RRepoGEO

REPOGEO REPORT · LITE

subnetmarco/pgmcp

Default branch main · commit 53681ab9 · scanned 6/3/2026, 2:12:00 PM

GitHub: 532 stars · 62 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 subnetmarco/pgmcp, 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 clarify core value

    Why:

    CURRENT
    PGMCP - PostgreSQL Model Context Protocol Server

PGMCP connects AI assistants to **any PostgreSQL database** through natural language queries. Ask questions in plain English and get structured SQL results with automatic streaming and robust error handling.
    COPY-PASTE FIX
    PGMCP - PostgreSQL Model Context Protocol Server

PGMCP is a dedicated **server** that connects AI assistants to **any existing PostgreSQL database** through natural language queries. It enables AI models to ask questions in plain English and receive structured SQL results, acting as a specialized bridge for AI-driven data interaction. This differentiates it from generic AI frameworks or database proxies, focusing purely on natural language access to PostgreSQL for AI.
  • mediumlicense#2
    Clarify project license in README

    Why:

    COPY-PASTE FIX
    Add a line to the README, for example: "PGMCP is licensed under the Apache 2.0 License. See the [LICENSE](LICENSE) file for full details."
  • lowhomepage#3
    Add a homepage URL to repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/subnetmarco/pgmcp#readme

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 subnetmarco/pgmcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. OpenAI GPT-4/GPT-3.5 Turbo · recommended 1×
  3. run-llama/llama_index · recommended 1×
  4. huggingface/transformers · recommended 1×
  5. eosphoros-ai/DB-GPT · recommended 1×
  • CATEGORY QUERY
    How to enable AI assistants to query my existing PostgreSQL database using natural language?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. OpenAI GPT-4/GPT-3.5 Turbo
    3. LlamaIndex (run-llama/llama_index)
    4. Hugging Face Transformers (huggingface/transformers)
    5. DB-GPT (eosphoros-ai/DB-GPT)
    6. Dataherald
    7. SQLFlow
    8. Microsoft Azure OpenAI Service

    AI recommended 8 alternatives but never named subnetmarco/pgmcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a server to connect AI models to PostgreSQL for natural language data querying.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Hugging Face `transformers`
    4. SQLAlchemy
    5. pg_embedding
    6. Supabase

    AI recommended 6 alternatives but never named subnetmarco/pgmcp. 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 subnetmarco/pgmcp?
    pass
    AI named subnetmarco/pgmcp explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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