 README opening to clarify identity and core purpose

    Why:

    CURRENT
    > Autonomous AI agent orchestrator — Claude, GPT, Codex, and local models (Ollama/LMStudio/llama.cpp)
    COPY-PASTE FIX
    > OpenSwarm is an actively maintained TypeScript project that serves as an autonomous AI dev team orchestrator. It coordinates multiple AI agents to tackle software development tasks, from Linear issues to Discord reporting, leveraging Claude, GPT, Codex, and local models (Ollama/LMStudio/llama.cpp).
  • mediumtopics#2
    Refine topics to emphasize 'AI dev team' and 'orchestration'

    Why:

    CURRENT
    ai-agents, ai-coding, autonomous-agents, claude, claude-code, devops, discord-bot, linear, llm, multi-agent, orchestrator, pair-programming, typescript, vector-database
    COPY-PASTE FIX
    ai-agents, ai-coding, autonomous-agents, claude, claude-code, devops, discord-bot, linear, llm, multi-agent, orchestrator, pair-programming, typescript, vector-database, ai-dev-team, agent-orchestration, software-development-automation
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/unohee/OpenSwarm

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 unohee/OpenSwarm
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AutoGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AutoGPT · recommended 1×
  2. CrewAI · recommended 1×
  3. LangChain · recommended 1×
  4. Open Interpreter · recommended 1×
  5. Haystack · recommended 1×
  • CATEGORY QUERY
    How to orchestrate multiple AI agents for autonomous software development tasks?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. CrewAI
    3. LangChain
    4. Open Interpreter
    5. Haystack
    6. Microsoft AutoGen

    AI recommended 6 alternatives but never named unohee/OpenSwarm. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best tools for an AI agent team to automate coding with local models?
    you: not recommended
    AI recommended (in order):
    1. Ollama (ollama/ollama)
    2. LM Studio
    3. LocalAI (go-skynet/LocalAI)
    4. vLLM (vllm-project/vllm)
    5. Hugging Face Transformers (huggingface/transformers)
    6. LangChain (langchain-ai/langchain)
    7. LlamaIndex (run-llama/llama_index)
    8. Docker
    9. Kubernetes (kubernetes/kubernetes)

    AI recommended 9 alternatives but never named unohee/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 unohee/OpenSwarm?
    pass
    AI named unohee/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 unohee/OpenSwarm in production, what risks or prerequisites should they evaluate first?
    pass
    AI named unohee/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 unohee/OpenSwarm solve, and who is the primary audience?
    pass
    AI named unohee/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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unohee/OpenSwarm — 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