RRepoGEO

REPOGEO REPORT · LITE

Joooook/12306-mcp

Default branch main · commit 2c8e01c0 · scanned 6/6/2026, 5:41:52 AM

GitHub: 902 stars · 155 forks

AI VISIBILITY SCORE
28 /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
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 Joooook/12306-mcp, 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 to emphasize LLM API server for 12306

    Why:

    CURRENT
    A 12306 ticket search server based on the Model Context Protocol (MCP). The server provides a simple API interface that allows users to search for 12306 tickets.
    COPY-PASTE FIX
    Joooook/12306-mcp is an **API server** for **large language models (LLMs)** to search **China's 12306 railway tickets**. It provides a real-time interface for ticket availability, transfers, and detailed train information, specifically designed for **LLM applications** via the Model Context Protocol (MCP).
  • mediumtopics#2
    Add more descriptive topics for better categorization

    Why:

    CURRENT
    12306, mcp, mcp-server, train-tickets
    COPY-PASTE FIX
    12306, mcp, mcp-server, train-tickets, llm, large-language-models, api, railway-api, china-railway, ticket-booking-api, server, real-time-data
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/Joooook/12306-mcp

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 Joooook/12306-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Amadeus for Developers
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Amadeus for Developers · recommended 1×
  2. Trainline API · recommended 1×
  3. SilverRail Technologies API · recommended 1×
  4. Omio API · recommended 1×
  5. National Rail Enquiries · recommended 1×
  • CATEGORY QUERY
    How to integrate a train ticket search API for large language model applications?
    you: not recommended
    AI recommended (in order):
    1. Amadeus for Developers
    2. Trainline API
    3. SilverRail Technologies API
    4. Omio API
    5. National Rail Enquiries

    AI recommended 5 alternatives but never named Joooook/12306-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a server to provide real-time railway ticket availability and transfer information.
    you: not recommended
    AI recommended (in order):
    1. Spring Boot
    2. Spring WebFlux
    3. PostgreSQL
    4. MongoDB
    5. Kafka
    6. RabbitMQ
    7. Redis
    8. Node.js
    9. Express.js
    10. Fastify
    11. Go
    12. Gin
    13. Echo
    14. Python
    15. FastAPI
    16. Pydantic
    17. Elixir
    18. Erlang VM
    19. Phoenix Framework
    20. Phoenix Channels

    AI recommended 20 alternatives but never named Joooook/12306-mcp. 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 Joooook/12306-mcp?
    pass
    AI did not name Joooook/12306-mcp — 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?

  • If a team adopts Joooook/12306-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Joooook/12306-mcp 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 Joooook/12306-mcp solve, and who is the primary audience?
    pass
    AI named Joooook/12306-mcp explicitly

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

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Joooook/12306-mcp — 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