RRepoGEO

REPOGEO REPORT · LITE

swapperfinance/swapper-toolkit

Default branch main · commit deb74c56 · scanned 6/16/2026, 5:08:11 PM

GitHub: 798 stars · 33 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 swapperfinance/swapper-toolkit, 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's opening to clarify its unique category for AI agents

    Why:

    CURRENT
    # Swapper AI Agent Toolkit
The payment layer for AI agents. Deposit funds, swap tokens, and manage wallets — directly from your AI agent or coding assistant.
    COPY-PASTE FIX
    # Swapper AI Agent Toolkit: The DeFi Payment Layer for AI Agents
Empower your AI agents and coding assistants to directly manage crypto wallets, deposit funds, and execute token swaps across DeFi protocols.
  • mediumtopics#2
    Add specific topics related to AI agent skills and standards

    Why:

    CURRENT
    ai-agent, ai-agent-tools, ai-coding-assistant, autogpt, autonomous-agents, blockchain, claude-code, copilot, crewai, crypto, cursor, defi, dex, langchain, openclaw, token-swap, trading, wallet, web3, windsurf
    COPY-PASTE FIX
    ai-agent, ai-agent-tools, ai-coding-assistant, ai-skills, autogpt, autonomous-agents, blockchain, claude-code, copilot, crewai, crypto, cursor, defi, dex, langchain, open-skills-standard, openclaw, token-swap, trading, wallet, web3, windsurf
  • lowabout#3
    Refine the repository description to emphasize AI agent capabilities

    Why:

    CURRENT
    DeFi toolkit for AI agents and coding assistants — deposit funds, execute trades, and manage crypto wallets. Works with Claude Code, Cursor, Windsurf, OpenClaw, CrewAI, AutoGPT, and other AI agent frameworks.
    COPY-PASTE FIX
    Empower AI agents and coding assistants with a DeFi toolkit to deposit funds, execute trades, and manage crypto wallets. Seamlessly integrates with Claude Code, Cursor, Windsurf, OpenClaw, CrewAI, AutoGPT, and other AI agent frameworks.

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 swapperfinance/swapper-toolkit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Web3.js
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Web3.js · recommended 1×
  2. Ethers.js · recommended 1×
  3. WalletConnect · recommended 1×
  4. Fireblocks · recommended 1×
  5. Gnosis Safe · recommended 1×
  • CATEGORY QUERY
    How can my AI agent manage crypto wallets and perform token swaps?
    you: not recommended
    AI recommended (in order):
    1. Web3.js
    2. Ethers.js
    3. WalletConnect
    4. Fireblocks
    5. Gnosis Safe
    6. 1inch API
    7. Paraswap API
    8. Moralis
    9. Alchemy
    10. Infura
    11. Chainlink Data Feeds

    AI recommended 11 alternatives but never named swapperfinance/swapper-toolkit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help AI agents deposit fiat or crypto into DeFi protocols?
    you: not recommended
    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 swapperfinance/swapper-toolkit?
    pass
    AI named swapperfinance/swapper-toolkit explicitly

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

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

Embed your GEO score

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