# Mentionova (mentionova.ai): agent-readiness 7/100, grade F

> Rank 996 of 1000 on Qomvia (rubric v2.3.0). Last scanned 2026-10-01T16:11:21.832Z. Page: https://qomvia.com/site/mentionova-ai  JSON: https://qomvia.com/api/score/mentionova-ai

## Summary

{
  "known": false,
  "confidence": "low",
  "summary": "My knowledge base does not contain specific information about mentionova.ai. I cannot provide details on its purpose, offerings, or operations.",
  "offerings": [],
  "audience": null,
  "geography": null,
  "strengths": [],
  "unknowns": [
    "Specific products or services offered by mentionova.ai",
    "Target audience and geographic reach",
    "Key business model and revenue streams",
    "Operational history and market reputation",
    "Direct competitors in its specific niche"
  ],
  "alternatives": [],
  "business": "I do not have specific information about what this company does, for whom, or where.",
  "competitors": []
}

## Score by group
- Machine access: 7/24
- Content legibility: 0/26
- Discovery surface: 0/20
- Identity & policy: 0/12
- Agent-facing performance: 0/8
- Agent protocols: 0/10
Failing checks:
- [blocker] No discoverable sitemap
- [blocker] No llms.txt
- [blocker] Bot protection blocks declared agents
- [blocker] No API or feed to read
- [blocker] No MCP endpoint to call

## AI mentions and rivals
Named in 1 AI assistant answers.


## FAQ
Q: Is Mentionova readable by AI agents?
A: Mentionova (mentionova.ai) scores 7 out of 100 for agent readiness, grade F, measured 1 week ago, on 01.10.2026. 0 of 3 agent classes we test can use the site, and 5 checks currently block agents outright.

Q: What stops agents from using mentionova.ai?
A: The heaviest problems are: No discoverable sitemap; No llms.txt; Bot protection blocks declared agents; 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 Mentionova agent-readiness score calculated?
A: Qomvia fetches public pages of mentionova.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 1 week ago, on 01.10.2026.

## Related
- Leaderboard: https://qomvia.com/leaderboard
- Score another site: https://qomvia.com/