RRepoGEO

REPOGEO REPORT · LITE

brexhq/CrabTrap

Default branch main · commit 83e8ddfd · scanned 6/4/2026, 7:21:31 PM

GitHub: 611 stars · 46 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 brexhq/CrabTrap, 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 sentence to clarify its core function

    Why:

    CURRENT
    An HTTP/HTTPS proxy that sits between AI agents and external APIs, evaluating every outbound request against security policies before it reaches the internet.
    COPY-PASTE FIX
    CrabTrap is an **LLM-as-a-judge HTTP/HTTPS proxy** designed to secure AI agents in production by evaluating every outbound request against security policies before it reaches the internet.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-security, llm-security, http-proxy, api-security, agent-security, policy-engine, guardrails, ai-agents
  • mediumreadme#3
    Add a sentence to the README clarifying its unique approach compared to general policy engines

    Why:

    COPY-PASTE FIX
    Unlike traditional API gateways or policy engines, CrabTrap leverages an LLM-based judge to dynamically evaluate and enforce security policies on AI agent requests, offering a nuanced layer of protection.

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 brexhq/CrabTrap
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AWS API Gateway
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AWS API Gateway · recommended 2×
  2. OAuth 2.0 · recommended 1×
  3. OpenID Connect · recommended 1×
  4. HashiCorp Vault · recommended 1×
  5. AWS Secrets Manager · recommended 1×
  • CATEGORY QUERY
    How to secure AI agent interactions with external APIs and prevent unauthorized access?
    you: not recommended
    AI recommended (in order):
    1. OAuth 2.0
    2. OpenID Connect
    3. HashiCorp Vault
    4. AWS Secrets Manager
    5. Azure Key Vault
    6. Google Secret Manager
    7. AWS API Gateway
    8. Azure API Management
    9. Google Apigee

    AI recommended 9 alternatives but never named brexhq/CrabTrap. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to enforce security policies and audit outbound requests from AI applications?
    you: not recommended
    AI recommended (in order):
    1. Open Policy Agent (OPA)
    2. Envoy
    3. Istio
    4. Kong Gateway
    5. Apigee
    6. AWS API Gateway
    7. Palo Alto Networks Next-Generation Firewall
    8. Zscaler Internet Access
    9. FastAPI
    10. Starlette Middleware
    11. Spring Security
    12. Symantec DLP
    13. Microsoft Purview DLP

    AI recommended 13 alternatives but never named brexhq/CrabTrap. 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 brexhq/CrabTrap?
    pass
    AI named brexhq/CrabTrap explicitly

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

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

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

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MARKDOWN (README)
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brexhq/CrabTrap — 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