RRepoGEO

REPOGEO REPORT · LITE

mcpjungle/MCPJungle

Default branch main · commit c2a2c8d9 · scanned 5/28/2026, 11:27:16 AM

GitHub: 1,068 stars · 139 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 mcpjungle/MCPJungle, 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 'MCP' acronym in README H1 and subtitle

    Why:

    CURRENT
    <h1 align="center">MCPJungle</h1> <p align="center"><strong>Run all your MCP servers behind one endpoint</strong></p>
    COPY-PASTE FIX
    <h1 align="center">MCPJungle: Model Context Protocol Gateway</h1> <p align="center"><strong>Run all your Model Context Protocol (MCP) servers behind one endpoint for AI agents</strong></p>
  • hightopics#2
    Refine topics to remove ambiguity and add specificity

    Why:

    CURRENT
    ai-agents, infrastructure, mcp, mcp-gateway, mcp-registry, mcp-server, model-context-protocol, self-hosted
    COPY-PASTE FIX
    model-context-protocol, mcp-gateway, ai-agents, llm-orchestration, self-hosted, api-gateway, server-management, context-management, ai-infrastructure
  • mediumabout#3
    Update repository description for clarity

    Why:

    CURRENT
    One place to manage & connect to all your MCP servers
    COPY-PASTE FIX
    A self-hosted gateway for Model Context Protocol (MCP) servers, centralizing management and access for AI agents.

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 mcpjungle/MCPJungle
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Kubernetes
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Kubernetes · recommended 1×
  2. kubernetes/ingress-nginx · recommended 1×
  3. traefik/traefik · recommended 1×
  4. istio/istio · recommended 1×
  5. Docker · recommended 1×
  • CATEGORY QUERY
    How to centralize management and access for multiple Model Context Protocol servers?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. NGINX Ingress Controller (kubernetes/ingress-nginx)
    3. Traefik (traefik/traefik)
    4. Istio (istio/istio)
    5. Docker
    6. Linkerd (linkerd/linkerd2)
    7. NGINX Plus
    8. NGINX Open Source (nginx/nginx)
    9. HAProxy (haproxy/haproxy)
    10. Envoy Proxy (envoyproxy/envoy)
    11. Kong Gateway (Kong/kong)
    12. Apache APISIX (apache/apisix)
    13. AWS API Gateway
    14. Azure API Management
    15. Flask (pallets/flask)
    16. Django (django/django)
    17. Gunicorn (benoitc/gunicorn)
    18. Uvicorn (encode/uvicorn)
    19. Express (expressjs/express)
    20. Gin (gin-gonic/gin)
    21. Echo (labstack/echo)

    AI recommended 21 alternatives but never named mcpjungle/MCPJungle. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What is a self-hosted gateway for AI agents to connect to many MCP servers?
    you: not recommended
    AI recommended (in order):
    1. Velocity
    2. BungeeCord
    3. PaperMC/Spigot
    4. Nginx
    5. Envoy Proxy
    6. HAProxy

    AI recommended 6 alternatives but never named mcpjungle/MCPJungle. 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 mcpjungle/MCPJungle?
    pass
    AI named mcpjungle/MCPJungle explicitly

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

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

    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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MARKDOWN (README)
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HTML
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  • Brand-free category queries5 vs 2 in Lite
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