RRepoGEO

REPOGEO REPORT · LITE

getsentry/sentry-mcp

Default branch main · commit 3fa56725 · scanned 6/12/2026, 8:52:02 AM

GitHub: 725 stars · 115 forks

AI VISIBILITY SCORE
33 /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
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 getsentry/sentry-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
  • highreadme#1
    Reposition README H1 and opening paragraph to clarify LLM integration

    Why:

    CURRENT
    # sentry-mcp

Sentry's MCP service is primarily designed for human-in-the-loop coding agents. Our tool selection and priorities are focused on developer workflows and debugging use cases, rather than providing a general-purpose MCP server for all Sentry functionality.
    COPY-PASTE FIX
    # sentry-mcp: An LLM-optimized bridge for Sentry debugging with AI coding assistants

`sentry-mcp` is Sentry's dedicated Multi-tool Co-Pilot (MCP) service, specifically designed to integrate Sentry's error monitoring and performance data with human-in-the-loop coding agents and LLM-powered development tools. This remote MCP server acts as middleware to the upstream Sentry API, optimized for coding assistants like Cursor, Claude Code, and similar development tools.
  • mediumtopics#2
    Add specific topics for AI, LLMs, and Sentry integration

    Why:

    CURRENT
    mcp-server, tag-production
    COPY-PASTE FIX
    sentry, llm, ai-assistant, coding-assistant, debugging, error-monitoring, apm, cloudflare-mcp, mcp-server
  • lowreadme#3
    Add a clear license statement to the README

    Why:

    COPY-PASTE FIX
    ## License

This project is licensed under [insert specific license name(s) here, e.g., Apache-2.0, MIT, or a custom license]. Please refer to the [LICENSE file](LICENSE) for full details.

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 getsentry/sentry-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Sentry
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Sentry · recommended 1×
  2. GitHub Copilot · recommended 1×
  3. Amazon CodeWhisperer · recommended 1×
  4. Tabnine · recommended 1×
  5. Datadog · recommended 1×
  • CATEGORY QUERY
    How can I integrate my error monitoring platform with AI coding assistants for debugging?
    you: not recommended
    AI recommended (in order):
    1. Sentry
    2. GitHub Copilot
    3. Amazon CodeWhisperer
    4. Tabnine
    5. Datadog
    6. Rollbar
    7. New Relic
    8. OpenTelemetry
    9. OpenAI API
    10. Azure OpenAI Service
    11. Bugsnag
    12. Raygun

    AI recommended 12 alternatives but never named getsentry/sentry-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a tool to bridge AI developer agents with application performance monitoring APIs.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Assistants API
    4. Microsoft Semantic Kernel

    AI recommended 4 alternatives but never named getsentry/sentry-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
    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 getsentry/sentry-mcp?
    pass
    AI named getsentry/sentry-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 getsentry/sentry-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named getsentry/sentry-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 getsentry/sentry-mcp solve, and who is the primary audience?
    pass
    AI did not name getsentry/sentry-mcp — 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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  • Brand-free category queries5 vs 2 in Lite
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