# Mentiongeo (mentiongeo.ai): agent-readiness 39/100, grade F

> Rank 882 of 1000 on Qomvia (rubric v2.3.0). Last scanned 2026-10-08T17:30:35.454Z. Page: https://qomvia.com/site/mentiongeo-ai  JSON: https://qomvia.com/api/score/mentiongeo-ai

## Summary
Category: Software and SaaS
{
  "known": false,
  "confidence": "low",
  "summary": "I do not have specific pre-existing knowledge about mentiongeo.ai. Consequently, I cannot provide a summary of what this site is and what it does based on my own information.",
  "offerings": [],
  "audience": null,
  "geography": null,
  "strengths": [],
  "unknowns": [
    "Specific features and detailed functionality of the platform.",
    "The user base, market adoption, and customer reviews.",
    "Pricing models, business structure, and company background.",
    "Reliability and accuracy of its AI mention tracking.",
    "Integration capabilities with other tools."
  ],
  "alternatives": [],
  "business": null,
  "competitors": []
}

## Score by group
- Machine access: 19/24
- Content legibility: 15/26
- Discovery surface: 0/20
- Identity & policy: 0/12
- Agent-facing performance: 5/8
- Agent protocols: 0/10
Failing checks:
- [blocker] No discoverable sitemap
- [blocker] No llms.txt
- [blocker] The site does not say who it is
- [blocker] No API or feed to read
- [blocker] No MCP endpoint to call

## AI mentions and rivals
Named in 6 AI assistant answers.


## Named for
- What are the best tools to track how a brand is mentioned and recommended by AI assistants like ChatGPT, Claude and Gemini? https://qomvia.com/answers/what-are-the-best-tools-to-track-how-a-brand-is-mentioned-and-recommended-by-ai

## FAQ
Q: Is Mentiongeo readable by AI agents?
A: Mentiongeo (mentiongeo.ai) scores 39 out of 100 for agent readiness, grade F, measured 2 days ago, on 08.10.2026. 0 of 3 agent classes we test can use the site, and 5 checks currently block agents outright.

Q: What stops agents from using mentiongeo.ai?
A: The heaviest problems are: No discoverable sitemap; No llms.txt; The site does not say who it is; No API or feed to read; No MCP endpoint to call. Each one is scored from a public HTTP response, and the fix for each is listed in the signed-in report.

Q: How is the Mentiongeo agent-readiness score calculated?
A: Qomvia fetches public pages of mentiongeo.ai as an AI agent would and runs the core checks every site gets across 6 groups: Machine access, Content legibility, Discovery surface, Identity & policy, Agent-facing performance, Agent protocols. Checks are weighted by how much an agent loses when they fail, and the score is expressed out of 100.

Q: How often is this score updated?
A: Public scores are re-checked when the site is re-scanned; tracked domains are re-scanned weekly and their owners are alerted when a check regresses. This page shows the scan from 2 days ago, on 08.10.2026.

## Related
- Leaderboard: https://qomvia.com/leaderboard — category ranking: https://qomvia.com/leaderboard/saas-software
- Score another site: https://qomvia.com/