RRepoGEO

REPOGEO REPORT · LITE

stacklok/codegate

Default branch main · commit 6bd3c4c8 · scanned 6/2/2026, 10:21:19 PM

GitHub: 789 stars · 91 forks

AI VISIBILITY SCORE
40 /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
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 stacklok/codegate, 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 H1 and opening paragraph to emphasize AI agent gateway/security

    Why:

    CURRENT
    # CodeGate: Security, Workspaces and Muxing for AI Applications, coding assistants, and agentic frameworks.

CodeGate is an agent designed to make AI applications, coding assistants and agentic frameworks, safer and easier to consume and manage. It provides a centralized, abstracted environment for managing prompts, model provider configurations, model muxing, and more. Additionally, CodeGate offers security analysis of AI-generated code, ensuring that recommendations follow best practices and safeguard your code's integrity.
    COPY-PASTE FIX
    # CodeGate: An AI Agent Gateway for Security, Workspaces, and Multiplexing of AI Applications and Coding Assistants

CodeGate is an agent designed to act as a centralized gateway for AI applications, coding assistants, and agentic frameworks. It provides a unified, abstracted environment for managing prompts, model provider configurations, and model multiplexing, specifically focusing on enhancing security and operational control for AI-generated code and interactions.
  • highreadme#2
    Clarify the purpose of the deprecated repository for AI assistants

    Why:

    CURRENT
    ⚠️ DEPRECATED ⚠️ CodeGate was an experimental project and is no longer maintained.
    COPY-PASTE FIX
    ⚠️ DEPRECATED ⚠️ CodeGate was an experimental project and is no longer maintained. This repository is preserved for archival and historical reference, documenting an early vision for AI agent security and management.
  • mediumtopics#3
    Add more specific AI gateway/proxy topics

    Why:

    CURRENT
    ai, ai-gateway, aisecurity, artificial-intelligence, claude, cline, codegen, copilot, developer-productivity, developer-tools, generative-ai, ide, jetbrains, llm, ollama, openai, privacy, python, security, vscode
    COPY-PASTE FIX
    ai, ai-gateway, aisecurity, artificial-intelligence, claude, cline, codegen, copilot, developer-productivity, developer-tools, generative-ai, ide, jetbrains, llm, ollama, openai, privacy, python, security, vscode, ai-proxy, llm-gateway, agent-orchestration

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 stacklok/codegate
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 2×
  2. Azure OpenAI Service · recommended 2×
  3. GitHub Copilot Enterprise · recommended 1×
  4. GitLab Duo Pro · recommended 1×
  5. Snyk Code · recommended 1×
  • CATEGORY QUERY
    How to secure AI-generated code and manage multiple coding assistants effectively?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. GitLab Duo Pro
    3. Snyk Code
    4. Checkmarx One
    5. SonarQube
    6. OpenAI API
    7. Azure OpenAI Service
    8. HashiCorp Vault
    9. AWS Secrets Manager
    10. Azure Key Vault
    11. Jira
    12. Asana
    13. Trello
    14. Docker
    15. Kubernetes
    16. OWASP Top 10

    AI recommended 16 alternatives but never named stacklok/codegate. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a unified gateway to manage various AI coding assistants and their prompts.
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. Continue (continue-ui/continue)
    3. OpenAI API
    4. Azure OpenAI Service
    5. LangChain (langchain-ai/langchain)
    6. LlamaIndex (run-llama/llama_index)
    7. GitHub Copilot Chat

    AI recommended 7 alternatives but never named stacklok/codegate. 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 stacklok/codegate?
    pass
    AI named stacklok/codegate explicitly

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

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

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

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stacklok/codegate — 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