RRepoGEO

REPOGEO REPORT · LITE

stuzero/pg-mcp-server

Default branch main · commit d693c43b · scanned 6/2/2026, 1:12:53 PM

GitHub: 539 stars · 38 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 stuzero/pg-mcp-server, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Add a concise 'About' description

    Why:

    COPY-PASTE FIX
    A Model Context Protocol (MCP) server for PostgreSQL databases, providing an API for AI agents to discover, connect, query, and understand databases.
  • mediumhomepage#2
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    https://stuzero.github.io/pg-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 stuzero/pg-mcp-server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
sqlalchemy/sqlalchemy
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. sqlalchemy/sqlalchemy · recommended 1×
  2. hibernate/hibernate-orm · recommended 1×
  3. dotnet/efcore · recommended 1×
  4. pg_dump · recommended 1×
  5. pg_restore · recommended 1×
  • CATEGORY QUERY
    How can AI agents best discover and understand PostgreSQL database schemas?
    you: not recommended
    AI recommended (in order):
    1. SQLAlchemy (sqlalchemy/sqlalchemy)
    2. Hibernate (hibernate/hibernate-orm)
    3. Entity Framework Core (dotnet/efcore)
    4. pg_dump
    5. pg_restore
    6. DataGrip
    7. DBeaver (dbeaver/dbeaver)
    8. Apache Atlas (apache/atlas)
    9. Amundsen (lyft/amundsen)
    10. DataHub (datahub-project/datahub)
    11. OpenAPI Generator (OpenAPITools/openapi-generator)
    12. PostgREST (PostgREST/postgrest)
    13. Hasura (hasura/graphql-engine)

    AI recommended 13 alternatives but never named stuzero/pg-mcp-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools provide AI agents with rich context and multi-database access to PostgreSQL?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. SQLAlchemy
    4. Danswer
    5. Haystack
    6. OpenAI Functions
    7. Dataherald

    AI recommended 7 alternatives but never named stuzero/pg-mcp-server. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 stuzero/pg-mcp-server?
    pass
    AI did not name stuzero/pg-mcp-server — 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 stuzero/pg-mcp-server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named stuzero/pg-mcp-server 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 stuzero/pg-mcp-server solve, and who is the primary audience?
    pass
    AI named stuzero/pg-mcp-server 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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