RRepoGEO

REPOGEO REPORT · LITE

grafana/mcp-grafana

Default branch main · commit 583994f3 · scanned 6/27/2026, 1:11:58 AM

GitHub: 3,192 stars · 387 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 grafana/mcp-grafana, 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 specific topics for AI integration and Model Context Protocol

    Why:

    COPY-PASTE FIX
    grafana, mcp, model-context-protocol, ai-integration, llm, agent, grafana-api, client-application
  • highreadme#2
    Clarify README's opening sentence to emphasize AI assistant integration

    Why:

    CURRENT
    # Grafana MCP server

A [Model Context Protocol][mcp] (MCP) server for Grafana.

This provides access to your Grafana instance and the surrounding ecosystem.
    COPY-PASTE FIX
    # Grafana MCP server

A [Model Context Protocol][mcp] (MCP) server for Grafana, designed to enable AI assistants and other client applications to programmatically interact with your Grafana instance and its ecosystem.
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://archestra.ai/mcp-catalog/grafana__mcp-grafana

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 grafana/mcp-grafana
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Grafana API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Grafana API · recommended 1×
  2. grafana/terraform-provider-grafana · recommended 1×
  3. Grafana Client Libraries · recommended 1×
  4. Grafana Provisioning · recommended 1×
  5. Grafana CLI · recommended 1×
  • CATEGORY QUERY
    How to programmatically manage Grafana dashboards, data sources, and alerts from external tools?
    you: not recommended
    AI recommended (in order):
    1. Grafana API
    2. Grafana Terraform Provider (grafana/terraform-provider-grafana)
    3. Grafana Client Libraries
    4. Grafana Provisioning
    5. Grafana CLI

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

    Show full AI answer
  • CATEGORY QUERY
    What framework helps integrate Grafana instances with AI assistants or other client applications?
    you: not recommended
    AI recommended (in order):
    1. Grafana HTTP API
    2. FastAPI
    3. Flask
    4. Express.js
    5. NestJS
    6. React
    7. Angular
    8. Vue.js
    9. Grafana SDK for Go
    10. grafana-client (Python)
    11. LangChain
    12. Grafana Plugin SDK for TypeScript/React
    13. Grafana Backend Plugin SDK for Go

    AI recommended 13 alternatives but never named grafana/mcp-grafana. 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 grafana/mcp-grafana?
    pass
    AI did not name grafana/mcp-grafana — 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 grafana/mcp-grafana in production, what risks or prerequisites should they evaluate first?
    pass
    AI named grafana/mcp-grafana 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 grafana/mcp-grafana solve, and who is the primary audience?
    pass
    AI named grafana/mcp-grafana 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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