RRepoGEO

REPOGEO REPORT · LITE

centralmind/gateway

Default branch main · commit 82eaeff6 · scanned 5/31/2026, 8:51:50 AM

GitHub: 531 stars · 66 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 centralmind/gateway, 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/AI agent database access

    Why:

    CURRENT
    ## What is Centralmind/Gateway
Simple way to expose your database to AI-Agent via MCP or OpenAPI 3.1 protocols.
    COPY-PASTE FIX
    ## What is Centralmind/Gateway
CentralMind Gateway is a universal server designed to securely expose your databases to Large Language Models (LLMs) and AI Agents via MCP or OpenAPI 3.1 protocols.
  • mediumtopics#2
    Add more specific topics related to AI-optimized database APIs

    Why:

    CURRENT
    amazon-bedrock, anthropic-claude, api, automatic-api, clickhouse, duckdb, elasticsearch, golang, google-vertex-ai, llm, mcp, mysql-database, openai, oracle-database, postgresql, rest-api, snowflake, supabase
    COPY-PASTE FIX
    amazon-bedrock, anthropic-claude, api, automatic-api, clickhouse, duckdb, elasticsearch, golang, google-vertex-ai, llm, mcp, mysql-database, openai, oracle-database, postgresql, rest-api, snowflake, supabase, ai-database-api, llm-api-gateway, database-to-llm, ai-agent-data-access, generative-ai-database
  • lowreadme#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, e.g., '## CentralMind Gateway vs. Alternatives', that briefly explains how it differs from generic API gateways, database-to-API tools (like PostgREST/Hasura), and LLM frameworks (like LangChain/LlamaIndex) in its specific focus on LLM/AI agent optimized database access.

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 centralmind/gateway
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
PostgREST
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. PostgREST · recommended 2×
  2. Hasura · recommended 2×
  3. LangChain · recommended 1×
  4. LlamaIndex · recommended 1×
  5. Microsoft Azure OpenAI Service · recommended 1×
  • CATEGORY QUERY
    How to securely expose my existing database to large language models for AI agent access?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Azure OpenAI Service
    4. Azure SQL Database
    5. Azure Data Factory
    6. Azure Functions
    7. Google Cloud Vertex AI
    8. Cloud SQL
    9. Cloud Functions
    10. Cloud Run
    11. PostgREST
    12. Hasura
    13. AWS API Gateway
    14. Nginx
    15. Kong
    16. Flask
    17. Express
    18. Spring Boot

    AI recommended 18 alternatives but never named centralmind/gateway. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to automatically generate a REST API for my database, optimized for AI consumption?
    you: not recommended
    AI recommended (in order):
    1. PostgREST
    2. Supabase
    3. Hasura
    4. DreamFactory
    5. LoopBack 4
    6. Django REST Framework (DRF)
    7. Spring Data REST

    AI recommended 7 alternatives but never named centralmind/gateway. 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 centralmind/gateway?
    pass
    AI named centralmind/gateway explicitly

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

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