RRepoGEO

REPOGEO REPORT · LITE

riseandignite/mcp-shield

Default branch master · commit 379140c3 · scanned 5/31/2026, 3:18:04 AM

GitHub: 556 stars · 32 forks

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 riseandignite/mcp-shield, 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 to clarify "Model Context Protocol" domain

    Why:

    COPY-PASTE FIX
    security-scanner, vulnerability-scanner, model-context-protocol, mcp, ai-security, llm-security, anthropic-claude, tool-poisoning, exfiltration
  • highreadme#2
    Reposition the README H1 to explicitly define "MCP"

    Why:

    CURRENT
    # MCP-Shield
    COPY-PASTE FIX
    # MCP-Shield: Model Context Protocol Security Scanner
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/riseandignite/mcp-shield

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 riseandignite/mcp-shield
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
CrowdStrike Falcon Insight XDR
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. CrowdStrike Falcon Insight XDR · recommended 1×
  2. Microsoft Defender for Endpoint · recommended 1×
  3. Palo Alto Networks Cortex XDR · recommended 1×
  4. Trellix Endpoint Security (ENS) · recommended 1×
  5. Forcepoint DLP · recommended 1×
  • CATEGORY QUERY
    How to secure MCP servers against tool poisoning and exfiltration attacks?
    you: not recommended
    AI recommended (in order):
    1. CrowdStrike Falcon Insight XDR
    2. Microsoft Defender for Endpoint
    3. Palo Alto Networks Cortex XDR
    4. Trellix Endpoint Security (ENS)
    5. Forcepoint DLP
    6. Symantec Data Loss Prevention (DLP)
    7. Splunk Enterprise Security (ES)

    AI recommended 7 alternatives but never named riseandignite/mcp-shield. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best vulnerability scanners for Model Context Protocol environments?
    you: not recommended
    AI recommended (in order):
    1. Claroty Continuous Threat Detection (CTD)
    2. Nozomi Networks Guardian
    3. Forescout eyeInspect
    4. Tenable.ot
    5. Dragos Platform
    6. Industrial Defender ASM (Automation System Manager)

    AI recommended 6 alternatives but never named riseandignite/mcp-shield. 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 riseandignite/mcp-shield?
    pass
    AI named riseandignite/mcp-shield explicitly

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

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

    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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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
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