RRepoGEO

REPOGEO REPORT · LITE

neondatabase/mcp-server-neon

Default branch main · commit 67834e65 · scanned 6/1/2026, 11:53:15 AM

GitHub: 606 stars · 113 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 neondatabase/mcp-server-neon, 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
  • hightopics#1
    Add relevant topics for discoverability

    Why:

    COPY-PASTE FIX
    neon, postgresql, database-management, natural-language, llm, api, control-plane, serverless, generative-ai, mcp
  • highreadme#2
    Strengthen README's opening sentence for specific positioning

    Why:

    CURRENT
    **Neon MCP Server** is an open-source tool that lets you interact with your Neon Postgres databases in **natural language**.
    COPY-PASTE FIX
    **Neon MCP Server** is an open-source tool that enables **natural language interaction** with your Neon serverless PostgreSQL databases, translating conversational commands into API calls.
  • mediumreadme#3
    Add a 'Why Neon MCP Server?' or 'Comparison' section to README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, e.g., 'Why Neon MCP Server?', with a sentence like: 'Unlike general LLM frameworks such as LangChain or LlamaIndex, Neon MCP Server provides a specialized, direct bridge for natural language management of your Neon serverless PostgreSQL databases.'

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 neondatabase/mcp-server-neon
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. LangChain · recommended 2×
  3. DB-GPT · recommended 2×
  4. pg_featureserv · recommended 1×
  5. NLTK · recommended 1×
  • CATEGORY QUERY
    How can I manage my PostgreSQL database using natural language commands?
    you: not recommended
    AI recommended (in order):
    1. pg_featureserv
    2. NLTK
    3. spaCy
    4. PostgREST
    5. OpenAI
    6. Google
    7. Hugging Face
    8. OpenAI API
    9. GPT-3.5
    10. GPT-4
    11. psycopg2
    12. LangChain
    13. Hugging Face Transformers
    14. DB-GPT
    15. Dataherald

    AI recommended 15 alternatives but never named neondatabase/mcp-server-neon. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools connect large language models to database administration APIs for task automation?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. SQLBot
    5. OpenAI API
    6. Anthropic API
    7. Google's Gemini API
    8. SQLAlchemy
    9. Psycopg2
    10. mysql-connector-python
    11. DB-GPT
    12. Hugging Face Agents

    AI recommended 12 alternatives but never named neondatabase/mcp-server-neon. 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 neondatabase/mcp-server-neon?
    pass
    AI named neondatabase/mcp-server-neon explicitly

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

  • If a team adopts neondatabase/mcp-server-neon in production, what risks or prerequisites should they evaluate first?
    pass
    AI named neondatabase/mcp-server-neon 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 neondatabase/mcp-server-neon solve, and who is the primary audience?
    pass
    AI named neondatabase/mcp-server-neon 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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neondatabase/mcp-server-neon — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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