RRepoGEO

REPOGEO REPORT · LITE

zereight/gitlab-mcp

Default branch main · commit 60adcc0d · scanned 6/30/2026, 1:17:11 AM

GitHub: 1,731 stars · 317 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)

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

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 zereight/gitlab-mcp, 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:

    COPY-PASTE FIX
    gitlab, ai, mcp, server, proxy, api, automation, devops, merge-requests, issues, pipelines
  • highreadme#2
    Reposition the README's opening statement to clarify its role as a proxy server

    Why:

    CURRENT
    A comprehensive GitLab MCP server for AI clients. Manage projects, merge requests, issues, pipelines, wiki, releases, tags, milestones, and more through stdio, SSE, and Streamable HTTP.
    COPY-PASTE FIX
    A dedicated **proxy server** enabling AI clients to securely and comprehensively manage GitLab projects, merge requests, issues, and CI/CD pipelines. It provides a unified interface for AI assistants to interact with GitLab API via stdio, SSE, and Streamable HTTP.
  • mediumabout#3
    Update the repository's 'About' description

    Why:

    CURRENT
    First gitlab mcp for you, building together
    COPY-PASTE FIX
    A dedicated proxy server for AI clients to manage GitLab projects, merge requests, issues, and pipelines via stdio, SSE, and Streamable HTTP.

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 zereight/gitlab-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitLab Duo
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitLab Duo · recommended 1×
  2. OpenAI's GPT-4 · recommended 1×
  3. Anthropic's Claude · recommended 1×
  4. Google's Gemini · recommended 1×
  5. python-gitlab · recommended 1×
  • CATEGORY QUERY
    How to enable AI assistants to manage GitLab projects, merge requests, and issues?
    you: not recommended
    AI recommended (in order):
    1. GitLab Duo
    2. OpenAI's GPT-4
    3. Anthropic's Claude
    4. Google's Gemini
    5. python-gitlab
    6. openai
    7. LangChain
    8. LlamaIndex
    9. GitHub Copilot for Business
    10. Zapier
    11. Make
    12. Hugging Face Transformers
    13. Hugging Face Hub

    AI recommended 13 alternatives but never named zereight/gitlab-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for AI clients to interact with GitLab API via stdio or HTTP streams?
    you: not recommended
    AI recommended (in order):
    1. Python-Gitlab (python-gitlab/python-gitlab)
    2. GitLab CLI (gitlab-org/cli)
    3. Node-GitLab (node-gitlab/node-gitlab)
    4. Go-GitLab (xanzy/go-gitlab)
    5. cURL (curl/curl)
    6. Postman
    7. Insomnia (Kong/insomnia)

    AI recommended 7 alternatives but never named zereight/gitlab-mcp. 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 zereight/gitlab-mcp?
    pass
    AI named zereight/gitlab-mcp explicitly

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

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

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

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

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite