RRepoGEO

REPOGEO REPORT · LITE

toby-bridges/api-relay-audit

Default branch master · commit a8db16a1 · scanned 6/9/2026, 1:06:40 PM

GitHub: 667 stars · 60 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 toby-bridges/api-relay-audit, 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
    Strengthen the README's immediate opening statement to clarify AI/LLM focus

    Why:

    CURRENT
    <p align="center">Local security audit for AI API relays and LLM proxies.</p>
    COPY-PASTE FIX
    API Relay Audit provides a local security audit for *AI API relays* and *LLM proxies*, detecting prompt injection, model substitution, and Web3 wallet risks.
  • mediumreadme#2
    Add a 'Why API Relay Audit?' section to highlight differentiators

    Why:

    COPY-PASTE FIX
    ## Why API Relay Audit?

Unlike generic API security tools (e.g., Burp Suite, Postman) or broader LLM security platforms (e.g., Giskard, LLM Guard), API Relay Audit focuses specifically on local, auditable detection of prompt injection, model substitution, and Web3 risks in *AI API relays* and *LLM proxies*. It provides clean evidence boundaries for each finding, ensuring your API key is sent only to the relay URL you choose.
  • lowreadme#3
    Remove redundant description from 'What Is API Relay Audit?' section

    Why:

    CURRENT
    API Relay Audit is a local security audit tool for AI API relays and LLM proxies.
    COPY-PASTE FIX
    API Relay Audit keeps API relay audit, prompt injection audit, model substitution signals, and Web3 relay audit as separate query families so each result keeps a clean evidence boundary. Your API key is sent only to the relay URL you choose.

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 toby-bridges/api-relay-audit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Giskard
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Giskard · recommended 1×
  2. LLM Guard · recommended 1×
  3. OWASP LLM Top 10 · recommended 1×
  4. Burp Suite Professional · recommended 1×
  5. Postman · recommended 1×
  • CATEGORY QUERY
    How to audit AI API relays for prompt injection and model substitution vulnerabilities?
    you: not recommended
    AI recommended (in order):
    1. Giskard
    2. LLM Guard
    3. OWASP LLM Top 10
    4. Burp Suite Professional
    5. Postman
    6. Insomnia
    7. ZAP (OWASP Zed Attack Proxy)
    8. requests
    9. langchain
    10. LlamaIndex
    11. OpenAI
    12. Anthropic

    AI recommended 12 alternatives but never named toby-bridges/api-relay-audit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for detecting prompt injection and Web3 wallet risks in LLM proxy environments?
    you: not recommended
    AI recommended (in order):
    1. Lakera Guard
    2. Protect AI's Radar
    3. OpenAI Moderation API
    4. Garak.ai
    5. YARA (VirusTotal/yara)
    6. Snort (snort3/snort3)

    AI recommended 6 alternatives but never named toby-bridges/api-relay-audit. 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 toby-bridges/api-relay-audit?
    pass
    AI named toby-bridges/api-relay-audit explicitly

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

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