RRepoGEO

REPOGEO REPORT · LITE

atlassian/atlassian-mcp-server

Default branch main · commit 9b52fb18 · scanned 6/6/2026, 7:11:58 PM

GitHub: 761 stars · 95 forks

AI VISIBILITY SCORE
22 /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
1 / 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 atlassian/atlassian-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

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

OVERALL DIRECTION
  • hightopics#1
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    atlassian, jira, confluence, compass, llm-integration, ide-integration, ai-assistant, oauth, remote-mcp-server
  • highreadme#2
    Reposition the README's opening sentence to clearly state its purpose

    Why:

    CURRENT
    The Atlassian Rovo MCP Server is a cloud-based bridge between your Atlassian Cloud site and compatible external tools.
    COPY-PASTE FIX
    The Atlassian Rovo MCP Server is a secure, cloud-based bridge that connects your Atlassian Cloud products (Jira, Confluence, Compass) with your LLM, IDE, or AI agent platform of choice.
  • mediumreadme#3
    Add an introductory sentence to the 'Supported clients' section

    Why:

    CURRENT
    ## Supported clients
The Atlassian Rovo MCP Server supports several clients, including:
    COPY-PASTE FIX
    ## Supported clients
This server enables seamless integration with popular AI assistants and development environments. The Atlassian Rovo MCP Server supports several clients, including:

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 atlassian/atlassian-mcp-server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Jira
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Jira · recommended 2×
  2. Zapier · recommended 2×
  3. Asana · recommended 2×
  4. Trello · recommended 2×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How to integrate large language models with project tracking and documentation platforms?
    you: not recommended
    AI recommended (in order):
    1. Jira
    2. OpenAI API
    3. Azure OpenAI Service
    4. Confluence
    5. GitHub
    6. GitLab
    7. Bitbucket
    8. Zapier
    9. Make
    10. Integromat
    11. Google Gemini API
    12. Notion
    13. Asana
    14. Trello
    15. Llama 3
    16. Mistral
    17. Falcon
    18. Hugging Face Transformers (huggingface/transformers)
    19. vLLM (vllm-project/vllm)
    20. Ollama (ollama/ollama)

    AI recommended 20 alternatives but never named atlassian/atlassian-mcp-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to access project management data directly from my IDE or AI assistant?
    you: not recommended
    AI recommended (in order):
    1. Jira
    2. Jira VS Code Extension
    3. IntelliJ Jira Plugin
    4. Jira and Confluence
    5. Zapier
    6. GitHub Projects
    7. GitHub Issues
    8. GitHub CLI
    9. Linear
    10. Linear CLI
    11. Linear VS Code extension
    12. Asana
    13. Make.com
    14. Trello

    AI recommended 14 alternatives but never named atlassian/atlassian-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
    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 atlassian/atlassian-mcp-server?
    pass
    AI did not name atlassian/atlassian-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 atlassian/atlassian-mcp-server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named atlassian/atlassian-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 atlassian/atlassian-mcp-server solve, and who is the primary audience?
    pass
    AI did not name atlassian/atlassian-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?

Embed your GEO score

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atlassian/atlassian-mcp-server — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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