RRepoGEO

REPOGEO REPORT · LITE

2aronS/Duel-Agents

Default branch main · commit 6e58f399 · scanned 6/8/2026, 3:21:55 AM

GitHub: 739 stars · 19 forks

AI VISIBILITY SCORE
33 /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
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 2aronS/Duel-Agents, 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
    Clarify the README's opening statement to emphasize LLM routing and cost optimization

    Why:

    CURRENT
    # Duel Agents

**Use, extend, and ship with Duel Agents**: the IDE-native routing layer that runs prompts against multiple models and picks the cheapest answer that still wins.
    COPY-PASTE FIX
    # Duel Agents: The LLM Routing Layer for Cost-Optimized Multi-Model AI

**Use, extend, and ship with Duel Agents**: the IDE-native routing layer that runs prompts against multiple models and picks the cheapest answer that still wins, helping you reduce costs and improve efficiency when using multiple LLM providers.
  • mediumtopics#2
    Add specific topics for LLM routing and cost optimization

    Why:

    CURRENT
    ai-agents, anthropic, claude-code, cli, cursor, duel-agents, llm, npm, openai-compatible, openclaw, sdk, typescript
    COPY-PASTE FIX
    ai-agents, anthropic, claude-code, cli, cursor, duel-agents, llm, npm, openai-compatible, openclaw, sdk, typescript, llm-routing, cost-optimization, multi-llm, api-gateway
  • lowabout#3
    Update the repository description to clearly state its purpose

    Why:

    CURRENT
    CLI, SDK, and IDE plugins for Duel Agents
    COPY-PASTE FIX
    An IDE-native routing layer and SDK for managing LLM requests across multiple models, optimizing for cost and performance.

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 2aronS/Duel-Agents
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LiteLLM
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LiteLLM · recommended 2×
  2. LangChain · recommended 2×
  3. LlamaIndex · recommended 2×
  4. Portkey.ai · recommended 2×
  5. OpenRouter.ai · recommended 1×
  • CATEGORY QUERY
    How to reduce costs and improve efficiency when using multiple LLM providers?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. LangChain
    3. LlamaIndex
    4. OpenRouter.ai
    5. Portkey.ai
    6. Helicone.ai
    7. PromptLayer
    8. FastAPI
    9. Flask

    AI recommended 9 alternatives but never named 2aronS/Duel-Agents. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an SDK to manage and route LLM requests across different models.
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. LangChain
    3. LlamaIndex
    4. OpenAI Python Library
    5. Vellum
    6. Portkey.ai

    AI recommended 6 alternatives but never named 2aronS/Duel-Agents. 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 2aronS/Duel-Agents?
    pass
    AI named 2aronS/Duel-Agents explicitly

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

  • If a team adopts 2aronS/Duel-Agents in production, what risks or prerequisites should they evaluate first?
    pass
    AI named 2aronS/Duel-Agents 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 2aronS/Duel-Agents solve, and who is the primary audience?
    pass
    AI did not name 2aronS/Duel-Agents — 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?

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2aronS/Duel-Agents — 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