# Prometheus (prometheus.io): agent-readiness 54/100, grade D

> Rank 685 of 1000 on Qomvia (rubric v2.3.0). Last scanned 2026-10-23T01:10:15.399Z. Page: https://qomvia.com/site/prometheus-io  JSON: https://qomvia.com/api/score/prometheus-io

## Summary
Category: Software and SaaS
{
  "known": true,
  "confidence": "high",
  "summary": "Prometheus is a widely adopted open-source monitoring system and time-series database. It is designed to collect and store metrics from various sources, making them queryable and enabling alerting based on defined rules.",
  "offerings": [
    "Time-series database",
    "Multi-dimensional data model",
    "PromQL query language",
    "Alerting functionality",
    "Service discovery integrations",
    "Client libraries and exporters"
  ],
  "audience": "Developers, operations engineers, SREs, and system administrators, particularly those working with cloud-native applications and microservices.",
  "geography": "Global (as an open-source project)",
  "strengths": [
    "Open-source and free to use",
    "Powerful and flexible query language (PromQL)",
    "Strong community support and ecosystem",
    "Excellent for monitoring dynamic, cloud-native environments",
    "Reliable and scalable for metric collection"
  ],
  "unknowns": [
    "Specific financial backing beyond CNCF governance",
    "Exact number of active installations worldwide",
    "Detailed internal project roadmap beyond public discussions",
    "Official commercial support channels (as it's community-driven)",
    "Exact market share compared to commercial solutions"
  ],
  "alternatives": [
    "datadoghq.com",
    "newrelic.com",
    "grafana.com",
    "influxdata.com",
    "elastic.co"
  ],
  "business": "Prometheus is an open-source project under the Cloud Native Computing Foundation (CNCF) that provides a monitoring and alerting toolkit for cloud-native applications and infrastructure globally.",
  "competitors": [
    "datadoghq.com",
    "newrelic.com",
    "dynatrace.com",
    "elastic.co",
    "influxdata.com",
    "appdynamics.com",
    "grafana.com"
  ]
}

## Score by group
- Machine access: 24/24
- Content legibility: 19/26
- Discovery surface: 3/20
- Identity & policy: 0/12
- Agent-facing performance: 8/8
- Agent protocols: 0/10
Failing checks:
- [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
- [improvement] No stated policy for automated access

## AI mentions and rivals
Named in 1 AI assistant answers.
- datadoghq.com: 74/100 https://qomvia.com/site/datadoghq-com
- newrelic.com: not measured
- dynatrace.com: 76/100 https://qomvia.com/site/dynatrace-com
- elastic.co: not measured
- influxdata.com: not measured

## FAQ
Q: Is Prometheus readable by AI agents?
A: Prometheus (prometheus.io) scores 54 out of 100 for agent readiness, grade D, measured today, on 23.10.2026. 0 of 3 agent classes we test can use the site, and 4 checks currently block agents outright.

Q: What stops agents from using prometheus.io?
A: The heaviest problems are: No llms.txt; The site does not say who it is; No API or feed to read; No MCP endpoint to call; No stated policy for automated access. 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 Prometheus agent-readiness score calculated?
A: Qomvia fetches public pages of prometheus.io 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 today, on 23.10.2026.

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